• Storytelling
• Virtual Try On
• Drag Edit
• Diffusion Inversion
• Text-Guided Editing
• Continual Learning
• Remove Concept
• New Concept Learning
• T2I augmentation
• Spatial Control
• Image Translation
• Seg & Detect & Track
• Adding Conditions
• Few-Shot
• Inpainting
• Layout
• Text Generation
• Super Resolution
• Video Generation
• Video Editing

⭐⭐Intelligent Grimm -- Open-ended Visual Storytelling via Latent Diffusion Models
[CVPR 2024] [Project] [Code]

⭐⭐Training-Free Consistent Text-to-Image Generation
[Website] [Project] [Code]

StoryGPT-V: Large Language Models as Consistent Story Visualizers
[Website] [Project] [Code]

The Chosen One: Consistent Characters in Text-to-Image Diffusion Models
[Website] [Project] [Code]

Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation
[Website] [Project] [Code]

TaleCrafter: Interactive Story Visualization with Multiple Characters
[Website] [Project] [Code]

Make-A-Story: Visual Memory Conditioned Consistent Story Generation
[CVPR 2023] [Code]

Synthesizing Coherent Story with Auto-Regressive Latent Diffusion Models
[Website] [Code]

StoryImager: A Unified and Efficient Framework for Coherent Story Visualization and Completion
[Website] [Code]

Masked Generative Story Transformer with Character Guidance and Caption Augmentation
[Website] [Code]

StoryBench: A Multifaceted Benchmark for Continuous Story Visualization
[Website] [Code]

MagicScroll: Nontypical Aspect-Ratio Image Generation for Visual Storytelling via Multi-Layered Semantic-Aware Denoising
[Website] [Project]

Causal-Story: Local Causal Attention Utilizing Parameter-Efficient Tuning For Visual Story Synthesis
[ICASSP 2024]

CogCartoon: Towards Practical Story Visualization
[Website]

Generating coherent comic with rich story using ChatGPT and Stable Diffusion
[Website]

Improved Visual Story Generation with Adaptive Context Modeling
[Website]

Make-A-Storyboard: A General Framework for Storyboard with Disentangled and Merged Control
[Website]

Zero-shot Generation of Coherent Storybook from Plain Text Story using Diffusion Models
[Website]

TryOnDiffusion: A Tale of Two UNets
[CVPR 2023] [Website] [Project] [Code]

StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On
[CVPR 2024] [Project] [Code]

Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Images
[Website] [Project] [Code]

From Parts to Whole: A Unified Reference Framework for Controllable Human Image Generation
[Website] [Project] [Code]

PICTURE: PhotorealistIC virtual Try-on from UnconstRained dEsigns
[Website] [Project] [Code]

Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flow
[ACM MM 2023] [Code]

LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On
[ACM MM 2023] [Code]

OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on
[Website] [Code]

DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D Modeling
[Website] [Code]

CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model
[Website] [Code]

MV-VTON: Multi-View Virtual Try-On with Diffusion Models
[Website] [Code]

StableGarment: Garment-Centric Generation via Stable Diffusion
[Website] [Project]

Tunnel Try-on: Excavating Spatial-temporal Tunnels for High-quality Virtual Try-on in Videos
[Website] [Project]

Diffuse to Choose: Enriching Image Conditioned Inpainting in Latent Diffusion Models for Virtual Try-All
[Website] [Project]

Wear-Any-Way: Manipulable Virtual Try-on via Sparse Correspondence Alignment
[Website] [Project]

WarpDiffusion: Efficient Diffusion Model for High-Fidelity Virtual Try-on
[Website]

FLDM-VTON: Faithful Latent Diffusion Model for Virtual Try-on
[Website]

Product-Level Try-on: Characteristics-preserving Try-on with Realistic Clothes Shading and Wrinkles
[Website]

Mobile Fitting Room: On-device Virtual Try-on via Diffusion Models
[Website]

Improving Diffusion Models for Virtual Try-on
[Website]

Time-Efficient and Identity-Consistent Virtual Try-On Using A Variant of Altered Diffusion Models
[Website]

ACDG-VTON: Accurate and Contained Diffusion Generation for Virtual Try-On
[Website]

Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-On
[Website]

ShoeModel: Learning to Wear on the User-specified Shoes via Diffusion Model
[Website]

DragonDiffusion: Enabling Drag-style Manipulation on Diffusion Models
[ICLR 2024] [Website] [Project] [Code]

Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold
[SIGGRAPH 2023] [Project] [Code]

FreeDrag: Feature Dragging for Reliable Point-based Image Editing
[CVPR 2024] [Project] [Code]

DragDiffusion: Harnessing Diffusion Models for Interactive Point-based Image Editing
[CVPR 2024] [Project] [Code]

GoodDrag: Towards Good Practices for Drag Editing with Diffusion Models
[Website] [Project] [Code]

Repositioning the Subject within Image
[Website] [Project] [Code]

Drag-A-Video: Non-rigid Video Editing with Point-based Interaction
[Website] [Project] [Code]

DragAnything: Motion Control for Anything using Entity Representation
[Website] [Project] [Code]

DiffEditor: Boosting Accuracy and Flexibility on Diffusion-based Image Editing
[CVPR 2024] [Code]

Drag Your Noise: Interactive Point-based Editing via Diffusion Semantic Propagation
[CVPR 2024] [Code]

DragVideo: Interactive Drag-style Video Editing
[Website] [Code]

RotationDrag: Point-based Image Editing with Rotated Diffusion Features
[Website] [Code]

DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectory
[Website] [Project]

Readout Guidance: Learning Control from Diffusion Features
[Website] [Project]

StableDrag: Stable Dragging for Point-based Image Editing
[Website] [Project]

Motion Guidance: Diffusion-Based Image Editing with Differentiable Motion Estimators
[Website]

⭐⭐⭐Null-text Inversion for Editing Real Images using Guided Diffusion Models
[CVPR 2023] [Website] [Project] [Code]

⭐⭐Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code
[ICLR 2024] [Website] [Project] [Code]

⭐Inversion-Based Creativity Transfer with Diffusion Models
[CVPR 2023] [Website] [Code]

⭐EDICT: Exact Diffusion Inversion via Coupled Transformations
[CVPR 2023] [Website] [Code]

⭐Improving Negative-Prompt Inversion via Proximal Guidance
[Website] [Code]

An Edit Friendly DDPM Noise Space: Inversion and Manipulations
[CVPR 2024] [Project] [Code] [Demo]

Dynamic Prompt Learning: Addressing Cross-Attention Leakage for Text-Based Image Editing
[NeurIPS 2023] [Website] [Code]

Inversion-Free Image Editing with Natural Language
[CVPR 2024] [Project] [Code]

Noise Map Guidance: Inversion with Spatial Context for Real Image Editing
[ICLR 2024] [Website] [Code]

IterInv: Iterative Inversion for Pixel-Level T2I Models
[NeurIPS-W 2023] [Openreview] [NeuripsW] [Website] [Code]

Object-aware Inversion and Reassembly for Image Editing
[Website] [Project] [Code]

ReNoise: Real Image Inversion Through Iterative Noising
[Website] [Project] [Code]

StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing
[Website] [Code]

Generating Non-Stationary Textures using Self-Rectification
[Website] [Code]

Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling
[Website] [Code]

Exact Diffusion Inversion via Bi-directional Integration Approximation
[Website] [Code]

Eta Inversion: Designing an Optimal Eta Function for Diffusion-based Real Image Editing
[Website] [Code]

Source Prompt Disentangled Inversion for Boosting Image Editability with Diffusion Models
[Website] [Code]

Effective Real Image Editing with Accelerated Iterative Diffusion Inversion
[ICCV 2023 Oral] [Website]

Score-Based Diffusion Models as Principled Priors for Inverse Imaging
[ICCV 2023] [Website]

BARET : Balanced Attention based Real image Editing driven by Target-text Inversion
[WACV 2024]

Wavelet-Guided Acceleration of Text Inversion in Diffusion-Based Image Editing
[ICASSP 2024]

Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models
[Website]

Direct Inversion: Optimization-Free Text-Driven Real Image Editing with Diffusion Models
[Website]

Fixed-point Inversion for Text-to-image diffusion models
[Website]

Prompt Tuning Inversion for Text-Driven Image Editing Using Diffusion Models
[Website]

KV Inversion: KV Embeddings Learning for Text-Conditioned Real Image Action Editing
[Website]

Tuning-Free Inversion-Enhanced Control for Consistent Image Editing
[Website]

LEDITS: Real Image Editing with DDPM Inversion and Semantic Guidance
[Website]

LEDITS++: Limitless Image Editing using Text-to-Image Models
[Website]

⭐⭐⭐Prompt-to-Prompt Image Editing with Cross Attention Control
[ICLR 2023] [Website] [Project] [Code] [Replicate Demo]

⭐⭐⭐Zero-shot Image-to-Image Translation
[SIGGRAPH 2023] [Project] [Code] [Replicate Demo] [Diffusers Doc] [Diffusers Code]

⭐⭐InstructPix2Pix: Learning to Follow Image Editing Instructions
[CVPR 2023 (Highlight)] [Website] [Project] [Diffusers Doc] [Diffusers Code] [Official Code] [Dataset]

⭐⭐Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation
[CVPR 2023] [Website] [Project] [Code] [Dataset] [Replicate Demo] [Demo]

⭐DiffEdit: Diffusion-based semantic image editing with mask guidance
[ICLR 2023] [Website] [Unofficial Code] [Diffusers Doc] [Diffusers Code]

⭐Imagic: Text-Based Real Image Editing with Diffusion Models
[CVPR 2023] [Website] [Project] [Diffusers]

⭐Inpaint Anything: Segment Anything Meets Image Inpainting
[Website] [Code 1] [Code 2]

MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing
[ICCV 2023] [Website] [Project] [Code] [Demo]

Collaborative Score Distillation for Consistent Visual Synthesis
[NeurIPS 2023] [Website] [Project] [Code]

Visual Instruction Inversion: Image Editing via Visual Prompting
[NeurIPS 2023] [Website] [Project] [Code]

Energy-Based Cross Attention for Bayesian Context Update in Text-to-Image Diffusion Models
[NeurIPS 2023] [Website] [Code]

Localizing Object-level Shape Variations with Text-to-Image Diffusion Models
[ICCV 2023] [Website] [Project] [Code]

Unifying Diffusion Models' Latent Space, with Applications to CycleDiffusion and Guidance
[Website] [Code1] [Code2] [Diffusers Code]

PAIR-Diffusion: Object-Level Image Editing with Structure-and-Appearance Paired Diffusion Models
[Website] [Project] [Code] [Demo]

SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models
[CVPR 2024] [Project] [Code]

MultiBooth: Towards Generating All Your Concepts in an Image from Text
[Website] [Project] [Code]

Infusion: Preventing Customized Text-to-Image Diffusion from Overfitting
[Website] [Project] [Code]

StyleBooth: Image Style Editing with Multimodal Instruction
[Website] [Project] [Code]

SwapAnything: Enabling Arbitrary Object Swapping in Personalized Visual Editing
[Website] [Project] [Code]

EditVal: Benchmarking Diffusion Based Text-Guided Image Editing Methods
[Website] [Project] [Code]

InstructEdit: Improving Automatic Masks for Diffusion-based Image Editing With User Instructions
[Website] [Project] [Code]

Text-Driven Image Editing via Learnable Regions
[Website] [Project] [Code]

Contrastive Denoising Score for Text-guided Latent Diffusion Image Editing
[Website] [Project] [Code]

MDP: A Generalized Framework for Text-Guided Image Editing by Manipulating the Diffusion Path
[Website] [Project] [Code]

HIVE: Harnessing Human Feedback for Instructional Visual Editing
[Website] [Project] [Code]

FaceStudio: Put Your Face Everywhere in Seconds
[Website] [Project] [Code]

Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models
[Website] [Project] [Code]

MAG-Edit: Localized Image Editing in Complex Scenarios via Mask-Based Attention-Adjusted Guidance
[Website] [Project] [Code]

MirrorDiffusion: Stabilizing Diffusion Process in Zero-shot Image Translation by Prompts Redescription and Beyond
[Website] [Project] [Code]

Motion Guidance: Diffusion-Based Image Editing with Differentiable Motion Estimators
[Website] [Project] [Code]

UniTune: Text-Driven Image Editing by Fine Tuning an Image Generation Model on a Single Image
[SIGGRAPH 2023] [Code]

Learning to Follow Object-Centric Image Editing Instructions Faithfully
[EMNLP 2023] [Code]

TiNO-Edit: Timestep and Noise Optimization for Robust Diffusion-Based Image Editing
[CVPR 2024] [Code]

ClickDiffusion: Harnessing LLMs for Interactive Precise Image Editing
[Website] [Code]

Differential Diffusion: Giving Each Pixel Its Strength
[Website] [Code]

Region-Aware Diffusion for Zero-shot Text-driven Image Editing
[Website] [Code]

Forgedit: Text Guided Image Editing via Learning and Forgetting
[Website] [Code]

AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image Editing
[Website] [Code]

Focus on Your Instruction: Fine-grained and Multi-instruction Image Editing by Attention Modulation
[Website] [Code]

Unified Diffusion-Based Rigid and Non-Rigid Editing with Text and Image Guidance
[Website] [Code]

SpecRef: A Fast Training-free Baseline of Specific Reference-Condition Real Image Editing
[Website] [Code]

Conditional Score Guidance for Text-Driven Image-to-Image Translation
[NeurIPS 2023] [Website]

Emu Edit: Precise Image Editing via Recognition and Generation Tasks
[CVPR 2024] [Project]

Editable Image Elements for Controllable Synthesis
[Website] [Project]

LIME: Localized Image Editing via Attention Regularization in Diffusion Models
[Website] [Project]

Watch Your Steps: Local Image and Scene Editing by Text Instructions
[Website] [Project]

Delta Denoising Score
[Website] [Project]

ReGeneration Learning of Diffusion Models with Rich Prompts for Zero-Shot Image Translation
[Website] [Project]

ByteEdit: Boost, Comply and Accelerate Generative Image Editing
[Website] [Project]

GANTASTIC: GAN-based Transfer of Interpretable Directions for Disentangled Image Editing in Text-to-Image Diffusion Models
[Website] [Project]

MoEController: Instruction-based Arbitrary Image Manipulation with Mixture-of-Expert Controllers
[Website] [Project]

FlexEdit: Flexible and Controllable Diffusion-based Object-centric Image Editing
[Website] [Project]

GeoDiffuser: Geometry-Based Image Editing with Diffusion Models
[Website] [Project]

Iterative Multi-granular Image Editing using Diffusion Models
[WACV 2024]

Towards Efficient Diffusion-Based Image Editing with Instant Attention Masks
[AAAI 2024]

Text-to-image Editing by Image Information Removal
[WACV 2024]

Face Aging via Diffusion-based Editing
[BMVC 2023]

Custom-Edit: Text-Guided Image Editing with Customized Diffusion Models
[CVPR 2023 AI4CC Workshop]

DM-Align: Leveraging the Power of Natural Language Instructions to Make Changes to Images
[Website]

FISEdit: Accelerating Text-to-image Editing via Cache-enabled Sparse Diffusion Inference
[Website]

LayerDiffusion: Layered Controlled Image Editing with Diffusion Models
[Website]

iEdit: Localised Text-guided Image Editing with Weak Supervision
[Website]

User-friendly Image Editing with Minimal Text Input: Leveraging Captioning and Injection Techniques
[Website]

PFB-Diff: Progressive Feature Blending Diffusion for Text-driven Image Editing
[Website]

PRedItOR: Text Guided Image Editing with Diffusion Prior
[Website]

InstructDiffusion: A Generalist Modeling Interface for Vision Tasks
[Website]

FEC: Three Finetuning-free Methods to Enhance Consistency for Real Image Editing
[Website]

The Blessing of Randomness: SDE Beats ODE in General Diffusion-based Image Editing
[Website]

ZONE: Zero-Shot Instruction-Guided Local Editing
[Website]

Image Translation as Diffusion Visual Programmers
[Website]

Latent Inversion with Timestep-aware Sampling for Training-free Non-rigid Editing
[Website]

LoMOE: Localized Multi-Object Editing via Multi-Diffusion
[Website]

Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing
[Website]

An Item is Worth a Prompt: Versatile Image Editing with Disentangled Control
[Website]

DiffChat: Learning to Chat with Text-to-Image Synthesis Models for Interactive Image Creation
[Website]

InstructGIE: Towards Generalizable Image Editing
[Website]

DreamSampler: Unifying Diffusion Sampling and Score Distillation for Image Manipulation
[Website]

LASPA: Latent Spatial Alignment for Fast Training-free Single Image Editing
[Website]

Ground-A-Score: Scaling Up the Score Distillation for Multi-Attribute Editing
[Website]

Uncovering the Text Embedding in Text-to-Image Diffusion Models
[Website]

Tuning-Free Adaptive Style Incorporation for Structure-Consistent Text-Driven Style Transfer
[Website]

FreeDiff: Progressive Frequency Truncation for Image Editing with Diffusion Models
[Website]

RGBD2: Generative Scene Synthesis via Incremental View Inpainting using RGBD Diffusion Models
[CVPR 2023] [Website] [Project] [Code]

Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models
[Website] [Code]

Continual Learning of Diffusion Models with Generative Distillation
[Website] [Code]

Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning
[Website] [Code]

Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA
[Website] [Project]

Class-Incremental Learning using Diffusion Model for Distillation and Replay
[ICCV 2023 VCL workshop best paper]

Create Your World: Lifelong Text-to-Image Diffusion
[Website]

Exploring Continual Learning of Diffusion Models
[Website]

DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency
[Website]

DiffusePast: Diffusion-based Generative Replay for Class Incremental Semantic Segmentation
[Website]

Continual Diffusion with STAMINA: STack-And-Mask INcremental Adapters
[Website]

Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning
[Website]

MuseumMaker: Continual Style Customization without Catastrophic Forgetting
[Website]

Ablating Concepts in Text-to-Image Diffusion Models
[ICCV 2023] [Website] [Project] [Code]

Erasing Concepts from Diffusion Models
[ICCV 2023] [Website] [Project] [Code]

Paint by Inpaint: Learning to Add Image Objects by Removing Them First
[Website] [Project] [Code]

One-dimensional Adapter to Rule Them All: Concepts, Diffusion Models and Erasing Applications
[Website] [Project] [Code]

Editing Massive Concepts in Text-to-Image Diffusion Models
[Website] [Project] [Code]

Towards Safe Self-Distillation of Internet-Scale Text-to-Image Diffusion Models
[ICML 2023 workshop] [Code]

ObjectAdd: Adding Objects into Image via a Training-Free Diffusion Modification Fashion
[Website] [Code]

Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models
[Website] [Code]

Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models
[Website] [Code]

MACE: Mass Concept Erasure in Diffusion Models
[CVPR 2024]

Geom-Erasing: Geometry-Driven Removal of Implicit Concept in Diffusion Models
[Website]

Receler: Reliable Concept Erasing of Text-to-Image Diffusion Models via Lightweight Erasers
[Website]

All but One: Surgical Concept Erasing with Model Preservation in Text-to-Image Diffusion Models
[Website]

EraseDiff: Erasing Data Influence in Diffusion Models
[Website]

UnlearnCanvas: A Stylized Image Dataset to Benchmark Machine Unlearning for Diffusion Models
[Website]

Removing Undesirable Concepts in Text-to-Image Generative Models with Learnable Prompts
[Website]

⭐⭐⭐DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
[CVPR 2023 Honorable Mention] [Website] [Project] [Official Dataset] [Unofficial Code] [Diffusers Doc] [Diffusers Code]

⭐⭐⭐An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion
[ICLR 2023 top-25%] [Website] [Diffusers Doc] [Diffusers Code] [Code]

⭐⭐Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion
[CVPR 2023] [Website] [Project] [Diffusers Doc] [Diffusers Code] [Code]

⭐⭐ReVersion: Diffusion-Based Relation Inversion from Images
[Website] [Project] [Code]

⭐SINE: SINgle Image Editing with Text-to-Image Diffusion Models
[CVPR 2023] [Website] [Project] [Code]

⭐Break-A-Scene: Extracting Multiple Concepts from a Single Image
[SIGGRAPH Asia 2023] [Project] [Code]

⭐Concept Decomposition for Visual Exploration and Inspiration
[SIGGRAPH Asia 2023] [Project] [Code]

Cones: Concept Neurons in Diffusion Models for Customized Generation
[ICML 2023 Oral] [ICML 2023 Oral] [Website] [Code]

BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and Editing
[NeurIPS 2023] [Website] [Project] [Code]

Inserting Anybody in Diffusion Models via Celeb Basis
[NeurIPS 2023] [Website] [Project] [Code]

Controlling Text-to-Image Diffusion by Orthogonal Finetuning
[NeurIPS 2023] [Website] [Project] [Code]

Photoswap: Personalized Subject Swapping in Images
[NeurIPS 2023] [Website] [Project] [Code]

Mix-of-Show: Decentralized Low-Rank Adaptation for Multi-Concept Customization of Diffusion Models
[NeurIPS 2023] [Website] [Project] [Code]

ITI-GEN: Inclusive Text-to-Image Generation
[ICCV 2023 Oral] [Website] [Project] [Code]

Unsupervised Compositional Concepts Discovery with Text-to-Image Generative Models
[ICCV 2023] [Website] [Project] [Code]

ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image Generation
[ICCV 2023 Oral] [Website] [Code]

A Neural Space-Time Representation for Text-to-Image Personalization
[SIGGRAPH Asia 2023] [Project] [Code]

Encoder-based Domain Tuning for Fast Personalization of Text-to-Image Models
[SIGGRAPH 2023] [Project] [Code]

Is This Loss Informative? Speeding Up Textual Inversion with Deterministic Objective Evaluation
[NeurIPS 2023] [Website] [Code]

Face2Diffusion for Fast and Editable Face Personalization
[CVPR 2024] [Project] [Code]

Identity Decoupling for Multi-Subject Personalization of Text-to-Image Models
[CVPR 2024] [Project] [Code]

DreamMatcher: Appearance Matching Self-Attention for Semantically-Consistent Text-to-Image Personalization
[CVPR 2024] [Project] [Code]

ConceptBed: Evaluating Concept Learning Abilities of Text-to-Image Diffusion Models
[AAAI 2024] [Project] [Code]

ConsistentID: Portrait Generation with Multimodal Fine-Grained Identity Preserving
[Website] [Project] [Code]

ID-Aligner: Enhancing Identity-Preserving Text-to-Image Generation with Reward Feedback Learning
[Website] [Project] [Code]

CharacterFactory: Sampling Consistent Characters with GANs for Diffusion Models
[Website] [Project] [Code]

Customizing Text-to-Image Diffusion with Camera Viewpoint Control
[Website] [Project] [Code]

Harmonizing Visual and Textual Embeddings for Zero-Shot Text-to-Image Customization
[Website] [Project] [Code]

ZeST: Zero-Shot Material Transfer from a Single Image
[Website] [Project] [Code]

Material Palette: Extraction of Materials from a Single Image
[Website] [Project] [Code]

StyleDrop: Text-to-Image Generation in Any Style
[Website] [Project] [Code]

Style Aligned Image Generation via Shared Attention
[Website] [Project] [Code]

FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention
[Website] [Project] [Code]

AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning
[Website] [Project] [Code]

Subject-Diffusion:Open Domain Personalized Text-to-Image Generation without Test-time Fine-tuning
[Website] [Project] [Code]

Highly Personalized Text Embedding for Image Manipulation by Stable Diffusion
[Website] [Project] [Code]

DreamArtist: Towards Controllable One-Shot Text-to-Image Generation via Positive-Negative Prompt-Tuning
[Website] [Project] [Code]

The Hidden Language of Diffusion Models
[Website] [Project] [Code]

SingleInsert: Inserting New Concepts from a Single Image into Text-to-Image Models for Flexible Editing
[Website] [Project] [Code]

CustomNet: Zero-shot Object Customization with Variable-Viewpoints in Text-to-Image Diffusion Models
[Website] [Project] [Code]

When StyleGAN Meets Stable Diffusion: a W+ Adapter for Personalized Image Generation
[Website] [Project] [Code]

InstantID: Zero-shot Identity-Preserving Generation in Seconds
[Website] [Project] [Code]

PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding
[Website] [Project] [Code]

CatVersion: Concatenating Embeddings for Diffusion-Based Text-to-Image Personalization
[Website] [Project] [Code]

DreamDistribution: Prompt Distribution Learning for Text-to-Image Diffusion Models
[Website] [Project] [Code]

CapHuman: Capture Your Moments in Parallel Universes
[Website] [Project] [Code]

λ-ECLIPSE: Multi-Concept Personalized Text-to-Image Diffusion Models by Leveraging CLIP Latent Space
[Website] [Project] [Code]

Learning Continuous 3D Words for Text-to-Image Generation
[Website] [Project] [Code]

Viewpoint Textual Inversion: Unleashing Novel View Synthesis with Pretrained 2D Diffusion Models
[Website] [Project] [Code]

Gen4Gen: Generative Data Pipeline for Generative Multi-Concept Composition
[Website] [Project] [Code]

DiffuseKronA: A Parameter Efficient Fine-tuning Method for Personalized Diffusion Model
[Website] [Project] [Code]

OMG: Occlusion-friendly Personalized Multi-concept Generation in Diffusion Models
[Website] [Project] [Code]

ProSpect: Expanded Conditioning for the Personalization of Attribute-aware Image Generation
[SIGGRAPH Asia 2023] [Code]

Multiresolution Textual Inversion
[NeurIPS 2022 workshop] [Code]

Compositional Inversion for Stable Diffusion Models
[AAAI 2024] [Code]

PuLID: Pure and Lightning ID Customization via Contrastive Alignment
[Website] [Code]

Cross Initialization for Personalized Text-to-Image Generation
[Website] [Code]

Enhancing Detail Preservation for Customized Text-to-Image Generation: A Regularization-Free Approach
[Website] [Code]

SVDiff: Compact Parameter Space for Diffusion Fine-Tuning
[Website] [Code]

ViCo: Detail-Preserving Visual Condition for Personalized Text-to-Image Generation
[Website] [Code]

AerialBooth: Mutual Information Guidance for Text Controlled Aerial View Synthesis from a Single Image
[Website] [Code]

A Closer Look at Parameter-Efficient Tuning in Diffusion Models
[Website] [Code]

Controllable Textual Inversion for Personalized Text-to-Image Generation
[Website] [Code]

Cross-domain Compositing with Pretrained Diffusion Models
[Website] [Code]

Concept-centric Personalization with Large-scale Diffusion Priors
[Website] [Code]

Customization Assistant for Text-to-image Generation
[Website] [Code]

Cross Initialization for Personalized Text-to-Image Generation
[Website] [Code]

High-fidelity Person-centric Subject-to-Image Synthesis
[Website] [Code]

LoRA-Composer: Leveraging Low-Rank Adaptation for Multi-Concept Customization in Training-Free Diffusion Models
[Website] [Code]

Language-Informed Visual Concept Learning
[ICLR 2024] [Project]

Key-Locked Rank One Editing for Text-to-Image Personalization
[SIGGRAPH 2023] [Project]

Diffusion in Style
[ICCV 2023] [Project]

RealCustom: Narrowing Real Text Word for Real-Time Open-Domain Text-to-Image Customization
[CVPR 2024] [Project]

MoA: Mixture-of-Attention for Subject-Context Disentanglement in Personalized Image Generation
[Website] [Project]

MoMA: Multimodal LLM Adapter for Fast Personalized Image Generation
[Website] [Project]

PortraitBooth: A Versatile Portrait Model for Fast Identity-preserved Personalization
[Website] [Project]

Subject-driven Text-to-Image Generation via Apprenticeship Learning
[Website] [Project]

Orthogonal Adaptation for Modular Customization of Diffusion Models
[Website] [Project]

Diffusion in Diffusion: Cyclic One-Way Diffusion for Text-Vision-Conditioned Generation
[Website] [Project]

HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models
[Website] [Project]

ZipLoRA: Any Subject in Any Style by Effectively Merging LoRAs
[Website] [Project]

Domain-Agnostic Tuning-Encoder for Fast Personalization of Text-To-Image Models
[Website] [Project]

$P+$: Extended Textual Conditioning in Text-to-Image Generation
[Website] [Project]

PhotoVerse: Tuning-Free Image Customization with Text-to-Image Diffusion Models
[Website] [Project]

InstantBooth: Personalized Text-to-Image Generation without Test-Time Finetuning
[Website] [Project]

Total Selfie: Generating Full-Body Selfies
[Website] [Project]

DreamTuner: Single Image is Enough for Subject-Driven Generation
[Website] [Project]

PALP: Prompt Aligned Personalization of Text-to-Image Models
[Website] [Project]

TextureDreamer: Image-guided Texture Synthesis through Geometry-aware Diffusion
[Website] [Project]

Direct Consistency Optimization for Compositional Text-to-Image Personalization
[Website] [Project]

Visual Style Prompting with Swapping Self-Attention
[Website] [Project]

Infinite-ID: Identity-preserved Personalization via ID-semantics Decoupling Paradigm
[Website] [Project]

Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models
[CVPR 2024]

DreamStyler: Paint by Style Inversion with Text-to-Image Diffusion Models
[AAAI 2024]

Towards Prompt-robust Face Privacy Protection via Adversarial Decoupling Augmentation Framework
[Website]

InstaStyle: Inversion Noise of a Stylized Image is Secretly a Style Adviser
[Website]

DisenBooth: Disentangled Parameter-Efficient Tuning for Subject-Driven Text-to-Image Generation
[Website]

Taming Encoder for Zero Fine-tuning Image Customization with Text-to-Image Diffusion Models
[Website]

Gradient-Free Textual Inversion
[Website]

Identity Encoder for Personalized Diffusion
[Website]

Unified Multi-Modal Latent Diffusion for Joint Subject and Text Conditional Image Generation
[Website]

ELODIN: Naming Concepts in Embedding Spaces
[Website]

Cones 2: Customizable Image Synthesis with Multiple Subjects
[Website]

Generate Anything Anywhere in Any Scene
[Website]

Paste, Inpaint and Harmonize via Denoising: Subject-Driven Image Editing with Pre-Trained Diffusion Model
[Website]

Face0: Instantaneously Conditioning a Text-to-Image Model on a Face
[Website]

MagiCapture: High-Resolution Multi-Concept Portrait Customization
[Website]

A Data Perspective on Enhanced Identity Preservation for Diffusion Personalization
[Website]

DIFFNAT: Improving Diffusion Image Quality Using Natural Image Statistics
[Website]

An Image is Worth Multiple Words: Multi-attribute Inversion for Constrained Text-to-Image Synthesis
[Website]

Lego: Learning to Disentangle and Invert Concepts Beyond Object Appearance in Text-to-Image Diffusion Models
[Website]

Memory-Efficient Personalization using Quantized Diffusion Model
[Website]

BootPIG: Bootstrapping Zero-shot Personalized Image Generation Capabilities in Pretrained Diffusion Models
[Website]

Pick-and-Draw: Training-free Semantic Guidance for Text-to-Image Personalization
[Website]

Object-Driven One-Shot Fine-tuning of Text-to-Image Diffusion with Prototypical Embedding
[Website]

StableIdentity: Inserting Anybody into Anywhere at First Sight
[Website]

SeFi-IDE: Semantic-Fidelity Identity Embedding for Personalized Diffusion-Based Generation
[Website]

Visual Concept-driven Image Generation with Text-to-Image Diffusion Model
[Website]

ComFusion: Personalized Subject Generation in Multiple Specific Scenes From Single Image
[Website]

IDAdapter: Learning Mixed Features for Tuning-Free Personalization of Text-to-Image Models
[Website]

MM-Diff: High-Fidelity Image Personalization via Multi-Modal Condition Integration
[Website]

DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation
[Website]

OneActor: Consistent Character Generation via Cluster-Conditioned Guidance
[Website]

⭐⭐⭐Attend-and-Excite: Attention-Based Semantic Guidance for Text-to-Image Diffusion Models
[SIGGRAPH 2023] [Project] [Official Code] [Diffusers Code] [Diffusers doc] [Replicate Demo]

SEGA: Instructing Diffusion using Semantic Dimensions
[NeurIPS 2023] [Website] [Code] [Diffusers Code] [Diffusers Doc]

Improving Sample Quality of Diffusion Models Using Self-Attention Guidance
[ICCV 2023] [Website] [Project] [Code Official] [Diffusers Doc] [Diffusers Code]

Expressive Text-to-Image Generation with Rich Text
[ICCV 2023] [Website] [Project] [Code] [Demo]

Editing Implicit Assumptions in Text-to-Image Diffusion Models
[ICCV 2023] [Website] [Project] [Code] [Demo]

ElasticDiffusion: Training-free Arbitrary Size Image Generation
[CVPR 2024] [Project] [Code] [Demo]

MagicFusion: Boosting Text-to-Image Generation Performance by Fusing Diffusion Models
[ICCV 2023] [Website] [Project] [Code]

Discriminative Class Tokens for Text-to-Image Diffusion Models
[ICCV 2023] [Website] [Project] [Code]

Compositional Visual Generation with Composable Diffusion Models
[ECCV 2022] [Website] [Project] [Code]

DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models
[ICCV 2023] [Project] [Code] [Blog]

ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation
[NeurIPS 2023] [Website] [Code]

Diffusion Self-Guidance for Controllable Image Generation
[NeurIPS 2023] [Website] [Project] [Code]

DiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion Models
[NeurIPS 2023] [Website] [Code]

Linguistic Binding in Diffusion Models: Enhancing Attribute Correspondence through Attention Map Alignment
[NeurIPS 2023] [Website] [Code]

DemoFusion: Democratising High-Resolution Image Generation With No $$$
[CVPR 2024] [Project] [Code]

Towards Effective Usage of Human-Centric Priors in Diffusion Models for Text-based Human Image Generation
[CVPR 2024] [Project] [Code]

Divide & Bind Your Attention for Improved Generative Semantic Nursing
[BMVC 2023 Oral] [Project] [Code]

Bridging Different Language Models and Generative Vision Models for Text-to-Image Generation
[Website] [Project] [Code]

CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching
[Website] [Project] [Code]

Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions
[Website] [Project] [Code]

Self-Rectifying Diffusion Sampling with Perturbed-Attention Guidance
[Website] [Project] [Code]

Real-World Image Variation by Aligning Diffusion Inversion Chain
[Website] [Project] [Code]

FreeU: Free Lunch in Diffusion U-Net
[Website] [Project] [Code]

ConceptLab: Creative Generation using Diffusion Prior Constraints
[Website] [Project] [Code]

Aligning Text-to-Image Diffusion Models with Reward Backpropagationn
[Website] [Project] [Code]

Mini-DALLE3: Interactive Text to Image by Prompting Large Language Models
[Website] [Project] [Code]

ScaleCrafter: Tuning-free Higher-Resolution Visual Generation with Diffusion Models
[Website] [Project] [Code]

One More Step: A Versatile Plug-and-Play Module for Rectifying Diffusion Schedule Flaws and Enhancing Low-Frequency Controls
[Website] [Project] [Code]

TokenCompose: Grounding Diffusion with Token-level Supervision
[Website] [Project] [Code]

DiffusionGPT: LLM-Driven Text-to-Image Generation System
[Website] [Project] [Code]

Decompose and Realign: Tackling Condition Misalignment in Text-to-Image Diffusion Models
[Website] [Project] [Code]

Taiyi-Diffusion-XL: Advancing Bilingual Text-to-Image Generation with Large Vision-Language Model Support
[Website] [Project] [Code]

ECLIPSE: A Resource-Efficient Text-to-Image Prior for Image Generations
[Website] [Project] [Code]

MuLan: Multimodal-LLM Agent for Progressive Multi-Object Diffusion
[Website] [Project] [Code]

ResAdapter: Domain Consistent Resolution Adapter for Diffusion Models
[Website] [Project] [Code]

Stylus: Automatic Adapter Selection for Diffusion Models
[Website] [Project] [Code]

MaxFusion: Plug&Play Multi-Modal Generation in Text-to-Image Diffusion Models
[Website] [Project] [Code]

ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment
[Website] [Project] [Code]

TheaterGen: Character Management with LLM for Consistent Multi-turn Image Generation
[Website] [Project] [Code]

SUR-adapter: Enhancing Text-to-Image Pre-trained Diffusion Models with Large Language Models
[ACM MM 2023 Oral] [Code]

Get What You Want, Not What You Don't: Image Content Suppression for Text-to-Image Diffusion Models
[ICLR 2024] [Code]

Dynamic Prompt Optimizing for Text-to-Image Generation
[CVPR 2024] [Code]

Tackling the Singularities at the Endpoints of Time Intervals in Diffusion Models
[CVPR 2024] [Code]

Rethinking the Spatial Inconsistency in Classifier-Free Diffusion Guidance
[CVPR 2024] [Code]

InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization
[CVPR 2024] [Code]

AID: Attention Interpolation of Text-to-Image Diffusion
[Website] [Code]

FouriScale: A Frequency Perspective on Training-Free High-Resolution Image Synthesis
[Website] [Code]

ORES: Open-vocabulary Responsible Visual Synthesis
[Website] [Code]

Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness
[Website] [Code]

Detector Guidance for Multi-Object Text-to-Image Generation
[Website] [Code]

Designing a Better Asymmetric VQGAN for StableDiffusion
[Website] [Code]

FABRIC: Personalizing Diffusion Models with Iterative Feedback
[Website] [Code]

Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion Models
[Website] [Code]

Progressive Text-to-Image Diffusion with Soft Latent Direction
[Website] [Code]

Hypernymy Understanding Evaluation of Text-to-Image Models via WordNet Hierarchy
[Website] [Code]

If at First You Don’t Succeed, Try, Try Again:Faithful Diffusion-based Text-to-Image Generation by Selection
[Website] [Code]

LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts
[Website] [Code]

Making Multimodal Generation Easier: When Diffusion Models Meet LLMs
[Website] [Code]

Enhancing Diffusion Models with Text-Encoder Reinforcement Learning
[Website] [Code]

AltDiffusion: A Multilingual Text-to-Image Diffusion Model
[Website] [Code]

It is all about where you start: Text-to-image generation with seed selection
[Website] [Code]

End-to-End Diffusion Latent Optimization Improves Classifier Guidance
[Website] [Code]

Correcting Diffusion Generation through Resampling
[Website] [Code]

Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs
[Website] [Code]

A User-Friendly Framework for Generating Model-Preferred Prompts in Text-to-Image Synthesis
[Website] [Code]

PromptCharm: Text-to-Image Generation through Multi-modal Prompting and Refinement
[Website] [Code]

Enhancing Semantic Fidelity in Text-to-Image Synthesis: Attention Regulation in Diffusion Models
[Website] [Code]

Bridging Different Language Models and Generative Vision Models for Text-to-Image Generation
[Website] [Code]

LightIt: Illumination Modeling and Control for Diffusion Models
[CVPR 2024] [Project]

UniFL: Improve Stable Diffusion via Unified Feedback Learning
[Website] [Project]

Be Yourself: Bounded Attention for Multi-Subject Text-to-Image Generation
[Website] [Project]

Semantic Guidance Tuning for Text-To-Image Diffusion Models
[Website] [Project]

Amazing Combinatorial Creation: Acceptable Swap-Sampling for Text-to-Image Generation
[Website] [Project]

Image Anything: Towards Reasoning-coherent and Training-free Multi-modal Image Generation
[Website] [Project]

Make a Cheap Scaling: A Self-Cascade Diffusion Model for Higher-Resolution Adaptation
[Website] [Project]

FineDiffusion: Scaling up Diffusion Models for Fine-grained Image Generation with 10,000 Classes
[Website] [Project]

Lazy Diffusion Transformer for Interactive Image Editing
[Website] [Project]

Hyper-SD: Trajectory Segmented Consistency Model for Efficient Image Synthesis
[Website] [Project]

Concept Arithmetics for Circumventing Concept Inhibition in Diffusion Models
[Website] [Project]

Norm-guided latent space exploration for text-to-image generation
[NeurIPS 2023] [Website]

Improving Diffusion-Based Image Synthesis with Context Prediction
[NeurIPS 2023] [Website]

Diffscaler: Enhancing the Generative Prowess of Diffusion Transformers
[Website]

Object-Attribute Binding in Text-to-Image Generation: Evaluation and Control
[Website]

Aligning Diffusion Models by Optimizing Human Utility
[Website]

Instruct-Imagen: Image Generation with Multi-modal Instruction
[Website]

CONFORM: Contrast is All You Need For High-Fidelity Text-to-Image Diffusion Models
[Website]

MaskDiffusion: Boosting Text-to-Image Consistency with Conditional Mask
[Website]

Any-Size-Diffusion: Toward Efficient Text-Driven Synthesis for Any-Size HD Images
[Website]

Text2Layer: Layered Image Generation using Latent Diffusion Model
[Website]

Stimulating the Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling
[Website]

A Picture is Worth a Thousand Words: Principled Recaptioning Improves Image Generation
[Website]

UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion
[Website]

Improving Compositional Text-to-image Generation with Large Vision-Language Models
[Website]

Multi-Concept T2I-Zero: Tweaking Only The Text Embeddings and Nothing Else
[Website]

Unseen Image Synthesis with Diffusion Models
[Website]

AnyLens: A Generative Diffusion Model with Any Rendering Lens
[Website]

Seek for Incantations: Towards Accurate Text-to-Image Diffusion Synthesis through Prompt Engineering
[Website]

Text2Street: Controllable Text-to-image Generation for Street Views
[Website]

Self-Play Fine-Tuning of Diffusion Models for Text-to-Image Generation
[Website]

Contrastive Prompts Improve Disentanglement in Text-to-Image Diffusion Model
[Website]

Debiasing Text-to-Image Diffusion Models
[Website]

Stochastic Conditional Diffusion Models for Semantic Image Synthesis
[Website]

Referee Can Play: An Alternative Approach to Conditional Generation via Model Inversion
[Website]

Transparent Image Layer Diffusion using Latent Transparency
[Website]

Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation
[Website]

HanDiffuser: Text-to-Image Generation With Realistic Hand Appearances
[Website]

StereoDiffusion: Training-Free Stereo Image Generation Using Latent Diffusion Models
[Website]

Make Me Happier: Evoking Emotions Through Image Diffusion Models
[Website]

Zippo: Zipping Color and Transparency Distributions into a Single Diffusion Model
[Website]

LayerDiff: Exploring Text-guided Multi-layered Composable Image Synthesis via Layer-Collaborative Diffusion Model
[Website]

AGFSync: Leveraging AI-Generated Feedback for Preference Optimization in Text-to-Image Generation
[Website]

U-Sketch: An Efficient Approach for Sketch to Image Diffusion Models
[Website]

ECNet: Effective Controllable Text-to-Image Diffusion Models
[Website]

TextCraftor: Your Text Encoder Can be Image Quality Controller
[Website]

Object-Conditioned Energy-Based Attention Map Alignment in Text-to-Image Diffusion Models
[Website]

Prompt Optimizer of Text-to-Image Diffusion Models for Abstract Concept Understanding
[Website]

Towards Better Text-to-Image Generation Alignment via Attention Modulation
[Website]

MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation
[ICML 2023] [ICML 2023] [Website] [Project] [Code] [Diffusers Code] [Diffusers Doc] [Replicate Demo]

SceneComposer: Any-Level Semantic Image Synthesis
[CVPR 2023 Highlight] [Website] [Project] [Code]

GLIGEN: Open-Set Grounded Text-to-Image Generation
[CVPR 2023] [Website] [Code] [Demo]

Training-Free Structured Diffusion Guidance for Compositional Text-to-Image Synthesis
[ICLR 2023] [Website] [Project] [Code]

Visual Programming for Text-to-Image Generation and Evaluation
[NeurIPS 2023] [Website] [Project] [Code]

GeoDiffusion: Text-Prompted Geometric Control for Object Detection Data Generation
[ICLR 2024] [Website] [Project] [Code]

ReCo: Region-Controlled Text-to-Image Generation
[CVPR 2023] [Website] [Code]

Harnessing the Spatial-Temporal Attention of Diffusion Models for High-Fidelity Text-to-Image Synthesis
[ICCV 2023] [Website] [Code]

BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusion
[ICCV 2023] [Website] [Code]

Dense Text-to-Image Generation with Attention Modulation
[ICCV 2023] [Website] [Code]

LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models
[Website] [Project] [Code] [Demo] [Blog]

Training-Free Layout Control with Cross-Attention Guidance
[Website] [Project] [Code]

Directed Diffusion: Direct Control of Object Placement through Attention Guidance
[Website] [Project] [Code]

Grounded Text-to-Image Synthesis with Attention Refocusing
[Website] [Project] [Code]

eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers
[Website] [Project] [Code]

LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation
[Website] [Project] [Code]

Compositional Text-to-Image Synthesis with Attention Map Control of Diffusion Models
[Website] [Project] [Code]

R&B: Region and Boundary Aware Zero-shot Grounded Text-to-image Generation
[Website] [Project] [Code]

FreeControl: Training-Free Spatial Control of Any Text-to-Image Diffusion Model with Any Condition
[Website] [Project] [Code]

InstanceDiffusion: Instance-level Control for Image Generation
[Website] [Project] [Code]

Coarse-to-Fine Latent Diffusion for Pose-Guided Person Image Synthesis
[CVPR 2024] [Code]

NoiseCollage: A Layout-Aware Text-to-Image Diffusion Model Based on Noise Cropping and Merging
[CVPR 2024] [Code]

StreamMultiDiffusion: Real-Time Interactive Generation with Region-Based Semantic Control
[CVPR 2024] [Code]

Masked-Attention Diffusion Guidance for Spatially Controlling Text-to-Image Generation
[Website] [Code]

MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesis
[Website] [Code]

DivCon: Divide and Conquer for Progressive Text-to-Image Generation
[Website] [Code]

RealCompo: Dynamic Equilibrium between Realism and Compositionality Improves Text-to-Image Diffusion Models
[Website] [Code]

StreamMultiDiffusion: Real-Time Interactive Generation with Region-Based Semantic Control
[Website] [Code]

InteractDiffusion: Interaction Control in Text-to-Image Diffusion Models
[Website] [Project]

Ranni: Taming Text-to-Image Diffusion for Accurate Instruction Following
[Website] [Project]

Check, Locate, Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation
[Website] [Project]

ReGround: Improving Textual and Spatial Grounding at No Cost
[Website] [Project]

DetDiffusion: Synergizing Generative and Perceptive Models for Enhanced Data Generation and Perception
[CVPR 2024]

Guided Image Synthesis via Initial Image Editing in Diffusion Model
[ACM MM 2023]

GLoD: Composing Global Contexts and Local Details in Image Generation
[Website]

Enhancing Prompt Following with Visual Control Through Training-Free Mask-Guided Diffusion
[Website]

A-STAR: Test-time Attention Segregation and Retention for Text-to-image Synthesis
[Website]

Controllable Text-to-Image Generation with GPT-4
[Website]

Localized Text-to-Image Generation for Free via Cross Attention Control
[Website]

Training-Free Location-Aware Text-to-Image Synthesis
[Website]

Composite Diffusion | whole >= \Sigma parts
[Website]

Continuous Layout Editing of Single Images with Diffusion Models
[Website]

Zero-shot spatial layout conditioning for text-to-image diffusion models
[Website]

Enhancing Object Coherence in Layout-to-Image Synthesis
[Website]

LoCo: Locally Constrained Training-Free Layout-to-Image Synthesis
[Website]

Self-correcting LLM-controlled Diffusion Models
[Website]

Layered Rendering Diffusion Model for Zero-Shot Guided Image Synthesis
[Website]

Joint Generative Modeling of Scene Graphs and Images via Diffusion Models
[Website]

Spatial-Aware Latent Initialization for Controllable Image Generation [Website]

Layout-to-Image Generation with Localized Descriptions using ControlNet with Cross-Attention Control
[Website]

ObjBlur: A Curriculum Learning Approach With Progressive Object-Level Blurring for Improved Layout-to-Image Generation
[Website]

⭐⭐⭐SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations
[ICLR 2022] [Website] [Project] [Code]

CycleNet: Rethinking Cycle Consistency in Text-Guided Diffusion for Image Manipulation
[NeurIPS 2023] [Website] [Project] [Code]

DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations
[CVPR 2024] [Project] [Code]

DiffusionCLIP: Text-Guided Diffusion Models for Robust Image Manipulation
[CVPR 2022] [Website] [Code]

Diffusion-based Image Translation using Disentangled Style and Content Representation
[ICLR 2023] [Website] [Code]

FlexIT: Towards Flexible Semantic Image Translation
[CVPR 2022] [Website] [Code]

Zero-Shot Contrastive Loss for Text-Guided Diffusion Image Style Transfer
[ICCV 2023] [Website] [Code]

Cross-Image Attention for Zero-Shot Appearance Transfer
[Website] [Project] [Code]

Diffusion Guided Domain Adaptation of Image Generators
[Website] [Project] [Code]

Concept Sliders: LoRA Adaptors for Precise Control in Diffusion Models
[Website] [Project] [Code]

BBDM: Image-to-image Translation with Brownian Bridge Diffusion Models
[CVPR 2023] [Code]

Improving Diffusion-based Image Translation using Asymmetric Gradient Guidance
[Website] [Code]

GEM: Boost Simple Network for Glass Surface Segmentation via Segment Anything Model and Data Synthesis
[Website] [Code]

CreativeSynth: Creative Blending and Synthesis of Visual Arts based on Multimodal Diffusion
[Website] [Code]

PrimeComposer: Faster Progressively Combined Diffusion for Image Composition with Attention Steering
[Website] [Code]

One-Step Image Translation with Text-to-Image Models
[Website] [Code]

FreeStyle: Free Lunch for Text-guided Style Transfer using Diffusion Models
[Website] [Project]

StyleDiffusion: Controllable Disentangled Style Transfer via Diffusion Models
[ICCV 2023] [Website]

One-Shot Structure-Aware Stylized Image Synthesis
[CVPR 2024]

ControlStyle: Text-Driven Stylized Image Generation Using Diffusion Priors
[ACM MM 2023]

High-Fidelity Diffusion-based Image Editing
[AAAI 2024]

Spectrum Translation for Refinement of Image Generation (STIG) Based on Contrastive Learning and Spectral Filter Profile
[AAAI 2024]

E2GAN: Efficient Training of Efficient GANs for Image-to-Image Translation
[Website]

UniHDA: Towards Universal Hybrid Domain Adaptation of Image Generators
[Website]

FilterPrompt: Guiding Image Transfer in Diffusion Models
[Website]

odise: open-vocabulary panoptic segmentation with text-to-image diffusion modelss
[CVPR 2023 Highlight] [Project] [Code] [Demo]

LD-ZNet: A Latent Diffusion Approach for Text-Based Image Segmentation
[ICCV 2023] [Website] [Project] [Code]

Stochastic Segmentation with Conditional Categorical Diffusion Models
[ICCV 2023] [Website] [Code]

DDP: Diffusion Model for Dense Visual Prediction
[ICCV 2023] [Website] [Code]

DiffusionDet: Diffusion Model for Object Detection
[ICCV 2023] [Website] [Code]

OVTrack: Open-Vocabulary Multiple Object Tracking
[CVPR 2023] [Website] [Project]

SegRefiner: Towards Model-Agnostic Segmentation Refinement with Discrete Diffusion Process
[NeurIPS 2023] [Website] [Code]

DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction
[CVPR 2024] [Project] [Code]

Diffuse, Attend, and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion
[Website] [Project] [Code]

InstaGen: Enhancing Object Detection by Training on Synthetic Dataset
[Website] [Project] [Code]

Delving into the Trajectory Long-tail Distribution for Muti-object Tracking
[Website] [Code]

Scribble Hides Class: Promoting Scribble-Based Weakly-Supervised Semantic Segmentation with Its Class Label
[Website] [Code]

Personalize Segment Anything Model with One Shot
[Website] [Code]

DiffusionTrack: Diffusion Model For Multi-Object Tracking
[Website] [Code]

MosaicFusion: Diffusion Models as Data Augmenters for Large Vocabulary Instance Segmentation
[Website] [Code]

A Simple Latent Diffusion Approach for Panoptic Segmentation and Mask Inpainting
[Website] [Code]

Beyond Generation: Harnessing Text to Image Models for Object Detection and Segmentation
[Website] [Code]

UniGS: Unified Representation for Image Generation and Segmentation
[Website] [Code]

Placing Objects in Context via Inpainting for Out-of-distribution Segmentation
[Website] [Code]

MaskDiffusion: Exploiting Pre-trained Diffusion Models for Semantic Segmentation
[Website] [Code]

Exploring Pre-trained Text-to-Video Diffusion Models for Referring Video Object Segmentation
[Website] [Code]

Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion Models
[Website] [Code]

EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models
[ICLR 2024] [Website] [Project]

Training-Free Open-Vocabulary Segmentation with Offline Diffusion-Augmented Prototype Generation
[CVPR 2024] [Project]

FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models
[Website] [Project]

DiffuMask: Synthesizing Images with Pixel-level Annotations for Semantic Segmentation Using Diffusion Models
[Website] [Project]

Diffusion-based Image Translation with Label Guidance for Domain Adaptive Semantic Segmentation
[ICCV 2023] [Website]

SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection
[CVPR 2024]

Generalization by Adaptation: Diffusion-Based Domain Extension for Domain-Generalized Semantic Segmentation
[WACV 2024]

SLiMe: Segment Like Me
[Website]

MaskDiff: Modeling Mask Distribution with Diffusion Probabilistic Model for Few-Shot Instance Segmentation
[Website]

DiffusionSeg: Adapting Diffusion Towards Unsupervised Object Discovery
[Website]

Ref-Diff: Zero-shot Referring Image Segmentation with Generative Models
[Website]

Diffusion Model is Secretly a Training-free Open Vocabulary Semantic Segmenter
[Website]

Attention as Annotation: Generating Images and Pseudo-masks for Weakly Supervised Semantic Segmentation with Diffusion
[Website]

From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models
[Website]

Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation
[Website]

Patch-based Selection and Refinement for Early Object Detection
[Website]

TrackDiffusion: Multi-object Tracking Data Generation via Diffusion Models
[Website]

Towards Granularity-adjusted Pixel-level Semantic Annotation
[Website]

Gen2Det: Generate to Detect
[Website]

Bridging Generative and Discriminative Models for Unified Visual Perception with Diffusion Priors
[Website]

ConsistencyDet: Robust Object Detector with Denoising Paradigm of Consistency Model
[Website]

⭐⭐⭐Adding Conditional Control to Text-to-Image Diffusion Models
[ICCV 2023 best paper] [Website] [Official Code] [Diffusers Doc] [Diffusers Code]

⭐⭐T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models
[Website] [Official Code] [Diffusers Code]

SketchKnitter: Vectorized Sketch Generation with Diffusion Models
[ICLR 2023 Spotlight] [ICLR 2023 Spotlight] [Website] [Code]

Freestyle Layout-to-Image Synthesis
[CVPR 2023 highlight] [Website] [Project] [Code]

Collaborative Diffusion for Multi-Modal Face Generation and Editing
[CVPR 2023] [Website] [Project] [Code]

HumanSD: A Native Skeleton-Guided Diffusion Model for Human Image Generation
[ICCV 2023] [Website] [Project] [Code]

FreeDoM: Training-Free Energy-Guided Conditional Diffusion Model
[ICCV 2023] [Website] [Code]

Sketch-Guided Text-to-Image Diffusion Models
[SIGGRAPH 2023] [Project] [Code]

Adversarial Supervision Makes Layout-to-Image Diffusion Models Thrive
[ICLR 2024] [Project] [Code]

Ctrl-Adapter: An Efficient and Versatile Framework for Adapting Diverse Controls to Any Diffusion Model
[Website] [Project] [Code]

IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models
[Website] [Project] [Code]

HyperHuman: Hyper-Realistic Human Generation with Latent Structural Diffusion
[Website] [Project] [Code]

Late-Constraint Diffusion Guidance for Controllable Image Synthesis
[Website] [Project] [Code]

Composer: Creative and controllable image synthesis with composable conditions
[Website] [Project] [Code]

DiffBlender: Scalable and Composable Multimodal Text-to-Image Diffusion Models
[Website] [Project] [Code]

Cocktail: Mixing Multi-Modality Controls for Text-Conditional Image Generation
[Website] [Project] [Code]

UniControl: A Unified Diffusion Model for Controllable Visual Generation In the Wild
[Website] [Project] [Code]

Uni-ControlNet: All-in-One Control to Text-to-Image Diffusion Models
[Website] [Project] [Code]

LooseControl: Lifting ControlNet for Generalized Depth Conditioning
[Website] [Project] [Code]

X-Adapter: Adding Universal Compatibility of Plugins for Upgraded Diffusion Model
[Website] [Project] [Code]

ControlNet-XS: Designing an Efficient and Effective Architecture for Controlling Text-to-Image Diffusion Models
[Website] [Project] [Code]

ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNet
[Website] [Project] [Code]

SCP-Diff: Photo-Realistic Semantic Image Synthesis with Spatial-Categorical Joint Prior
[Website] [Project] [Code]

Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image Synthesis
[ICLR 2024] [Code]

It's All About Your Sketch: Democratising Sketch Control in Diffusion Models
[CVPR 2024] [Code]

Universal Guidance for Diffusion Models
[Website] [Code]

Late-Constraint Diffusion Guidance for Controllable Image Synthesis
[Website] [Code]

Meta ControlNet: Enhancing Task Adaptation via Meta Learning
[Website] [Code]

Local Conditional Controlling for Text-to-Image Diffusion Models
[Website] [Code]

Modulating Pretrained Diffusion Models for Multimodal Image Synthesis
[SIGGRAPH 2023] [Project]

SpaText: Spatio-Textual Representation for Controllable Image Generation
[CVPR 2023] [Project]

ControlNet++: Improving Conditional Controls with Efficient Consistency Feedback
[Website] [Project]

BeyondScene: Higher-Resolution Human-Centric Scene Generation With Pretrained Diffusion
[Website] [Project]

CCM: Adding Conditional Controls to Text-to-Image Consistency Models
[Website] [Project]

FineControlNet: Fine-level Text Control for Image Generation with Spatially Aligned Text Control Injection
[Website] [Project]

Control4D: Dynamic Portrait Editing by Learning 4D GAN from 2D Diffusion-based Editor
[Website] [Project]

SCEdit: Efficient and Controllable Image Diffusion Generation via Skip Connection Editing
[Website] [Project]

SSMG: Spatial-Semantic Map Guided Diffusion Model for Free-form Layout-to-Image Generation
[Website]

Conditioning Diffusion Models via Attributes and Semantic Masks for Face Generation
[Website]

Integrating Geometric Control into Text-to-Image Diffusion Models for High-Quality Detection Data Generation via Text Prompt
[Website]

Adding 3D Geometry Control to Diffusion Models
[Website]

LayoutDiffuse: Adapting Foundational Diffusion Models for Layout-to-Image Generation
[Website]

JointNet: Extending Text-to-Image Diffusion for Dense Distribution Modeling
[Website]

ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNet
[Website]

Do You Guys Want to Dance: Zero-Shot Compositional Human Dance Generation with Multiple Persons
[Website]

Mask-ControlNet: Higher-Quality Image Generation with An Additional Mask Prompt
[Website]

Discriminative Diffusion Models as Few-shot Vision and Language Learners
[Website] [Code]

Few-Shot Diffusion Models
[Website] [Code]

Few-shot Semantic Image Synthesis with Class Affinity Transfer
[CVPR 2023] [Website]

DiffAlign : Few-shot learning using diffusion based synthesis and alignment
[Website]

Few-shot Image Generation with Diffusion Models
[Website]

Lafite2: Few-shot Text-to-Image Generation
[Website]

Paint by Example: Exemplar-based Image Editing with Diffusion Models
[CVPR 2023] [Website] [Code] [Diffusers Doc] [Diffusers Code]

GLIDE: Towards photorealistic image generation and editing with text-guided diffusion model
[ICML 2022 Spotlight] [Website] [Code]

Blended Diffusion for Text-driven Editing of Natural Images
[CVPR 2022] [Website] [Project] [Code]

Blended Latent Diffusion
[SIGGRAPH 2023] [Project] [Code]

TF-ICON: Diffusion-Based Training-Free Cross-Domain Image Composition
[ICCV 2023] [Website] [Project] [Code]

Imagen Editor and EditBench: Advancing and Evaluating Text-Guided Image Inpainting
[CVPR 2023] [Website] [Code]

Towards Coherent Image Inpainting Using Denoising Diffusion Implicit Models
[ICML 2023] [Website] [Code]

Inst-Inpaint: Instructing to Remove Objects with Diffusion Models
[Website] [Project] [Code] [Demo]

Anywhere: A Multi-Agent Framework for Reliable and Diverse Foreground-Conditioned Image Inpainting
[Website] [Project] [Code]

AnyDoor: Zero-shot Object-level Image Customization
[Website] [Project] [Code]

A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting
[Website] [Project] [Code]

Towards Language-Driven Video Inpainting via Multimodal Large Language Models
[Website] [Project] [Code]

360-Degree Panorama Generation from Few Unregistered NFoV Images
[ACM MM 2023] [Code]

Delving Globally into Texture and Structure for Image Inpainting
[ACM MM 2022] [Code]

Training-and-prompt-free General Painterly Harmonization Using Image-wise Attention Sharing
[Website] [Code]

Structure Matters: Tackling the Semantic Discrepancy in Diffusion Models for Image Inpainting
[Website] [Code]

Reference-based Image Composition with Sketch via Structure-aware Diffusion Model
[Website] [Code]

Image Inpainting via Iteratively Decoupled Probabilistic Modeling
[Website] [Code]

ControlCom: Controllable Image Composition using Diffusion Model
[Website] [Code]

Uni-paint: A Unified Framework for Multimodal Image Inpainting with Pretrained Diffusion Model
[Website] [Code]

MAGICREMOVER: TUNING-FREE TEXT-GUIDED IMAGE INPAINTING WITH DIFFUSION MODELS
[Website] [Code]

HD-Painter: High-Resolution and Prompt-Faithful Text-Guided Image Inpainting with Diffusion Models
[Website] [Code]

BrushNet: A Plug-and-Play Image Inpainting Model with Decomposed Dual-Branch Diffusion
[Website] [Code]

Sketch-guided Image Inpainting with Partial Discrete Diffusion Process
[Website] [Code]

IMPRINT: Generative Object Compositing by Learning Identity-Preserving Representation
[CVPR 2024] [Project]

Taming Latent Diffusion Model for Neural Radiance Field Inpainting
[Website] [Project]

SmartMask: Context Aware High-Fidelity Mask Generation for Fine-grained Object Insertion and Layout Control
[Website] [Project]

Towards Stable and Faithful Inpainting
[Website] [Project]

Magic Fixup: Streamlining Photo Editing by Watching Dynamic Videos
[Website] [Project]

ObjectDrop: Bootstrapping Counterfactuals for Photorealistic Object Removal and Insertion
[Website] [Project]

Personalized Face Inpainting with Diffusion Models by Parallel Visual Attention
[Website]

Outline-Guided Object Inpainting with Diffusion Models
[Website]

SmartBrush: Text and Shape Guided Object Inpainting with Diffusion Model
[Website]

Gradpaint: Gradient-Guided Inpainting with Diffusion Models
[Website]

Infusion: Internal Diffusion for Video Inpainting
[Website]

Rethinking Referring Object Removal
[Website]

Tuning-Free Image Customization with Image and Text Guidance
[Website]

LayoutDM: Discrete Diffusion Model for Controllable Layout Generation
[CVPR 2023] [Website] [Project] [Code]

Desigen: A Pipeline for Controllable Design Template Generation
[CVPR 2024] [Project] [Code]

DLT: Conditioned layout generation with Joint Discrete-Continuous Diffusion Layout Transformer
[ICCV 2023] [Website] [Code]

LayoutDiffusion: Improving Graphic Layout Generation by Discrete Diffusion Probabilistic Models
[ICCV 2023] [Website] [Code]

Desigen: A Pipeline for Controllable Design Template Generation
[CVPR 2024] [Code]

LayoutDM: Transformer-based Diffusion Model for Layout Generation
[CVPR 2023] [Website]

Unifying Layout Generation with a Decoupled Diffusion Model
[CVPR 2023] [Website]

PLay: Parametrically Conditioned Layout Generation using Latent Diffusion
[ICML 2023] [Website]

Towards Aligned Layout Generation via Diffusion Model with Aesthetic Constraints
[ICLR 2024]

Diffusion-based Document Layout Generation
[Website]

Dolfin: Diffusion Layout Transformers without Autoencoder
[Website]

LayoutFlow: Flow Matching for Layout Generation
[Website]

TextDiffuser: Diffusion Models as Text Painters
[NeurIPS 2023] [Website] [Project] [Code]

TextDiffuser-2: Unleashing the Power of Language Models for Text Rendering
[Website] [Code]

GlyphControl: Glyph Conditional Control for Visual Text Generation
[NeurIPS 2023] [Website] [Code]

DiffUTE: Universal Text Editing Diffusion Model
[NeurIPS 2023] [Website] [Code]

Word-As-Image for Semantic Typography
[SIGGRAPH 2023] [Project] [Code]

UDiffText: A Unified Framework for High-quality Text Synthesis in Arbitrary Images via Character-aware Diffusion Models
[Website] [Project] [Code]

Brush Your Text: Synthesize Any Scene Text on Images via Diffusion Model
[AAAI 2024] [Code]

FontDiffuser: One-Shot Font Generation via Denoising Diffusion with Multi-Scale Content Aggregation and Style Contrastive Learning
[AAAI 2024] [Code]

Text Image Inpainting via Global Structure-Guided Diffusion Models
[AAAI 2024] [Code]

Ambigram generation by a diffusion model
[ICDAR 2023] [Code]

Scene Text Image Super-resolution based on Text-conditional Diffusion Models
[WACV 2024] [Code]

AnyText: Multilingual Visual Text Generation And Editing
[Website] [Code]

Few-shot Calligraphy Style Learning
[Website] [Code]

AmbiGen: Generating Ambigrams from Pre-trained Diffusion Model
[Website] [Project]

UniVG: Towards UNIfied-modal Video Generation
[Website] [Project]

DECDM: Document Enhancement using Cycle-Consistent Diffusion Models
[WACV 2024]

VecFusion: Vector Font Generation with Diffusion
[Website]

Typographic Text Generation with Off-the-Shelf Diffusion Model
[Website]

Font Style Interpolation with Diffusion Models
[Website]

Refining Text-to-Image Generation: Towards Accurate Training-Free Glyph-Enhanced Image Generation
[Website]

DiffCJK: Conditional Diffusion Model for High-Quality and Wide-coverage CJK Character Generation
[Website]

ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting
[NeurIPS 2023 spotlight] [Website] [Project] [Code]

Image Super-Resolution via Iterative Refinement
[TPAMI] [Website] [Project] [Code]

DiffIR: Efficient Diffusion Model for Image Restoration
[ICCV 2023] [Website] [Code]

AddSR: Accelerating Diffusion-based Blind Super-Resolution with Adversarial Diffusion Distillation
[Website] [Project] [Code]

Exploiting Diffusion Prior for Real-World Image Super-Resolution
[Website] [Project] [Code]

SinSR: Diffusion-Based Image Super-Resolution in a Single Step
[CVPR 2024] [Code]

Iterative Token Evaluation and Refinement for Real-World Super-Resolution
[AAAI 2024] [Code]

DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable Diffusion
[Website] [Code]

Image Super-resolution Via Latent Diffusion: A Sampling-space Mixture Of Experts And Frequency-augmented Decoder Approach
[Website] [Code]

Pixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized Stylization
[Website] [Code]

DSR-Diff: Depth Map Super-Resolution with Diffusion Model
[Website] [Code]

SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution
[Website] [Code]

XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution
[Website] [Code]

Self-Adaptive Reality-Guided Diffusion for Artifact-Free Super-Resolution
[Website] [Code]

BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-Resolution
[Website] [Code]

HSR-Diff: Hyperspectral Image Super-Resolution via Conditional Diffusion Models
[ICCV 2023] [Website]

Text-guided Explorable Image Super-resolution
[CVPR 2024]

Arbitrary-Scale Image Generation and Upsampling using Latent Diffusion Model and Implicit Neural Decoder
[CVPR 2024]

Enhancing Hyperspectral Images via Diffusion Model and Group-Autoencoder Super-resolution Network
[AAAI 2024]

You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation
[Website]

Solving Diffusion ODEs with Optimal Boundary Conditions for Better Image Super-Resolution
[Website]

Dissecting Arbitrary-scale Super-resolution Capability from Pre-trained Diffusion Generative Models
[Website]

YODA: You Only Diffuse Areas. An Area-Masked Diffusion Approach For Image Super-Resolution
[Website]

Domain Transfer in Latent Space (DTLS) Wins on Image Super-Resolution -- a Non-Denoising Model
[Website]

Image Super-Resolution with Text Prompt Diffusio
[Website]

DifAugGAN: A Practical Diffusion-style Data Augmentation for GAN-based Single Image Super-resolution
[Website]

DREAM: Diffusion Rectification and Estimation-Adaptive Models
[Website]

Inflation with Diffusion: Efficient Temporal Adaptation for Text-to-Video Super-Resolution
[Website]

Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution
[Website]

CasSR: Activating Image Power for Real-World Image Super-Resolution
[Website]

Learning Spatial Adaptation and Temporal Coherence in Diffusion Models for Video Super-Resolution
[Website]

Text2Video-Zero: Text-to-Image Diffusion Models are Zero-Shot Video Generators
[ICCV 2023 Oral] [Website] [Project] [Code]

SinFusion: Training Diffusion Models on a Single Image or Video
[ICML 2023] [Website] [Project] [Code]

Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models
[CVPR 2023] [Website] [Project] [Code]

MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation
[NeurIPS 2022] [Website] [Project] [Code]

GLOBER: Coherent Non-autoregressive Video Generation via GLOBal Guided Video DecodER
[NeurIPS 2023] [Website] [Code]

Free-Bloom: Zero-Shot Text-to-Video Generator with LLM Director and LDM Animator
[NeurIPS 2023] [Website] [Code]

Conditional Image-to-Video Generation with Latent Flow Diffusion Models
[CVPR 2023] [Website] [Code]

FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
[CVPR 2023] [Project] [Code]

Video Diffusion Models
[ICLR 2022 workshop] [Website] [Code] [Project]

PIA: Your Personalized Image Animator via Plug-and-Play Modules in Text-to-Image Models
[Website] [Diffusers Doc] [Project] [Code]

MotionMaster: Training-free Camera Motion Transfer For Video Generation
[Website] [Project] [Code]

Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets
[Website] [Project] [Code]

Motion Inversion for Video Customization
[Website] [Project] [Code]

MagicAvatar: Multimodal Avatar Generation and Animation
[Website] [Project] [Code]

TrailBlazer: Trajectory Control for Diffusion-Based Video Generation
[Website] [Project] [Code]

Follow Your Pose: Pose-Guided Text-to-Video Generation using Pose-Free Videos
[Website] [Project] [Code]

Breathing Life Into Sketches Using Text-to-Video Priors
[Website] [Project] [Code]

Latent Video Diffusion Models for High-Fidelity Long Video Generation
[Website] [Project] [Code]

Make-Your-Video: Customized Video Generation Using Textual and Structural Guidance
[Website] [Project] [Code]

Gen-L-Video: Multi-Text to Long Video Generation via Temporal Co-Denoising
[Website] [Project] [Code]

Control-A-Video: Controllable Text-to-Video Generation with Diffusion Models
[Website] [Project] [Code]

VideoComposer: Compositional Video Synthesis with Motion Controllability
[Website] [Project] [Code]

DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusion
[Website] [Project] [Code]

LAVIE: High-Quality Video Generation with Cascaded Latent Diffusion Models
[Website] [Project] [Code]

Show-1: Marrying Pixel and Latent Diffusion Models for Text-to-Video Generation
[Website] [Project] [Code]

LAMP: Learn A Motion Pattern for Few-Shot-Based Video Generation
[Website] [Project] [Code]

MagicDance: Realistic Human Dance Video Generation with Motions & Facial Expressions Transfer
[Website] [Project] [Code]

LLM-GROUNDED VIDEO DIFFUSION MODELS
[Website] [Project] [Code]

FreeNoise: Tuning-Free Longer Video Diffusion Via Noise Rescheduling
[Website] [Project] [Code]

VideoCrafter1: Open Diffusion Models for High-Quality Video Generation
[Website] [Project] [Code]

VideoCrafter2: Overcoming Data Limitations for High-Quality Video Diffusion Models
[Website] [Project] [Code]

VideoDreamer: Customized Multi-Subject Text-to-Video Generation with Disen-Mix Finetuning
[Website] [Project] [Code]

I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models
[Website] [Project] [Code]

FusionFrames: Efficient Architectural Aspects for Text-to-Video Generation Pipeline
[Website] [Project] [Code]

MotionCtrl: A Unified and Flexible Motion Controller for Video Generation
[Website] [Project] [Code]

ART⋅V: Auto-Regressive Text-to-Video Generation with Diffusion Models
[Website] [Project] [Code]

FlowZero: Zero-Shot Text-to-Video Synthesis with LLM-Driven Dynamic Scene Syntax
[Website] [Project] [Code]

VideoBooth: Diffusion-based Video Generation with Image Prompts
[Website] [Project] [Code]

MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model
[Website] [Project] [Code]

LivePhoto: Real Image Animation with Text-guided Motion Control
[Website] [Project] [Code]

AnimateZero: Video Diffusion Models are Zero-Shot Image Animators
[Website] [Project] [Code]

DreamVideo: Composing Your Dream Videos with Customized Subject and Motion
[Website] [Project] [Code]

Hierarchical Spatio-temporal Decoupling for Text-to-Video Generation
[Website] [Project] [Code]

DreaMoving: A Human Dance Video Generation Framework based on Diffusion Models
[Website] [Project] [Code]

Upscale-A-Video: Temporal-Consistent Diffusion Model for Real-World Video Super-Resolution
[Website] [Project] [Code]

FreeInit: Bridging Initialization Gap in Video Diffusion Models
[Website] [Project] [Code]

Text2AC-Zero: Consistent Synthesis of Animated Characters using 2D Diffusion
[Website] [Project] [Code]

StyleCrafter: Enhancing Stylized Text-to-Video Generation with Style Adapter
[Website] [Project] [Code]

A Recipe for Scaling up Text-to-Video Generation with Text-free Videos
[Website] [Project] [Code]

FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis
[Website] [Project] [Code]

Moonshot: Towards Controllable Video Generation and Editing with Multimodal Conditions
[Website] [Project] [Code]

Latte: Latent Diffusion Transformer for Video Generation
[Website] [Project] [Code]

WorldDreamer: Towards General World Models for Video Generation via Predicting Masked Tokens
[Website] [Project] [Code]

SparseCtrl: Adding Sparse Controls to Text-to-Video Diffusion Models
[Website] [Project] [Code]

Towards A Better Metric for Text-to-Video Generation
[Website] [Project] [Code]

AnimateLCM: Accelerating the Animation of Personalized Diffusion Models and Adapters with Decoupled Consistency Learning
[Website] [Project] [Code]

Be-Your-Outpainter: Mastering Video Outpainting through Input-Specific Adaptation
[Website] [Project] [Code]

UniCtrl: Improving the Spatiotemporal Consistency of Text-to-Video Diffusion Models via Training-Free Unified Attention Control
[Website] [Project] [Code]

VideoElevator: Elevating Video Generation Quality with Versatile Text-to-Image Diffusion Models
[Website] [Project] [Code]

ID-Animator: Zero-Shot Identity-Preserving Human Video Generation
[Website] [Project] [Code]

FlexiFilm: Long Video Generation with Flexible Conditions
[Website] [Project] [Code]

Cross-Modal Contextualized Diffusion Models for Text-Guided Visual Generation and Editing
[ICLR 2024] [Code]

SSM Meets Video Diffusion Models: Efficient Video Generation with Structured State Spaces
[ICLR 2024] [Code]

Co-Speech Gesture Video Generation via Motion-Decoupled Diffusion Model
[Website] [Code]

Diffusion Probabilistic Modeling for Video Generation
[Website] [Code]

DynamiCrafter: Animating Open-domain Images with Video Diffusion Priors
[Website] [Code]

VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation
[Website] [Code]

STDiff: Spatio-temporal Diffusion for Continuous Stochastic Video Prediction
[Website] [Code]

Vlogger: Make Your Dream A Vlog
[Website] [Code]

Magic-Me: Identity-Specific Video Customized Diffusion
[Website] [Code]

VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models
[Website] [Code]

EchoReel: Enhancing Action Generation of Existing Video Diffusion Models
[Website] [Code]

StreamingT2V: Consistent, Dynamic, and Extendable Long Video Generation from Text
[Website] [Code]

TAVGBench: Benchmarking Text to Audible-Video Generation
[Website] [Code]

Seeing and Hearing: Open-domain Visual-Audio Generation with Diffusion Latent Aligners
[CVPR 2024] [Project]

AtomoVideo: High Fidelity Image-to-Video Generation
[CVPR 2024] [Project]

Efficient Video Diffusion Models via Content-Frame Motion-Latent Decomposition
[ICLR 2024] [Project]

TRIP: Temporal Residual Learning with Image Noise Prior for Image-to-Video Diffusion Models
[CVPR 2024] [Project]

AniClipart: Clipart Animation with Text-to-Video Priors
[Website] [Project]

Spectral Motion Alignment for Video Motion Transfer using Diffusion Models
[Website] [Project]

TimeRewind: Rewinding Time with Image-and-Events Video Diffusion
[Website] [Project]

VideoPoet: A Large Language Model for Zero-Shot Video Generation
[Website] [Project]

PEEKABOO: Interactive Video Generation via Masked-Diffusion
[Website] [Project]

Reuse and Diffuse: Iterative Denoising for Text-to-Video Generation
[Website] [Project]

Emu Video: Factorizing Text-to-Video Generation by Explicit Image Conditioning
[Website] [Project]

BIVDiff: A Training-Free Framework for General-Purpose Video Synthesis via Bridging Image and Video Diffusion Models
[Website] [Project]

Imagen Video: High Definition Video Generation with Diffusion Models
[Website] [Project]

MoVideo: Motion-Aware Video Generation with Diffusion Models
[Website] [Project]

Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer
[Website] [Project]

Smooth Video Synthesis with Noise Constraints on Diffusion Models for One-shot Video Tuning
[Website] [Project]

VideoAssembler: Identity-Consistent Video Generation with Reference Entities using Diffusion Model
[Website] [Project]

MicroCinema: A Divide-and-Conquer Approach for Text-to-Video Generation
[Website] [Project]

Generative Rendering: Controllable 4D-Guided Video Generation with 2D Diffusion Models
[Website] [Project]

GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation
[Website] [Project]

Customizing Motion in Text-to-Video Diffusion Models
[Website] [Project]

Photorealistic Video Generation with Diffusion Models
[Website] [Project]

VideoDrafter: Content-Consistent Multi-Scene Video Generation with LLM
[Website] [Project]

Preserve Your Own Correlation: A Noise Prior for Video Diffusion Models
[Website] [Project]

ActAnywhere: Subject-Aware Video Background Generation
[Website] [Project]

Lumiere: A Space-Time Diffusion Model for Video Generation
[Website] [Project]

InstructVideo: Instructing Video Diffusion Models with Human Feedback
[Website] [Project]

Boximator: Generating Rich and Controllable Motions for Video Synthesis
[Website] [Project]

Direct-a-Video: Customized Video Generation with User-Directed Camera Movement and Object Motion
[Website] [Project]

ConsistI2V: Enhancing Visual Consistency for Image-to-Video Generation
[Website] [Project]

Tuning-Free Noise Rectification for High Fidelity Image-to-Video Generation
[Website] [Project]

Audio-Synchronized Visual Animation
[Website] [Project]

VSTAR: Generative Temporal Nursing for Longer Dynamic Video Synthesis
[Website] [Project]

S2DM: Sector-Shaped Diffusion Models for Video Generation
[Website] [Project]

AnimateZoo: Zero-shot Video Generation of Cross-Species Animation via Subject Alignment
[Website] [Project]

TI2V-Zero: Zero-Shot Image Conditioning for Text-to-Video Diffusion Models
[Website] [Project]

Grid Diffusion Models for Text-to-Video Generation
[Website]

SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction
[Website]

Dual-Stream Diffusion Net for Text-to-Video Generation
[Website]

SimDA: Simple Diffusion Adapter for Efficient Video Generation
[Website]

VideoFactory: Swap Attention in Spatiotemporal Diffusions for Text-to-Video Generation
[Website]

Empowering Dynamics-aware Text-to-Video Diffusion with Large Language Models
[Website]

ConditionVideo: Training-Free Condition-Guided Text-to-Video Generation
[Website]

LatentWarp: Consistent Diffusion Latents for Zero-Shot Video-to-Video Translation
[Website]

Optimal Noise pursuit for Augmenting Text-to-Video Generation
[Website]

Make Pixels Dance: High-Dynamic Video Generation
[Website]

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning
[Website]

Highly Detailed and Temporal Consistent Video Stylization via Synchronized Multi-Frame Diffusion
[Website]

Decouple Content and Motion for Conditional Image-to-Video Generation
[Website]

X-Portrait: Expressive Portrait Animation with Hierarchical Motion Attention
[Website]

F3-Pruning: A Training-Free and Generalized Pruning Strategy towards Faster and Finer Text-to-Video Synthesis
[Website]

MTVG : Multi-text Video Generation with Text-to-Video Models
[Website]

VideoLCM: Video Latent Consistency Model
[Website]

MagicVideo-V2: Multi-Stage High-Aesthetic Video Generation
[Website]

I2V-Adapter: A General Image-to-Video Adapter for Video Diffusion Models
[Website]

360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model
[Website]

CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects
[Website]

Motion-Zero: Zero-Shot Moving Object Control Framework for Diffusion-Based Video Generation
[Website]

Training-Free Semantic Video Composition via Pre-trained Diffusion Model
[Website]

Motion-I2V: Consistent and Controllable Image-to-Video Generation with Explicit Motion Modeling
[Website]

Diffutoon: High-Resolution Editable Toon Shading via Diffusion Models
[Website]

Human Video Translation via Query Warping
[Website]

Hybrid Video Diffusion Models with 2D Triplane and 3D Wavelet Representation
[Website]

Snap Video: Scaled Spatiotemporal Transformers for Text-to-Video Synthesis
[Website]

EMO: Emote Portrait Alive - Generating Expressive Portrait Videos with Audio2Video Diffusion Model under Weak Conditions
[Website]

Context-aware Talking Face Video Generation
[Website]

Pix2Gif: Motion-Guided Diffusion for GIF Generation
[Website]

Intention-driven Ego-to-Exo Video Generation
[Website]

AnimateDiff-Lightning: Cross-Model Diffusion Distillation
[Website]

Frame by Familiar Frame: Understanding Replication in Video Diffusion Models
[Website]

FateZero: Fusing Attentions for Zero-shot Text-based Video Editing
[ICCV 2023 Oral] [Website] [Project] [Code]

Text2LIVE: Text-Driven Layered Image and Video Editing
[ECCV 2022 Oral] [Project] [code]

Diffusion Video Autoencoders: Toward Temporally Consistent Face Video Editing via Disentangled Video Encoding
[CVPR 2023] [Project] [Code]

Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation
[ICCV 2023] [Project] [Code]

StableVideo: Text-driven Consistency-aware Diffusion Video Editing
[ICCV 2023] [Website] [Code]

Video-P2P: Video Editing with Cross-attention Control
[Website] [Project] [Code]

CoDeF: Content Deformation Fields for Temporally Consistent Video Processing
[Website] [Project] [Code]

MagicEdit: High-Fidelity and Temporally Coherent Video Editing
[Website] [Project] [Code]

TokenFlow: Consistent Diffusion Features for Consistent Video Editing
[Website] [Project] [Code]

ControlVideo: Adding Conditional Control for One Shot Text-to-Video Editing
[Website] [Project] [Code]

Make-A-Protagonist: Generic Video Editing with An Ensemble of Experts
[Website] [Project] [Code]

MotionDirector: Motion Customization of Text-to-Video Diffusion Models
[Website] [Project] [Code]

EVA: Zero-shot Accurate Attributes and Multi-Object Video Editing
[Website] [Project] [Code]

RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models
[Website] [Project] [Code]

Ground-A-Video: Zero-shot Grounded Video Editing using Text-to-image Diffusion Models
[Website] [Project] [Code]

MotionEditor: Editing Video Motion via Content-Aware Diffusion
[Website] [Project] [Code]

VMC: Video Motion Customization using Temporal Attention Adaption for Text-to-Video Diffusion Models
[Website] [Project] [Code]

MagicStick: Controllable Video Editing via Control Handle Transformations
[Website] [Project] [Code]

VidToMe: Video Token Merging for Zero-Shot Video Editing
[Website] [Project] [Code]

VASE: Object-Centric Appearance and Shape Manipulation of Real Videos
[Website] [Project] [Code]

Neural Video Fields Editing
[Website] [Project] [Code]

UniEdit: A Unified Tuning-Free Framework for Video Motion and Appearance Editing
[Website] [Project] [Code]

Vid2Vid-zero: Zero-Shot Video Editing Using Off-the-Shelf Image Diffusion Models
[Website] [Code]

DiffSLVA: Harnessing Diffusion Models for Sign Language Video Anonymization
[Website] [Code]

LOVECon: Text-driven Training-Free Long Video Editing with ControlNet
[Website] [Code]

Pix2video: Video Editing Using Image Diffusion
[Website] [Code]

Style-A-Video: Agile Diffusion for Arbitrary Text-based Video Style Transfer
[Website] [Code]

Flow-Guided Diffusion for Video Inpainting
[Website] [Code]

Investigating the Effectiveness of Cross-Attention to Unlock Zero-Shot Editing of Text-to-Video Diffusion Models
[Website] [Code]

Shape-Aware Text-Driven Layered Video Editing
[CVPR 2023] [Website] [Project]

DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing
[Website] [Project]

FLATTEN: optical FLow-guided ATTENtion for consistent text-to-video editing
[Website] [Project]

VidEdit: Zero-Shot and Spatially Aware Text-Driven Video Editing
[Website] [Project]

VideoSwap: Customized Video Subject Swapping with Interactive Semantic Point Correspondence
[Website] [Project]

Rerender A Video: Zero-Shot Text-Guided Video-to-Video Translation
[Website] [Project]

MeDM: Mediating Image Diffusion Models for Video-to-Video Translation with Temporal Correspondence Guidance
[Website] [Project]

Customize-A-Video: One-Shot Motion Customization of Text-to-Video Diffusion Models
[Website] [Project]

DreamMotion: Space-Time Self-Similarity Score Distillation for Zero-Shot Video Editing
[Website] [Project]

Edit Temporal-Consistent Videos with Image Diffusion Model
[Website]

Cut-and-Paste: Subject-Driven Video Editing with Attention Control
[Website]

MagicProp: Diffusion-based Video Editing via Motion-aware Appearance Propagation
[Website]

Dreamix: Video Diffusion Models Are General Video Editors
[Website]

Towards Consistent Video Editing with Text-to-Image Diffusion Models
[Website]

EVE: Efficient zero-shot text-based Video Editing with Depth Map Guidance and Temporal Consistency Constraints
[Website]

CCEdit: Creative and Controllable Video Editing via Diffusion Models
[Website]

Fuse Your Latents: Video Editing with Multi-source Latent Diffusion Models
[Website]

FastBlend: a Powerful Model-Free Toolkit Making Video Stylization Easier
[Website]

VIDiff: Translating Videos via Multi-Modal Instructions with Diffusion Models
[Website]

RealCraft: Attention Control as A Solution for Zero-shot Long Video Editing
[Website]

Object-Centric Diffusion for Efficient Video Editing
[Website]

FastVideoEdit: Leveraging Consistency Models for Efficient Text-to-Video Editing
[Website]

Video Editing via Factorized Diffusion Distillation
[Website]

EffiVED:Efficient Video Editing via Text-instruction Diffusion Models
[Website]

Videoshop: Localized Semantic Video Editing with Noise-Extrapolated Diffusion Inversion
[Website]

GenVideo: One-shot Target-image and Shape Aware Video Editing using T2I Diffusion Models
[Website]