| 1 | SemPLeS (Swin-L) | 83.4 | No | Semantic Prompt Learning for Weakly-Supervised S... | 2024-01-22 | Code |
| 2 | FMA-WSSS (Swin-L) | 82.6 | No | Foundation Model Assisted Weakly Supervised Sema... | 2023-12-06 | Code |
| 3 | DHR (Swin-L, Mask2Former) | 82.3 | No | DHR: Dual Features-Driven Hierarchical Rebalanci... | 2024-03-30 | Code |
| 4 | CoSA (SWIN-B, multi-stage) | 81.4 | No | Weakly Supervised Co-training with Swapping Assi... | 2024-02-27 | Code |
| 5 | WeakTr (ViT-S, multi-stage) | 78.4 | No | WeakTr: Exploring Plain Vision Transformer for W... | 2023-04-03 | Code |
| 6 | MARS (ResNet-101, multi-stage) | 77.7 | No | MARS: Model-agnostic Biased Object Removal witho... | 2023-04-19 | Code |
| 7 | WSSS-SAM(ResNet-101, multi-stage) | 77.2 | Yes | An Alternative to WSSS? An Empirical Study of th... | 2023-05-02 | Code |
| 8 | CoSA (ViT-B, single-stage) | 76.4 | No | Weakly Supervised Co-training with Swapping Assi... | 2024-02-27 | Code |
| 9 | QA-CLIMS | 75.6 | Yes | Question-Answer Cross Language Image Matching fo... | 2024-01-18 | Code |
| 10 | ISIM (ResNeSt-200) | 74.9 | No | ISIM: Iterative Self-Improved Model for Weakly S... | 2022-11-22 | Code |
| 11 | RS+EPM (ResNet-101, multi-stage) | 74.4 | No | RecurSeed and EdgePredictMix: Pseudo-Label Refin... | 2022-04-14 | Code |
| 12 | FBR | 74.2 | Yes | Fine-grained Background Representation for Weakl... | 2024-06-22 | Code |
| 13 | WeakTr (DeiT-S, multi-stage) | 74 | No | WeakTr: Exploring Plain Vision Transformer for W... | 2023-04-03 | Code |
| 14 | CLIP-ES(DeepLabV2-ResNet101) | 73.8 | No | CLIP is Also an Efficient Segmenter: A Text-Driv... | 2022-12-16 | Code |
| 15 | BECO(DeepLabV3Plus+MiT-B2) | 73.7 | No | - | - | Code |
| 16 | T2MDiffusion(DeepLabV2-ResNet101) | 73.3 | Yes | From Text to Mask: Localizing Entities Using the... | 2023-09-08 | Code |
| 17 | PPC (w/ EPS) | 72.3 | Yes | Weakly Supervised Semantic Segmentation by Pixel... | 2021-10-14 | Code |
| 18 | RCA | 72.2 | No | Regional Semantic Contrast and Aggregation for W... | 2022-03-17 | Code |
| 19 | ORANDNet | 72.2 | No | Precision matters: Precision-aware ensemble for ... | 2024-06-28 | Code |
| 20 | L2G (ResNet101, DeepLab-v2) | 72.1 | Yes | L2G: A Simple Local-to-Global Knowledge Transfer... | 2022-04-07 | Code |
| 21 | BECO(DeepLabV3Plus+R101) | 72.1 | No | - | - | Code |
| 22 | Puzzle-CAM (ResNeSt-269) | 71.9 | No | Puzzle-CAM: Improved localization via matching p... | 2021-01-27 | Code |
| 23 | ACR (DeepLabV1-ResNet38) | 71.9 | No | - | - | Code |
| 24 | GETAM(vit-hybrid) | 71.7 | No | GETAM: Gradient-weighted Element-wise Transforme... | 2021-12-06 | Code |
| 25 | SID | 71.6 | No | Simple Does It: Weakly Supervised Instance and S... | 2016-03-24 | - |
| 26 | ADELE (DeepLabV1-ResNet38) | 71.6 | No | Adaptive Early-Learning Correction for Segmentat... | 2021-10-07 | Code |
| 27 | URN(Res2Net-101, no saliency, no RW) | 71.2 | No | Uncertainty Estimation via Response Scaling for ... | 2021-12-14 | Code |
| 28 | SFC(ResNet-101) | 71.2 | Yes | SFC: Shared Feature Calibration in Weakly Superv... | 2024-01-22 | Code |
| 29 | ACR-WSSS(DeepLabV1-ResNet101) | 71.2 | No | All-pairs Consistency Learning for Weakly Superv... | 2023-08-08 | Code |
| 30 | EPS(DeepLabV1-ResNet101) | 71 | Yes | Railroad is not a Train: Saliency as Pseudo-pixe... | 2021-05-19 | Code |
| 31 | DRS (DeepLabV3Plus+R101) | 71 | No | Discriminative Region Suppression for Weakly-Sup... | 2021-03-12 | Code |
| 32 | EPS(DeepLabV2-ResNet101) | 70.9 | Yes | Railroad is not a Train: Saliency as Pseudo-pixe... | 2021-05-19 | Code |
| 33 | Infer-CAM(DeepLabV2-ResNet101) | 70.8 | No | Inferring the Class Conditional Response Map for... | 2021-10-27 | Code |
| 34 | VWL-L (EMANet) | 70.8 | No | Weakly-Supervised Semantic Segmentation with Vis... | 2022-02-10 | Code |
| 35 | AMN (DeepLabV2-ResNet101, MS-COCO-pretrained weights) | 70.7 | No | Threshold Matters in WSSS: Manipulating the Acti... | 2022-03-30 | Code |
| 36 | W-OoD (WResNet-38) | 70.7 | No | Weakly Supervised Semantic Segmentation using Ou... | 2022-03-08 | Code |
| 37 | VWL-L | 70.6 | No | Weakly-Supervised Semantic Segmentation with Vis... | 2022-02-10 | Code |
| 38 | VWL-M | 70.6 | No | Weakly-Supervised Semantic Segmentation with Vis... | 2022-02-10 | Code |
| 39 | ISIM (ResNet-101) | 70.51 | No | ISIM: Iterative Self-Improved Model for Weakly S... | 2022-11-22 | Code |
| 40 | DRS (DeepLabV2-R101) | 70.4 | No | Discriminative Region Suppression for Weakly-Sup... | 2021-03-12 | Code |
| 41 | ViT-PCM | 70.3 | No | Max Pooling with Vision Transformers reconciles ... | 2022-10-31 | Code |
| 42 | ClusterCAM | 70.3 | No | - | - | Code |
| 43 | RIB+Sal (DeepLabV2-ResNet101) | 70.2 | Yes | Reducing Information Bottleneck for Weakly Super... | 2021-10-13 | Code |
| 44 | URN(ScaleNet-101, no saliency, no RW) | 70.1 | No | Uncertainty Estimation via Response Scaling for ... | 2021-12-14 | Code |
| 45 | ICAM | 70.1 | No | Importance Sampling CAMs for Weakly-Supervised S... | 2022-03-23 | Code |
| 46 | PMM(Res2Net101, no saliency, no RW) | 70 | No | Pseudo-mask Matters in Weakly-supervised Semanti... | 2021-08-30 | Code |
| 47 | URN(ResNet-101, no saliency, no RW) | 69.5 | No | Uncertainty Estimation via Response Scaling for ... | 2021-12-14 | Code |
| 48 | AMN (DeepLabV2-ResNet101) | 69.5 | No | Threshold Matters in WSSS: Manipulating the Acti... | 2022-03-30 | Code |
| 49 | RS+EPM (ResNet-50, single-stage) | 69.5 | No | RecurSeed and EdgePredictMix: Pseudo-Label Refin... | 2022-04-14 | Code |
| 50 | LIID (Res2Net-101) | 69.4 | No | - | - | Code |
| 51 | URN(ResNet-38, no saliency, no RW) | 69.4 | No | Uncertainty Estimation via Response Scaling for ... | 2021-12-14 | Code |
| 52 | SLRNet | 69.3 | No | Learning Self-Supervised Low-Rank Network for Si... | 2022-03-19 | Code |
| 53 | SIPE (DeepLabV2-ResNet101, no saliency) | 68.8 | No | Self-supervised Image-specific Prototype Explora... | 2022-03-06 | Code |
| 54 | WSGCN (MS-COCO-pre-trained weights) | 68.7 | No | Weakly-Supervised Image Semantic Segmentation Us... | 2021-03-31 | Code |
| 55 | PMM(ResNet38) | 68.5 | No | Pseudo-mask Matters in Weakly-supervised Semanti... | 2021-08-30 | Code |
| 56 | PMM(ResNet38, no saliency, no RW) | 68.5 | No | Pseudo-mask Matters in Weakly-supervised Semanti... | 2021-08-30 | Code |
| 57 | OC-CSE(ResNet38,no saliency) | 68.4 | No | - | - | Code |
| 58 | RIB (DeepLabV2-ResNet101) | 68.3 | No | Reducing Information Bottleneck for Weakly Super... | 2021-10-13 | Code |
| 59 | GroupWSSS | 68.2 | No | Group-Wise Semantic Mining for Weakly Supervised... | 2020-12-09 | Code |
| 60 | AdvCAM (DeepLabV2-ResNet101) | 68.1 | No | Anti-Adversarially Manipulated Attributions for ... | 2021-03-16 | Code |
| 61 | LIID (ResNet-101, +24K SI) | 67.8 | Yes | - | - | Code |
| 62 | CPN | 67.8 | No | Complementary Patch for Weakly Supervised Semant... | 2021-08-09 | Code |
| 63 | SLRNet(1-stage) | 67.2 | No | Learning Self-Supervised Low-Rank Network for Si... | 2022-03-19 | Code |
| 64 | SGAN | 67.1 | Yes | Saliency Guided Self-attention Network for Weakl... | 2019-10-12 | Code |
| 65 | Puzzle-CAM (ResNeSt-101) | 66.9 | No | Puzzle-CAM: Improved localization via matching p... | 2021-01-27 | Code |
| 66 | WSGCN (no Saliency map) | 66.7 | No | Weakly-Supervised Image Semantic Segmentation Us... | 2021-03-31 | Code |
| 67 | LIID (ResNet-101) | 66.5 | No | - | - | Code |
| 68 | ResNet-101 | 66.2 | No | Mining Cross-Image Semantics for Weakly Supervis... | 2020-07-03 | Code |
| 69 | SC-CAM-ResNet-101 | 66.1 | No | Weakly-Supervised Semantic Segmentation via Sub-... | 2020-08-03 | Code |
| 70 | SEAM+CONTA | 66.1 | No | Causal Intervention for Weakly-Supervised Semant... | 2020-09-26 | - |
| 71 | OAA+ | 65.2 | No | - | - | Code |
| 72 | SEAM-ResNet-38 | 64.5 | No | Self-supervised Equivariant Attention Mechanism ... | 2020-04-09 | Code |
| 73 | ICD-ResNet-101 | 64.1 | No | - | - | Code |
| 74 | IRNet (ResNet-50) | 63.5 | No | Weakly Supervised Learning of Instance Segmentat... | 2019-04-10 | Code |