Medical Image Segmentation on COVID-CT
83.91Dice (%)C2P
Evaluation results
| Method | Links | ||
|---|---|---|---|
| C2PModel Type=Universal, Backbone=ConvNeXt-B, Resolution=384x3842026.03 | 83.91 | — | |
| SpiderModel Type=Universal2026.03 | 83.14 | — | |
| SR-ICLModel Type=Universal2026.03 | 82.92 | — | |
| Swin-UMambaModel Type=Specialized2026.03 | 82.07 | — | |
| MEGANetModel Type=Specialized2026.03 | 81.7 | — | |
| RWKV-UNetModel Type=Specialized2026.03 | 81.41 | — | |
| LGMSNetModel Type=Specialized2026.03 | 79.92 | — | |
| nnUNetV2Model Type=Specialized2026.03 | 79.44 | — | |
| AURA-NetModel Type=Specialized2026.03 | 79.28 | — | |
| UTANetModel Type=Specialized2026.03 | 79.14 | — | |
| UNetModel Type=Specialized2026.03 | 78.62 | — | |
| VL-DUN2026.01 | 77.42 | — | |
| VL-DUNInput Image Quality=LQ2026.01 | 77.42 | 74.1 | |
| VL-DUN2026.01 | 77.42 | 74.1 | |
| STPNetText Input=x2025.04 | 76.18 | 63.41 | |
| TycheModel Type=Universal2026.03 | 74.18 | — | |
| CMIRNetText Input=✓2025.04 | 73.69 | 60.44 | |
| LAVTText Input=✓2025.04 | 73.29 | 60.41 | |
| ConVIRTText Input=✓2025.04 | 73.06 | 59.73 | |
| SAM2UNetText Input=x2025.04 | 72.91 | 60.21 | |
| nnUNetText Input=x2025.04 | 72.59 | 60.36 | |
| GLORIAText Input=✓2025.04 | 72.42 | 60.2 | |
| VILTText Input=✓2025.04 | 72.36 | 60.15 | |
| CLIPText Input=✓2025.04 | 71.97 | 59.64 | |
| UNet++Text Input=x2025.04 | 71.75 | 58.39 | |
| UniLSegText Input=✓2025.04 | 71.6 | 57.95 | |
| TransUNetText Input=x2025.04 | 71.24 | 58.44 | |
| TGANetText Input=✓2025.04 | 70.29 | 57.38 | |
| SAM3Input Image Quality=HQ2026.01 | 68.74 | 61.77 | |
| SAM32026.01 | 68.74 | 61.77 | |
| UCTransNetText Input=x2025.04 | 66.74 | 52.56 | |
| SAMInput Image Quality=HQ2026.01 | 65.88 | 61.7 | |
| SAM2026.01 | 65.88 | 61.7 | |
| AttUNetText Input=x2025.04 | 65.57 | 51.82 | |
| Med-SAMInput Image Quality=HQ2026.01 | 64.18 | 54.75 | |
| Med-SAM2026.01 | 64.18 | 54.75 | |
| Swin-UNetText Input=x2025.04 | 63.29 | 50.19 | |
| UNetText Input=x2025.04 | 62.96 | 50.1 | |
| EM-DenoiSeg2026.01 | 59.47 | — | |
| EM-DenoiSegInput Image Quality=HQ2026.01 | 59.47 | 51.23 | |
| EM-DenoiSeg2026.01 | 59.47 | 51.23 | |
| DenoiSeg2026.01 | 59.29 | — | |
| IMISInput Image Quality=HQ2026.01 | 56.05 | 43.28 | |
| IMIS2026.01 | 56.05 | 43.28 | |
| UniverSegModel Type=Universal2026.03 | 38.69 | — |