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PengtaoJiang / Awesome-Weakly-Supervised-Semantic-Segmentation-Papers

Recent weakly supervised semantic segmentation paper
https://github.com/PengtaoJiang/Awesome-Weakly-Supervised-Semantic-Segmentation-Papers
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class-activation-mapping semantic-segmantation weakly-supervised-learning weakly-supervised-segmentation

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Awesome-Weakly-Supervised-Semantic-Segmentation-PapersAwesome

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!

2024

Title Abbreviation Venue Supervision PDF CODE
DIAL: Dense Image-text ALignment for Weakly Supervised Semantic Segmentation DALNet ECCV Image PDF [CODE]()
Diffusion-Guided Weakly Supervised Semantic Segmentation DiG ECCV Image PDF CODE
WeakCLIP: Adapting CLIP for Weakly-Supervised Semantic Segmentation WeakCLIP IJCV Image PDF CODE
Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation WeClip CVPR Image 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

2023

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

2022

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 I2CRC 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

2021

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

2020

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

2019

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

2018

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

2017

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