Awesome-Weakly-Supervised-Semantic-Segmentation-Papers
NOTE: If I miss some paper, plese feel free to contact me (pt.jiang at mail.nankai.edu.cn). Feel free to send me a PR!
Title
Abbreviation
Venue
Supervision
PDF
CODE
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation
CUTS
MICCAI
Image
PDF
CODE
Modeling the Label Distributions for Weakly-Supervised Semantic Segmentation
AGMM++
arXiv
Image + Point + Scribble
PDF
CODE
ToNNO: Tomographic Reconstruction of a Neural Network’s Output for Weakly Supervised Segmentation of 3D Medical Images
ToNNO
CVPR
Image
PDF
CODE
Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic Segmentation
SeCo
CVPR
Image
PDF
CODE
DuPL: Dual Student with Trustworthy Progressive Learning for Robust Weakly Supervised Semantic Segmentation
DuPL
CVPR
Image
PDF
CODE
From SAM to CAMs: Exploring Segment Anything Model for Weakly Supervised Semantic Segmentation
S2C
CVPR
Image
PDF
CODE
Class Tokens Infusion for Weakly Supervised Semantic Segmentation
CTI
CVPR
Image
PDF
CODE
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation
AuxSegNet+
TNNLS
Image
PDF
CODE
Title
Abbreviation
Venue
Supervision
PDF
CODE
Sparsely Annotated Semantic Segmentation with Adaptive Gaussian Mixtures
AGMM
CVPR
Scribble
PDF
CODE
CUTS: A Framework for Multigranular Unsupervised Medical Image Segmentation
CUTS
arXiv
Image
PDF
CODE
Spatial Structure Constraints for Weakly Supervised Semantic Segmentation
SSC
TIP
Image
PDF
CODE
Progressive Feature Self-reinforcement for Weakly Supervised Semantic Segmentation
PFSR
AAAI
Image
PDF
CODE
Foundation Model Assisted Weakly Supervised Semantic Segmentation
SAMS
arXiv
Image+SAM
PDF
CODE
QA-CLIMS: Question-Answer Cross Language Image Matching for Weakly Supervised Semantic Segmentation
QA-CLIMS
MM
Image+CLIP
PDF
CODE
Treating Pseudo-labels Generation as Image Matting for Weakly Supervised Semantic Segmentation
D2CAM
ICCV
Image
PDF
CODE
MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation
MARS
ICCV
Image
PDF
CODE
Boundary-enhanced Co-training for Weakly Supervised Semantic Segmentation
BECO
CVPR
Image
PDF
CODE
Out-of-Candidate Rectification for Weakly Supervised Semantic Segmentation
OCR
CVPR
Image
PDF
CODE
Weakly Supervised Semantic Segmentation via Adversarial Learning of Classifier and Reconstructor
ACR
CVPR
Image
PDF
CODE
Multi-Granularity Denoising and Bidirectional Alignment for Weakly Supervised Semantic Segmentation
MDBA
TIP
Image
PDF
CODE
Segment Anything is A Good Pseudo-label Generator for Weakly Supervised Semantic Segmentation
SG-WSSS
arXiv
Image + SAM
PDF
CODE
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models
--
arXiv
Image + SAM
PDF
CODE
Segment Anything Model (SAM) Enhanced Pseudo Labels for Weakly Supervised Semantic Segmentation
--
arXiv
Image + SAM
PDF
CODE
An Alternative to WSSS? An Empirical Study of the Segment Anything Model (SAM) on Weakly-Supervised Semantic Segmentation Problems
--
arXiv
Image + SAM
PDF
CODE
Token Contrast for Weakly-Supervised Semantic Segmentation
ToCo
CVPR
Image
PDF
CODE
Learning Multi-Modal Class-Specific Tokens for Weakly Supervised Dense Object Localization
MMCST
CVPR
Image + CLIP
PDF
CODE
Extracting Class Activation Maps from Non-Discriminative Features as well
LPCAM
CVPR
Image
PDF
CODE
Boundary-enhanced Co-training for Weakly Supervised Semantic Segmentation
BECO
CVPR
Image
PDF
CODE
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation
CLIP-ES
CVPR
Image + CLIP
PDF
CODE
Self Correspondence Distillation for End-to-End Weakly-Supervised Semantic Segmentation
SCD
AAAI
Image
PDF
CODE
Title
Abbreviation
Venue
Supervision
PDF
CODE
Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation
ViT-PCM
ECCV
Image
PDF
CODE
Dual Progressive Transformations for Weakly Supervised Semantic Segmentation
arXiv
Image
PDF
CODE
Expansion and Shrinkage of Localization for Weakly-Supervised Semantic Segmentation
ESOL
NeurIPS
Image
PDF
CODE
Weakly Supervised Semantic Segmentation via Progressive Patch Learning
PPL
TMM
Image
PDF
CODE
Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization
AdvCAM
TPAMI
Image
PDF
CODE
Saliency Guided Inter- and Intra-Class Relation Constraints for Weakly Supervised Semantic Segmentation
I2 CRC
TMM
Image
PDF
CODE
C2AM: Contrastive Learning of Class-Agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation
C2AM
CVPR
Image
PDF
CODE
Towards Noiseless Object Contours for Weakly Supervised Semantic Segmentation
SANCE
CVPR
Image
PDF
CODE
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation
SIPE
CVPR
Image
PDF
CODE
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast
PPC
CVPR
Image
PDF
CODE
Weakly Supervised Semantic Segmentation using Out-of-Distribution Data
W-OoD
CVPR
Image
PDF
CODE
Class Re-Activation Maps for Weakly-Supervised Semantic Segmentation
ReCAM
CVPR
Image
PDF
CODE
Multi-class Token Transformer for Weakly Supervised Semantic Segmentation
MCTformer
CVPR
Image
PDF
CODE
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformer
AFA
CVPR
Image
PDF
CODE
L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation
L2G
CVPR
Image
PDF
CODE
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds
AMN
CVPR
Image
PDF
CODE
Cross Language Image Matching for Weakly Supervised Semantic Segmentation
CLIMS
CVPR
Image+Language
PDF
CODE
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation
RCA
CVPR
Image
PDF
CODE
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation
URN
AAAI
Image
PDF
CODE
Looking Beyond Single Images for Weakly Supervised Semantic Segmentation Learning
MCIS
TPAMI
Image
PDF
CODE
Title
Abbreviation
Venue
Supervision
PDF
CODE
Online Attention Accumulation for Weakly Supervised Semantic Segmentation
OAA
TPAMI
Image
PDF
CODE
End-to-end Boundary Exploration for Weakly-supervised Semantic Segmentation
Multimedia
Image
PDF
CODE
Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation
RIB
NeurIPS
Image
PDF
CODE
Unlocking the Potential of Ordinary Classifier: Class-Specific Adversarial Erasing Framework for Weakly Supervised Semantic Segmentation
OC-CSE
ICCV
Image
PDF
CODE
ECS-Net: Improving Weakly Supervised Semantic Segmentation by Using Connections Between Class Activation Maps
ECS-Net
ICCV
Image
PDF
CODE
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation
AuxSegNet
ICCV
Image
PDF
CODE
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation
PMM
ICCV
Image
PDF
CODE
Complementary Patch for Weakly Supervised Semantic Segmentation
ICCV
Image
PDF
CODE
Non-Salient Region Object Mining for Weakly Supervised Semantic Segmentation
NSROM
CVPR
Image
PDF
CODE
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation
EPS
CVPR
Image
PDF
CODE
Embedded Discriminative Attention Mechanism for Weakly Supervised Semantic Segmentation
EDAM
CVPR
Image
PDF
CODE
Anti-adversarially manipulated attributions for weakly and semi-supervised semantic segmentation
AdvCAM
CVPR
Image & Semi
PDF
CODE
BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance Segmentation
BBAM
CVPR
Box
PDF
CODE
Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic Segmentation
BANA
CVPR
Box
PDF
CODE
Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation
DRS
AAAI
Image
PDF
CODE
Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation
Group-WSSS
AAAI
Image
PDF
CODE
Puzzle-CAM: Improved localization via matching partial and full features
PuzzleCAM
ICIP
Image
pdf
CODE
Context Decoupling Augmentation for Weakly Supervised Semantic Segmentation
CDA
arXiv
Image
PDF
CODE
Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks
WSGCN
ICME
Image
PDF
CODE
Title
Abbreviation
Venue
Supervision
PDF
CODE
Causal Intervention for Weakly-Supervised Semantic Segmentation
CONTA
NeurIPS
Image
PDF
CODE
Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation
MCIS
ECCV
Image
PDF
CODE
Weakly supervised semantic segmentation with boundary exploration
ECCV
Image
PDF
CODE
Splitting vs. Merging: Mining Object Regions with Discrepancy and Intersection Loss for Weakly Supervised Semantic Segmentation
ECCV
Image
PDF
CODE
Employing multi-estimations for weakly-supervised semantic segmentation
Multi-Est.
ECCV
Image
PDF
CODE
Weakly-Supervised Semantic Segmentation via Sub-category Exploration
SC-CAM
CVPR
Image
PDF
CODE
Single-Stage Semantic Segmentation from Image Labels
CVPR
Image
PDF
CODE
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation
SEAM
CVPR
Image
PDF
CODE
Learning Integral Objects With Intra-Class Discriminator for Weakly-Supervised Semantic Segmentation
ICD
CVPR
Image
PDF
CODE
Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach
AAAI
Image
PDF
CODE
CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation
CIAN
AAAI
Image
PDF
CODE
Weakly-Supervised Semantic Segmentation by Iterative Affinity Learning
IJCV
Image
PDF
CODE
Mixup-CAM: Weakly-supervised Semantic Segmentation via Uncertainty Regularization
Mixup-CAM
BMVC
Image
PDF
CODE
Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance Segmentation
LIID
TPAMI
Image
PDF
CODE
Title
Abbreviation
Venue
Supervision
PDF
CODE
Self-Supervised Difference Detection for Weakly-Supervised Semantic Segmentation
SSDD
ICCV
Image
PDF
CODE
Integral Object Mining via Online Attention Accumulation
OAA
ICCV
Image
PDF
CODE
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations
IRN
CVPR
Image
PDF
CODE
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation
ICCV
Image
PDF
CODE
Joint Learning of Saliency Detection and Weakly Supervised Semantic Segmentation
SSNet
ICCV
Image
PDF
CODE
A Comprehensive Analysis of Weakly-Supervised Semantic Segmentation in Different Image Domains
IJCV
~~~~
PDF
CODE
Title
Abbreviation
Venue
Supervision
PDF
CODE
Weakly-Supervised Semantic Segmentation Network with Deep Seeded Region Growing
DSRG
CVPR
Image
PDF
CODE
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation
AffinityNet
CVPR
Image
PDF
CODE
Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features
MCOF
CVPR
Image
PDF
CODE
Self-Erasing Network for Integral Object Attention
SeeNet
NeurIPS
Image
PDF
CODE
Tell me where to look: Guided attention inference network
GAIN
CVPR
Image
PDF
CODE
Title
Abbreviation
Venue
Supervision
PDF
CODE
Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach
AE-PSL
CVPR
Image
PDF
CODE