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awesome-training-free-diffusion's Introduction

Awesome-training-free-diffusion

Contents

Image synthesis

Training-free diffusion model adaptation for variable-sized text-to-image synthesis
[Paper]

Brush Your Text: Synthesize Any Scene Text on Images via Diffusion Model
[Github] [Paper]

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

Training-Free Consistent Text-to-Image Generation
[Github] [Paper]

Boundary Guided Learning-Free Semantic Control with Diffusion Models
[Github] [Paper]

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

A Training-Free Plug-and-Play Watermark Framework For Stable Diffusion
[Paper]

BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusion
[Github] [Paper]

BOX IT TO BIND IT: UNIFIED LAYOUT CONTROL AND ATTRIBUTE BINDING IN T2I DIFFUSION MODELS
[Github] [Paper]

FreeDoM: Training-Free Energy-Guided Conditional Diffusion Model
[Github] [Paper]

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

MuLan: Multimodal-LLM Agent for Progressive Multi-Object Diffusion
[Github] [Paper]

MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesis
[Github] [Paper]

TF-ICON: Diffusion-Based Training-Free Cross-Domain Image Composition
[Github] [Paper]

DIFFUSION IN DIFFUSION: CYCLIC ONE-WAY DIFFUSION FOR TEXT-VISION-CONDITIONED GENERATION
[Github] [Paper]

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

Shape-Guided Diffusion with Inside-Outside Attention
[Github] [Paper]

FreeStyle: Free Lunch for Text-guided Style Transfer using Diffusion Models
[Github] [Paper]

Prompt-Free Diffusion: Taking β€œText” out of Text-to-Image Diffusion Models
[Github] [Paper]

Training-free Diffusion Model Adaptation for Variable-Sized Text-to-Image Synthesis
[Paper]

FreeTuner: Any Subject in Any Style with Training-free Diffusion
[Paper]

Diffusion Model Acceleration

AutoDiffusion: Training-Free Optimization of Time Steps and Architectures for Automated Diffusion Model Acceleration
[Github] [Paper]

SEEDS: Exponential SDE Solvers for Fast High-Quality Sampling from Diffusion Models
[Paper]

DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics
[Github] [Paper]

Segmentation

FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models
[Github] [Paper]

Image Edit

Training-free Content Injection using h-space in Diffusion Models
[Github] [Paper]

Prompt-to-Prompt Image Editing with Cross Attention Control
[Github] [Paper]

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

Image Translation

Zero-shot Image-to-Image Translation
[Github] [Paper]

Video Translation

FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
[Github] [Paper]

Video Generation

ControlVideo: Training-free Controllable Text-to-Video Generation
[Github] [Paper]

FLATTEN: OPTICAL FLOW-GUIDED ATTENTION FOR CONSISTENT TEXT-TO-VIDEO EDITING
[Github] [Paper]

FREENOISE: TUNING-FREE LONGER VIDEO DIFFUSION VIA NOISE RESCHEDULING
[Github] [Paper]

FIFO-Diffusion: Generating Infinite Videos from Text without Training
[Github] [Paper]

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

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