/awesome-weakly-supervised-semantic-segmentation

A comprehensive list of weakly supervised semantic segmentation (WSSS) works from 2014 to 2022.

Awesome Weakly Supervised Semantic Segmentation

A comprehensive list of weakly supervised semantic segmentation (WSSS) works from 2014 to 2022. Last updated at 2022/04/26.

For a more detailed introduction, please refer 【总结】弱监督语义分割论文汇总.


when what title where arxiv code
2022/04 L2G L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation CVPR 2022 2204.03206 pytorch
2022/03 CCAM Contrastive Learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation CVPR 2022 2203.13505 pytorch
2022/03 RCA Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation CVPR 2022 2203.09653 pytorch
2022/03 W-OoD Weakly Supervised Semantic Segmentation using Out-of-Distribution Data CVPR 2022 2203.03860 github
2022/03 SIPE Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation CVPR 2022 2203.02909 pytorch
2022/03 MCTformer Multi-class Token Transformer for Weakly Supervised Semantic Segmentation CVPR 2022 2203.02891 github
2022/03 AFA Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers CVPR 2022 2203.02664 pytorch
2022/03 CLIMS Cross Language Image Matching for Weakly Supervised Semantic Segmentation CVPR 2022 2203.02668 pytorch
2022/03 ReCAM Class Re-Activation Maps for Weakly-Supervised Semantic Segmentation CVPR 2022 2203.00962 pytorch
2021/12 ASDT Weakly Supervised Semantic Segmentation via Alternative Self-Dual Teaching - 2112.09459 -
2021/12 AMR Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic Segmentation AAAI 2022 2112.08996 pytorch
2021/12 URN Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation AAAI 2022 2112.07431 pytorch
2021/12 - Exploring Pixel-level Self-supervision for Weakly Supervised Semantic Segmentation - 2112.05351 -
2021/12 SGWS Weakly-Supervised Semantic Segmentation with Superpixel Guided Local and Global Consistency PR 2022 - -
2021/11 CODNet Co-attention Dictionary Network for Weakly-Supervised Semantic Segmentation - - -
2021/10 InferCAM Inferring the Class Conditional Response Map for Weakly Supervised Semantic Segmentation - 2110.14309 pytorch
2021/10 SONet Simpler Does It: Generating Semantic Labels with Objectness Guidance BMVC 2021 2110.10335 -
2021/10 - End-to-end Boundary Exploration for Weakly-supervised Semantic Segmentation ACM MM 2021 - -
2021/10 - Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast CVPR 2022 2110.07110 -
2021/10 CGNet Unlocking the Potential of Ordinary Classifier: Class-Specific Adversarial Erasing Framework for Weakly Supervised Semantic Segmentation ICCV 2021 - pytorch
2021/10 ECS-Net ECS-Net: Improving Weakly Supervised Semantic Segmentation by Using Connections Between Class Activation Maps ICCV 2021 - -
2021/10 RIB Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation NIPS 2021 2110.06530 pytorch
2021/08 - Seminar Learning for Click-Level Weakly Supervised Semantic Segmentation ICCV 2021 2108.13393 -
2021/08 PMM Pseudo-mask Matters in Weakly-supervised Semantic Segmentation ICCV 2021 2108.12995 pytorch
2021/08 RPNet Cross-Image Region Mining with Region Prototypical Network for Weakly Supervised Segmentation TMM 2021 2108.07413 pytorch
2021/08 CPN Complementary Patch for Weakly Supervised Semantic Segmentation ICCV 2021 2108.03852 pytorch
2021/08 - Adaptive Affinity Loss and Erroneous Pseudo-Label Refinement for Weakly Supervised Semantic Segmentation ACM MM 2021 2108.01344 -
2021/07 AuxSegNet Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation ICCV 2021 2107.11787 pytorch
2021/06 EDAM Embedded Discriminative Attention Mechanism for Weakly Supervised Semantic Segmentation CVPR 2021 - pytorch
2021/05 EPS Railroad Is Not a Train: Saliency As Pseudo-Pixel Supervision for Weakly Supervised Semantic Segmentation CVPR 2021 2105.08965 pytorch
2021/05 SPML Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning ICLR 2021 2105.00957 pytorch
2021/04 SBNet Learning Structure-Aware Semantic Segmentation with Image-Level Supervision IJCNN 2021 2104.07216 pytorch
2021/04 1T1C One Thing One Click: A Self-Training Approach for Weakly Supervised 3D Semantic Segmentation CVPR 2021 2104.02246 pytorch
2021/04 BAP
NAL
Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic Segmentation CVPR 2021 2104.00905 pytorch
2021/03 WSGCN Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks ICME 2021 2103.16762 pytorch
2021/03 - Non-Salient Region Object Mining for Weakly Supervised Semantic Segmentation CVPR 2021 2103.14581 pytorch
2021/03 BBAM BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance Segmentation CVPR 2021 2103.08907 pytorch
2021/03 AdvCAM Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation CVPR 2021 2103.08896 pytorch
2021/03 DRS Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation AAAI 2021 2103.07246 pytorch
2021/03 CDA Context Decoupling Augmentation for Weakly Supervised Semantic Segmentation ICCV 2021 2103.01795 pytorch
2021/01 Puzzle-CAM Puzzle-CAM: Improved Localization via Matching Partial and Full Features ICIP 2021 2101.11253 pytorch
2020/12 GWSM Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation AAAI 2021 2012.05007 pytorch
2020/10 PseudoSeg PseudoSeg: Designing Pseudo Labels for Semantic Segmentation ICLR 2021 2010.09713 tensorflow
2020/10 MBMNet Weakly Supervised Segmentation with Maximum Bipartite Graph Matching ACM MM 2020 - -
2020/09 CONTA Causal Intervention for Weakly-Supervised Semantic Segmentation NIPS 2020 2009.12547 pytorch
2020/09 LIID Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance Segmentation TPAMI 2020 - pytorch
2020/08 - Regularized Loss for Weakly Supervised Single Class Semantic Segmentation ECCV 2020 - pytorch
2020/08 - Splitting vs. Merging: Mining Object Regions with Discrepancy and Intersection Loss for Weakly Supervised Semantic Segmentation ECCV 2020 - -
2020/08 BES Weakly Supervised Semantic Segmentation with Boundary Exploration ECCV 2020 - pytorch
2020/08 ME Employing Multi-Estimations for Weakly-Supervised Semantic Segmentation ECCV 2020 - -
2020/08 Mixup-CAM Mixup-CAM: Weakly-supervised Semantic Segmentation via Uncertainty Regularization BMVC 2020 2008.01201 -
2020/08 SCE Weakly-Supervised Semantic Segmentation via Sub-Category Exploration CVPR 2020 2008.01183 pytorch
2020/07 MCIS Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation ECCV 2020 2007.01947 caffe
2020/06 ICD Learning Integral Objects With Intra-Class Discriminator for Weakly-Supervised Semantic Segmentation CVPR 2020 - mxnet
2020/06 Multi-Miner Multi-Miner: Object-Adaptive Region Mining for Weakly-Supervised Semantic Segmentation - 2006.07834 -
2020/06 NoPeopleAllowed NoPeopleAllowed: The Three-Step Approach to Weakly Supervised Semantic Segmentation - 2006.07601 -
2020/05 SingleNet Single-Stage Semantic Segmentation From Image Labels CVPR 2020 2005.08104 pytorch
2020/04 SEAM Self-Supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation CVPR 2020 2004.04581 pytorch
2020/04 - Learning Saliency-Free Model with Generic Features for Weakly-Supervised Semantic Segmentation AAAI 2020 - -
2020/02 - Weakly-Supervised Semantic Segmentation by Iterative Affinity Learning IJCV 2020 2002.08098 -
2019/11 RRM Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach AAAI 2020 1911.08039 pytorch
2019/11 SSDD Self-Supervised Difference Detection for Weakly-Supervised Semantic Segmentation ICCV 2019 1911.01370 pytorch
2019/10 OAA Integral Object Mining via Online Attention Accumulation ICCV 2019 - caffe
pytorch
2019/10 EP Information Entropy Based Feature Pooling for Convolutional Neural Networks ICCV 2019 - -
2019/10 SGAN Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation - 1910.05475 pytorch
2019/09 SSENet Self-supervised Scale Equivariant Network for Weakly Supervised Semantic Segmentation - 1909.03714 pytorch
2019/09 SSNet Joint Learning of Saliency Detection and Weakly Supervised Semantic Segmentation ICCV 2019 1909.04161 pytorch
2019/06 WS-JDS Cyclic Guidance for Weakly Supervised Joint Detection and Segmentation CVPR 2019 - -
2019/04 IRNet Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations CVPR 2019 1904.05044 pytorch
2019/02 FickleNet FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference CVPR 2019 1902.10421 -
2018/12 - Coarse-to-fine Semantic Segmentation from Image-level Labels TIP 2019 1812.10885 -
2018/11 CIAN CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation AAAI 2020 1811.10842 mxnet
2018/11 PDML Weakly Supervised Scene Parsing with Point-based Distance Metric Learning AAAI 2019 1811.02233 -
2018/10 SeeNet Self-Erasing Network for Integral Object Attention NIPS 2018 1810.09821 caffe
2018/10 SGDN Saliency Guided Deep Network for Weakly-Supervised Image Segmentation PRL 2019 1810.08378 -
2018/09 AISI Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation ECCV 2018 - -
2018/06 MCOF Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features CVPR 2018 1806.04659 -
2018/06 DSRG Weakly-Supervised Semantic Segmentation Network with Deep Seeded Region Growing CVPR 2018 - caffe
2018/06 - Bootstrapping the Performance of Webly Supervised Semantic Segmentation CVPR 2018 - mxnet
2018/05 MDC Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation CVPR 2018 1805.04574 -
2018/04 - Learning to Exploit the Prior Network Knowledge for Weakly-Supervised Semantic Segmentation TIP 2019 1804.04882 caffe
2018/04 Normalized Cut Loss Normalized Cut Loss for Weakly-Supervised CNN Segmentation CVPR 2018 1804.01346 -
2018/03 AffinityNet Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation CVPR 2018 1803.10464 pytorch
2018/03 DSNA Decoupled Spatial Neural Attention for Weakly Supervised Semantic Segmentation TMM 2019 1803.02563 -
2018/02 GAIN Tell Me Where to Look: Guided Attention Inference Network CVPR 2018 1802.10171 -
2018/02 MEFF Multi-Evidence Filtering and Fusion for Multi-Label Classification, Object Detection and Semantic Segmentation Based on Weakly Supervised Learning CVPR 2018 1802.09129 -
2017/08 TPL Two-Phase Learning for Weakly Supervised Object Localization ICCV 2017 1708.02108 -
2017/07 WILDCAT WILDCAT: Weakly Supervised Learning of Deep ConvNets for Image Classification, Pointwise Localization and Segmentation CVPR 2017 - -
2017/07 DCSP Discovering Class-Specific Pixels for Weakly Supervised Semantic Segmentation BMVC 2017 1707.05821 tensorflow
2017/07 WebS Webly Supervised Semantic Segmentation CVPR 2017 - -
2017/07 CBTS Combining Bottom-Up, Top-Down, and Smoothness Cues for Weakly Supervised Image Segmentation CVPR 2017 - -
2017/03 AE-PSL Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach CVPR 2017 1703.08448 -
2017/02 SPN Weakly Supervised Semantic Segmentation Using Superpixel Pooling Network AAAI 2017 - -
2017/01 Guided Segmentation Exploiting Saliency for Object Segmentation from Image Level Labels CVPR 2017 1701.08261 caffe
2017/01 - Weakly Supervised Semantic Segmentation using Web-Crawled Videos CVPR 2017 1701.00352 -
2016/11 SN_B Learning to Segment with Image-Level Annotations PR 2016 1705.01262 -
2016/10 AF-MCG Augmented Feedback in Semantic Segmentation under Image Level Supervision ECCV 2016 - -
2016/10 DCSM Distinct Class-Specific Saliency Maps for Weakly Supervised Semantic Segmentation ECCV 2016 - caffe
2016/09 BFBP Built-in Foreground/Background Prior for Weakly-Supervised Semantic Segmentation ECCV 2016 1609.00446 -
2016/03 SEC Seed, Expand and Constrain: Three Principles for Weakly-Supervised Image Segmentation ECCV 2016 1603.06098 caffe
pytorch
2015/09 STC STC: A Simple to Complex Framework for Weakly-supervised Semantic Segmentation TPAMI 2017 1509.03150 -
2014/11 MIL-seg From Image-level to Pixel-level Labeling with Convolutional Networks CVPR 2015 1411.6228 tensorflow