Image Segmentation on ISIC 2016 (test)
92.88Dice CoefficientSegFormer-B4
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SegFormer-B4Ratio=100%2024.05 | 92.88 | 3.37 | 95.93 | 87.31 | |
| FRCNetRatio=20%2024.05 | 92.44 | 3.7 | 96.3 | 86.73 | |
| Telescopic AdaptersEvaluation Protocol=Adapter Fine-Tuning, Parameters=613k2025.12 | 92.18 | — | — | 86.12 | |
| CLIPSeg DA VLCEvaluation Protocol=Adapter Fine-Tuning, Parameters=3.2M2025.12 | 92.02 | — | — | 85.9 | |
| CLIPSegEvaluation Protocol=End-to-End fine-tuning, Parameters=150M2025.12 | 91.88 | — | — | 85.76 | |
| CLIPSeg SA VLCEvaluation Protocol=Adapter Fine-Tuning, Parameters=4.2M2025.12 | 91.55 | — | — | 85.22 | |
| CRISEvaluation Protocol=End-to-End fine-tuning, Parameters=147M2025.12 | 91.49 | — | — | 85.41 | |
| FRCNetRatio=10%2024.05 | 90.77 | 4.59 | 95.41 | 84.7 | |
| SANEvaluation Protocol=Adapter Fine-Tuning, Parameters=8.4M2025.12 | 90.39 | — | — | 83.61 | |
| ST++Ratio=20%2024.05 | 90.21 | 4.12 | 95.59 | 85.23 | |
| BCPRatio=20%2024.05 | 89.98 | 4.19 | 95.32 | 85.01 | |
| SASSNetRatio=20%2024.05 | 89.94 | 5.03 | 95.19 | 83.67 | |
| URPCRatio=20%2024.05 | 89.91 | 5.03 | 95.21 | 82.81 | |
| MTRatio=20%2024.05 | 89.83 | 5.05 | 95.43 | 83.15 | |
| DTCRatio=20%2024.05 | 89.79 | 5.11 | 95.39 | 83.32 | |
| CCTRatio=20%2024.05 | 89.59 | 5.09 | 95.42 | 82.99 | |
| U-Net++Params (M)=9.16, FLOPs (G)=34.872026.01 | 89.47 | — | — | 82.38 | |
| SLCNetRatio=20%2024.05 | 89.34 | 4.86 | 95.34 | 84.54 | |
| DMTRatio=20%2024.05 | 89.21 | 4.45 | 95.56 | 84.32 | |
| MFEnNetParams (M)=11.14, FLOPs (G)=17.132026.01 | 89.13 | — | — | 82.18 | |
| U-NetParams (M)=31.04, FLOPs (G)=54.662026.01 | 89.11 | — | — | 81.99 | |
| CPSRatio=20%2024.05 | 89.03 | 4.9 | 95.11 | 84.67 | |
| BCPRatio=10%2024.05 | 89.02 | 4.65 | 95.09 | 82.93 | |
| TransUNetParams (M)=3.63, FLOPs (G)=33.362026.01 | 88.94 | — | — | 81.95 | |
| CPSRatio=10%2024.05 | 88.89 | 5.23 | 94.28 | 82.12 | |
| SegFormer-B4Ratio=20%2024.05 | 88.65 | 5.76 | 94.32 | 81.58 | |
| ResUNet++Params (M)=14.48, FLOPs (G)=70.922026.01 | 88.54 | — | — | 81.1 | |
| SASSNetRatio=10%2024.05 | 88.42 | 5.84 | 93.78 | 81.46 | |
| SLCNetRatio=10%2024.05 | 88.23 | 5.21 | 94.82 | 82.09 | |
| CCTRatio=10%2024.05 | 88.22 | 5.79 | 93.78 | 81.34 | |
| ST++Ratio=10%2024.05 | 88.17 | 5.03 | 94.98 | 82.46 | |
| URPCRatio=10%2024.05 | 88.12 | 5.74 | 93.74 | 81.21 | |
| DMTRatio=10%2024.05 | 88.03 | 4.94 | 94.93 | 82.34 | |
| MTRatio=10%2024.05 | 88.01 | 5.96 | 94.03 | 81.42 | |
| DTCRatio=10%2024.05 | 87.94 | 5.82 | 93.62 | 81.23 | |
| SegFormer-B4Ratio=10%2024.05 | 87.15 | 6.27 | 93.51 | 79.54 | |
| ResUNetParams (M)=13.04, FLOPs (G)=80.832026.01 | 86.75 | — | — | 78.79 | |
| ThinDyUNetParams (M)=0.81, FLOPs (G)=13.562026.01 | 84.28 | — | — | 75.41 | |
| I-MedSAMEvaluation Protocol=LoRA Fine-Tuning, Parameters=1.6M2025.12 | 84 | — | — | 75.1 | |
| CLIPSegEvaluation Protocol=Zero-Shot, Parameters=150M2025.12 | 25.15 | — | — | 20.85 |