Medical Image Segmentation on Duke
82.66Dice CoefficientAdaptive Morph (v1)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adaptive Morph (v1)Model=UNet++, Setting=Non-private2026.06 | 82.66 | — | — | — | 7.207 | 0.76 | |
| Adaptive Morph (v1)Model=UNet, Setting=Non-private2026.06 | 82.66 | — | — | — | 8.5204 | 0.77 | |
| Adaptive Morph (v2)Model=UNet, Setting=Non-private2026.06 | 82.4 | — | — | — | 6.7208 | 0.76 | |
| Adaptive Morph (v3)Model=UNet, Setting=Non-private2026.06 | 82.25 | — | — | — | 6.2871 | 0.78 | |
| Morph (both)Model=UNet, Setting=Non-private2026.06 | 82.18 | — | — | — | 6.3642 | 0.79 | |
| Adaptive Morph (v2)Model=UNet++, Setting=Non-private2026.06 | 82.03 | — | — | — | 8.4047 | 0.78 | |
| Morph (both)Model=UNet++, Setting=Non-private2026.06 | 81.77 | — | — | — | 6.8436 | 0.8 | |
| Adaptive Morph (v3)Model=LFUNet, Setting=Non-private2026.06 | 81.72 | — | — | — | 6.4908 | 0.78 | |
| Adaptive Morph (v3)Model=UNet++, Setting=Non-private2026.06 | 81.64 | — | — | — | 6.6387 | 0.79 | |
| No MorphModel=UNet, Setting=Non-private2026.06 | 81.58 | — | — | — | 8.1407 | 0.8 | |
| No MorphModel=UNet++, Setting=Non-private2026.06 | 81.45 | — | — | — | 8.5458 | 0.8 | |
| Adaptive Morph (v1)Model=LFUNet, Setting=Non-private2026.06 | 81.44 | — | — | — | 6.4272 | 0.79 | |
| Adaptive Morph (v2)Model=LFUNet, Setting=Non-private2026.06 | 81.3 | — | — | — | 6.0715 | 0.8 | |
| No MorphModel=LFUNet, Setting=Non-private2026.06 | 81.19 | — | — | — | 5.777 | 0.8 | |
| Morph (both)Model=LFUNet, Setting=Non-private2026.06 | 80.5 | — | — | — | 6.5911 | 0.84 | |
| FlatModel=UNet++, Setting=DP + Adaptive Morph (v2)2026.06 | 72.86 | — | — | — | 10.5057 | 1.71 | |
| AUTO-SModel=UNet++, Setting=DP + Adaptive Morph (v2)2026.06 | 72.76 | — | — | — | 10.5607 | 1.71 | |
| FlatModel=UNet++, Setting=DP + Adaptive Morph (v1)2026.06 | 72.71 | — | — | — | 10.574 | 1.7 | |
| NSGDModel=UNet++, Setting=DP + Adaptive Morph (v3)2026.06 | 72.66 | — | — | — | 10.3161 | 1.71 | |
| AUTO-SModel=UNet++, Setting=DP + Adaptive Morph (v1)2026.06 | 72.57 | — | — | — | 10.5094 | 1.71 | |
| FlatModel=UNet++, Setting=DP + Adaptive Morph (v3)2026.06 | 72.44 | — | — | — | 10.3048 | 1.73 | |
| AUTO-SModel=UNet, Setting=DP + Morph2026.06 | 72.44 | — | — | — | 9.729 | 1.81 | |
| AUTO-SModel=UNet++, Setting=DP + Adaptive Morph (v3)2026.06 | 72.29 | — | — | — | 10.2955 | 1.73 | |
| FlatModel=UNet++, Setting=DP (no morph)2026.06 | 71.87 | — | — | — | 8.4079 | 1.81 | |
| FlatModel=UNet, Setting=DP (no morph)2026.06 | 71.81 | — | — | — | 8.5468 | 1.87 | |
| AUTO-SModel=UNet++, Setting=DP + Morph2026.06 | 71.53 | — | — | — | 10.3826 | 1.78 | |
| FlatModel=UNet++, Setting=DP + Morph2026.06 | 71.29 | — | — | — | 10.4055 | 1.78 | |
| AUTO-SModel=UNet++, Setting=DP (no morph)2026.06 | 70.88 | — | — | — | 9.9473 | 1.79 | |
| FlatModel=LFUNet, Setting=DP + Adaptive Morph (v3)2026.06 | 69.74 | — | — | — | 10.7434 | 1.43 | |
| AUTO-SModel=LFUNet, Setting=DP + Adaptive Morph (v3)2026.06 | 69.72 | — | — | — | 10.754 | 1.43 | |
| FlatModel=LFUNet, Setting=DP + Adaptive Morph (v1)2026.06 | 69.64 | — | — | — | 10.6008 | 1.41 | |
| FlatModel=LFUNet, Setting=DP + Adaptive Morph (v2)2026.06 | 69.64 | — | — | — | 10.6008 | 1.41 | |
| AUTO-SModel=LFUNet, Setting=DP + Adaptive Morph (v1)2026.06 | 69.61 | — | — | — | 10.5679 | 1.41 | |
| AUTO-SModel=LFUNet, Setting=DP + Adaptive Morph (v2)2026.06 | 69.61 | — | — | — | 10.5679 | 1.41 | |
| FlatModel=UNet, Setting=DP + Morph2026.06 | 69.45 | — | — | — | 9.7305 | 1.78 | |
| AUTO-SModel=UNet, Setting=DP + Adaptive Morph (v2)2026.06 | 69.34 | — | — | — | 8.3737 | 1.82 | |
| FlatModel=UNet, Setting=DP + Adaptive Morph (v2)2026.06 | 69.29 | — | — | — | 8.5344 | 1.81 | |
| FlatModel=UNet, Setting=DP + Adaptive Morph (v1)2026.06 | 69.1 | — | — | — | 8.6912 | 1.77 | |
| AUTO-SModel=LFUNet, Setting=DP (no morph)2026.06 | 68.86 | — | — | — | 10.5084 | 1.46 | |
| AUTO-SModel=UNet, Setting=DP + Adaptive Morph (v1)2026.06 | 68.77 | — | — | — | 8.6223 | 1.78 | |
| FlatModel=LFUNet, Setting=DP + Morph2026.06 | 68.6 | — | — | — | 10.6573 | 1.46 | |
| FlatModel=LFUNet, Setting=DP (no morph)2026.06 | 68.57 | — | — | — | 10.2825 | 1.45 | |
| FlatModel=UNet, Setting=DP + Adaptive Morph (v3)2026.06 | 68.51 | — | — | — | 9.0948 | 1.81 | |
| NSGDModel=UNet++, Setting=DP (no morph)2026.06 | 68.4 | — | — | — | 9.8162 | 2.09 | |
| AUTO-SModel=UNet, Setting=DP + Adaptive Morph (v3)2026.06 | 68.32 | — | — | — | 9.1165 | 1.81 | |
| NSGDModel=UNet++, Setting=DP + Adaptive Morph (v2)2026.06 | 68.3 | — | — | — | 10.8621 | 1.91 | |
| AUTO-SModel=LFUNet, Setting=DP + Morph2026.06 | 68.25 | — | — | — | 10.5554 | 1.46 | |
| NSGDModel=LFUNet, Setting=DP + Adaptive Morph (v3)2026.06 | 67.98 | — | — | — | 10.7543 | 1.6 | |
| NSGDModel=LFUNet, Setting=DP + Adaptive Morph (v1)2026.06 | 67.84 | — | — | — | 10.7826 | 1.6 | |
| NSGDModel=LFUNet, Setting=DP + Adaptive Morph (v2)2026.06 | 67.84 | — | — | — | 10.7826 | 1.6 | |
| PSACModel=LFUNet, Setting=DP (no morph)2026.06 | 67.73 | — | — | — | 10.5747 | 1.48 | |
| PSACModel=LFUNet, Setting=DP + Adaptive Morph (v3)2026.06 | 67.68 | — | — | — | 10.6243 | 1.56 | |
| NSGDModel=UNet++, Setting=DP + Adaptive Morph (v1)2026.06 | 67.4 | — | — | — | 10.7742 | 2 | |
| NSGDModel=UNet++, Setting=DP + Morph2026.06 | 67.36 | — | — | — | 10.8702 | 2.11 | |
| PSACModel=UNet++, Setting=DP (no morph)2026.06 | 67.35 | — | — | — | 9.3752 | 2.23 | |
| PSACModel=LFUNet, Setting=DP + Adaptive Morph (v1)2026.06 | 67.26 | — | — | — | 10.6323 | 1.57 | |
| PSACModel=LFUNet, Setting=DP + Adaptive Morph (v2)2026.06 | 67.26 | — | — | — | 10.6323 | 1.57 | |
| NSGDModel=LFUNet, Setting=DP (no morph)2026.06 | 67 | — | — | — | 10.3767 | 1.56 | |
| PSACModel=UNet, Setting=DP + Morph2026.06 | 66.87 | — | — | — | 9.302 | 2.76 | |
| PSACModel=LFUNet, Setting=DP + Morph2026.06 | 66.74 | — | — | — | 10.5192 | 1.54 | |
| PSACModel=UNet, Setting=DP (no morph)2026.06 | 66.37 | — | — | — | 9.771 | 2.14 | |
| NSGDModel=LFUNet, Setting=DP + Morph2026.06 | 66.26 | — | — | — | 10.857 | 1.62 | |
| AUTO-SModel=UNet, Setting=DP (no morph)2026.06 | 65.79 | — | — | — | 8.09 | 2.21 | |
| PSACModel=UNet++, Setting=DP + Adaptive Morph (v1)2026.06 | 65.17 | — | — | — | 10.9951 | 2.24 | |
| PSACModel=UNet++, Setting=DP + Morph2026.06 | 64.83 | — | — | — | 10.1481 | 2.27 | |
| PSACModel=UNet++, Setting=DP + Adaptive Morph (v2)2026.06 | 64.27 | — | — | — | — | 2 | |
| PSACModel=UNet++, Setting=DP + Adaptive Morph (v3)2026.06 | 63.88 | — | — | — | 13.175 | 1.98 | |
| PSACModel=UNet, Setting=DP + Adaptive Morph (v2)2026.06 | 62.11 | — | — | — | 8.5174 | 2.22 | |
| PSACModel=UNet, Setting=DP + Adaptive Morph (v1)2026.06 | 61.85 | — | — | — | 10.1166 | 2.21 | |
| NSGDModel=UNet, Setting=DP + Morph2026.06 | 61.4 | — | — | — | 11.5495 | 2.2 | |
| PSACModel=UNet, Setting=DP + Adaptive Morph (v3)2026.06 | 57.67 | — | — | — | 15.221 | 2.24 | |
| NSGDModel=UNet, Setting=DP + Adaptive Morph (v2)2026.06 | 53.98 | — | — | — | 17.0538 | 2.34 | |
| NSGDModel=UNet, Setting=DP + Adaptive Morph (v1)2026.06 | 53.92 | — | — | — | 11.433 | 2.36 | |
| NSGDModel=UNet, Setting=DP + Adaptive Morph (v3)2026.06 | 53.86 | — | — | — | 13.5182 | 2.3 | |
| NSGDModel=UNet, Setting=DP (no morph)2026.06 | 47.27 | — | — | — | 13.9979 | 2.67 | |
| Averaged LayerCAM2024.04 | 42 | 47 | 42 | 75 | — | — | |
| Tomographic LayerCAM2024.04 | 42 | 51 | 42 | 79 | — | — | |
| LayerCAMaveraging along three directions=true2024.04 | 38 | 44 | 38 | 74 | — | — | |
| ToNNO2024.04 | 37 | 51 | 37 | 79 | — | — | |
| GradCAM++averaging along three directions=true2024.04 | 30 | 34 | 30 | 80 | — | — | |
| LayerCAMaveraging along three directions=false2024.04 | 29 | 24 | 29 | 58 | — | — | |
| ScoreCAMaveraging along three directions=false2024.04 | 27 | 18 | 27 | 53 | — | — | |
| GradCAM++averaging along three directions=false2024.04 | 21 | 9 | 21 | 57 | — | — | |
| ScoreCAMaveraging along three directions=true2024.04 | 20 | 23 | 20 | 60 | — | — | |
| GradCAMaveraging along three directions=false2024.04 | 15 | 7 | 15 | 51 | — | — | |
| GradCAMaveraging along three directions=true2024.04 | 14 | 8 | 14 | 55 | — | — |