Skin Lesion Segmentation on ISIC18
91.56Dice CoefficientMedCAGD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MedCAGDParams=30.60 M, Flops=05.00 G2026.07 | 91.56 | — | — | — | — | |
| MCADSParams=50.90 M, Flops=61.89 G2026.07 | 91.01 | — | — | — | — | |
| EMCADParams=26.76 M, Flops=05.60 G2026.07 | 90.96 | — | — | — | — | |
| Swin-UnetParams=27.17 M, Flops=06.20 G2026.07 | 89.26 | — | — | — | — | |
| UCTransNetParams=65.60 M, Flops=56.70 G2026.07 | 89.18 | — | — | — | — | |
| TransUNetParams=105.32 M, Flops=38.52 G2026.07 | 89.16 | — | — | — | — | |
| DeepLabv3+Params=39.76 M, Flops=14.92 G2026.07 | 88.64 | — | — | — | — | |
| PraNetParams=32.55 M, Flops=06.93 G2026.07 | 88.56 | — | — | — | — | |
| nnU-NetParams=31.29 M, Flops=55.26 G2026.07 | 88.53 | — | — | — | — | |
| UNeXtParams=1.470 M, Flops=0.570 G2026.07 | 87.78 | — | — | — | — | |
| Swin-UMambaParams=60.00 M, Flops=68.00 G2026.07 | 87.62 | — | — | — | — | |
| UNet++Params=09.16 M, Flops=34.65 G2026.07 | 87.46 | — | — | — | — | |
| AttnUNetParams=34.88 M, Flops=66.64 G2026.07 | 87.05 | — | — | — | — | |
| VM-UNetParams=27.43 M, Flops=04.12 G2026.07 | 87.05 | — | — | — | — | |
| U-NetParams=34.53 M, Flops=65.53 G2026.07 | 86.67 | — | — | — | — | |
| GenSAMVenue=AAAI24, Prompt Setting=task-generic prompt setting2024.08 | — | 0.171 | 0.699 | 0.744 | 0.678 | |
| GPT4V+SAMVenue=Arxiv23, Prompt Setting=task-generic prompt setting2024.08 | — | 0.514 | 0.387 | 0.366 | 0.334 | |
| GroundingSAMVenue=ICCV23, Prompt Setting=task-generic prompt setting2024.08 | — | 0.301 | 0.348 | 0.247 | 0.533 | |
| LLaVA1.5+SAMVenue=NeurIPS23, Prompt Setting=task-generic prompt setting2024.08 | — | 0.369 | 0.473 | 0.497 | 0.477 | |
| ProMaCVenue=Ours, Prompt Setting=task-generic prompt setting2024.08 | — | 0.168 | 0.717 | 0.755 | 0.689 | |
| SEEMVenue=NeurIPS23, Prompt Setting=task-generic prompt setting2024.08 | — | 0.362 | 0.25 | 0.002 | 0.28 | |
| X-DecoderVenue=CVPR23, Prompt Setting=task-generic prompt setting2024.08 | — | 0.338 | 0.315 | 0.127 | 0.407 |