Histopathological Image Segmentation on LUAD-HistoSeg
77.93mIoUSSHR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSHRVenue=Proposed, Backbone=ResNet38, Phase=Phase 2, Method Category=Single-Stage Methods2026.06 | 77.93 | — | — | 87.54 | |
| ESFANVenue=MICCAI’25, Backbone=ResNet200, Phase=Phase 2, Method Category=Multi-Stage Methods2026.06 | 76.83 | — | — | 86.86 | |
| ARMLVenue=MICCAI’24, Backbone=ResNet101, Phase=Phase 2, Method Category=Multi-Stage Methods2026.06 | 76.55 | — | — | 86.67 | |
| PBLPSupervision=Weakly Supervised2025.03 | 76.44 | 75.19 | 30.64 | 86.64 | |
| PBIPVenue=CVPR’25, Backbone=ResNet200, Phase=Phase 2, Method Category=Multi-Stage Methods2026.06 | 75.89 | — | — | 86.02 | |
| ESFANVenue=MICCAI’25, Backbone=ResNet38, Phase=Phase 1, Method Category=Multi-Stage Methods2026.06 | 75.76 | — | — | 86.17 | |
| MLPSVenue=MIA’22, Backbone=ResNet101, Phase=Phase 2, Method Category=Multi-Stage Methods2026.06 | 75.27 | — | — | 85.82 | |
| Proto2SegSupervision=Weakly Supervised2025.03 | 74.91 | 74.52 | 30.71 | 85.97 | |
| WAWEHISVenue=TMI’25, Backbone=ResNet200, Phase=Phase 2, Method Category=Multi-Stage Methods2026.06 | 74.69 | — | — | 85.46 | |
| PBIPVenue=CVPR’25, Backbone=MiT-B1, Phase=Phase 1, Method Category=Multi-Stage Methods2026.06 | 74.46 | — | — | 85.62 | |
| MLPSVenue=MIA’22, Backbone=ResNet38, Phase=Phase 1, Method Category=Multi-Stage Methods2026.06 | 74.18 | — | — | 85.42 | |
| TPROSupervision=Weakly Supervised2025.03 | 74.14 | 74.01 | 27.46 | 85.14 | |
| MLPSSupervision=Weakly Supervised2025.03 | 73.54 | 73.15 | 27.77 | 84.75 | |
| ARMLVenue=MICCAI’24, Backbone=ResNet38, Phase=Phase 1, Method Category=Multi-Stage Methods2026.06 | 73.44 | — | — | 84.65 | |
| WAWEHISVenue=TMI’25, Backbone=ResNet38, Phase=Phase 1, Method Category=Multi-Stage Methods2026.06 | 72.62 | — | — | 84.1 | |
| OEENSupervision=Weakly Supervised2025.03 | 72.54 | 71.65 | 26.15 | 84.08 | |
| DuPLVenue=CVPR’24, Backbone=ViT-B, Phase=Phase 1, Method Category=Single-Stage Methods2026.06 | 63.71 | — | — | 73.06 | |
| TransWSSupervision=Supervised2025.03 | 56.27 | — | — | 72.02 | |
| HistoSegNetSupervision=Supervised2025.03 | 45.32 | 45.08 | 18.36 | 62.37 | |
| CLIMSSupervision=Weakly Supervised2025.03 | 39.45 | 38.92 | 17.55 | 56.58 | |
| QA-CLIMSSupervision=Weakly Supervised2025.03 | 21.97 | 20.63 | 10.67 | 36.03 |