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Recent weakly supervised semantic segmentation paper

awesome-weakly-supervised-semantic-segmentation-papers's Introduction

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!

2022

Title Venue Supervision PDF CODE
Saliency Guided Inter- and Intra-Class Relation Constraints for Weakly Supervised Semantic Segmentation TMM Image PDF CODE
C2AM: Contrastive Learning of Class-Agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation CVPR Image PDF CODE
Towards Noiseless Object Contours for Weakly Supervised Semantic Segmentation CVPR Image PDF CODE
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation CVPR Image PDF CODE
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast CVPR Image PDF CODE
Weakly Supervised Semantic Segmentation using Out-of-Distribution Data CVPR Image PDF CODE
Class Re-Activation Maps for Weakly-Supervised Semantic Segmentation CVPR Image PDF CODE
Multi-class Token Transformer for Weakly Supervised Semantic Segmentation CVPR Image PDF CODE
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformer CVPR Image PDF CODE
L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation CVPR Image PDF CODE
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds CVPR Image PDF CODE
Cross Language Image Matching for Weakly Supervised Semantic Segmentation CVPR Image+Language PDF CODE
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation CVPR Image PDF CODE
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation AAAI Image PDF CODE
Looking Beyond Single Images for Weakly Supervised Semantic Segmentation Learning TPAMI Image PDF CODE

2021

Title Venue Supervision PDF CODE
Online Attention Accumulation for Weakly Supervised Semantic Segmentation 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 NeurIPS Image PDF CODE
Unlocking the Potential of Ordinary Classifier: Class-Specific Adversarial Erasing Framework for Weakly Supervised Semantic Segmentation ICCV Image PDF CODE
ECS-Net: Improving Weakly Supervised Semantic Segmentation by Using Connections Between Class Activation Maps ICCV Image PDF CODE
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation ICCV Image PDF CODE
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation 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 CVPR Image PDF CODE
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation CVPR Image PDF CODE
Embedded Discriminative Attention Mechanism for Weakly Supervised Semantic Segmentation CVPR Image PDF CODE
Anti-adversarially manipulated attributions for weakly and semi-supervised semantic segmentation CVPR Image & Semi PDF CODE
BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance Segmentation CVPR Box PDF CODE
Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic Segmentation CVPR Box PDF CODE
Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation AAAI Image PDF CODE
Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation AAAI Image PDF CODE
Puzzle-CAM: Improved localization via matching partial and full features ICIP Image pdf CODE
Context Decoupling Augmentation for Weakly Supervised Semantic Segmentation arXiv Image PDF CODE
Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks ICME Image PDF CODE

2020

Title Venue Supervision PDF CODE
Causal Intervention for Weakly-Supervised Semantic Segmentation NeurIPS Image PDF CODE
Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation 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 ECCV Image PDF CODE
Weakly-Supervised Semantic Segmentation via Sub-category Exploration 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 CVPR Image PDF CODE
Learning Integral Objects With Intra-Class Discriminator for Weakly-Supervised Semantic Segmentation 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 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 BMVC Image PDF CODE
Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance Segmentation TPAMI Image PDF CODE

2019

Title Venue Supervision PDF CODE
Self-Supervised Difference Detection for Weakly-Supervised Semantic Segmentation ICCV Image PDF CODE
Integral Object Mining via Online Attention Accumulation ICCV Image PDF CODE
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations 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 ICCV Image PDF CODE
A Comprehensive Analysis of Weakly-Supervised Semantic Segmentation in Different Image Domains IJCV ~~~~ PDF CODE

2018

Title Venue Supervision PDF CODE
Weakly-Supervised Semantic Segmentation Network with Deep Seeded Region Growing CVPR Image PDF CODE

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