Medical Image Segmentation on OASIS-1
92.34Dice (CSF)Keep the Core-ABD
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Keep the Core-ABDBackbone=SwinUMamba, Augmentation=KC-ABD2025.12 | 92.34 | 92.73 | 93.63 | 1.0218 | 1.059 | 1.4861 | 0.1996 | 0.2449 | 0.3352 | 87.39 | 88.46 | 89.76 | |
| ABDBackbone=SwinUMamba, Augmentation=ABD2025.12 | 92.33 | 92.76 | 93.62 | 1.0215 | 1.0591 | 1.5057 | 0.1997 | 0.245 | 0.3426 | 87.31 | 88.43 | 89.72 | |
| Keep the Core-MixupBackbone=SwinUMamba, Augmentation=KC-Mixup2025.12 | 92.28 | 93.14 | 93.69 | 1.0479 | 1.1079 | 1.607 | 0.1965 | 0.2342 | 0.353 | 87.3 | 89.96 | 90.4 | |
| MixupBackbone=SwinUMamba, Augmentation=Mixup2025.12 | 92.23 | 93.1 | 93.67 | 1.048 | 1.109 | 1.6076 | 0.1966 | 0.2346 | 0.3553 | 87.27 | 89.08 | 90 | |
| BaselineBackbone=SwinUMamba, Augmentation=None2025.12 | 92.07 | 92.61 | 93.36 | 1.0219 | 1.0675 | 1.5723 | 0.1999 | 0.2471 | 0.3405 | 86.88 | 88.22 | 89.38 | |
| Keep the Core-CutmixBackbone=SwinUNet, Augmentation=KC-Cutmix2025.12 | 91.13 | 91.87 | 92.3 | 1.1297 | 1.1683 | 1.691 | 0.2748 | 0.3188 | 0.4512 | 85.17 | 86.91 | 87.98 | |
| Keep the Core-CutoutBackbone=UNet, Augmentation=KC-Cutout2025.12 | 90.99 | 91.35 | 92.93 | 1.1006 | 1.194 | 1.9644 | 0.2624 | 0.3618 | 0.562 | 84.98 | 85.96 | 87.97 | |
| CutmixBackbone=SwinUNet, Augmentation=Cutmix2025.12 | 90.97 | 91.82 | 92.58 | 1.1309 | 1.1685 | 1.6913 | 0.2755 | 0.3299 | 0.4516 | 85.13 | 86.88 | 87.96 | |
| CutoutBackbone=UNet, Augmentation=Cutout2025.12 | 90.81 | 91.32 | 92.12 | 1.1342 | 1.2213 | 2.1083 | 0.2667 | 0.3675 | 0.629 | 84.72 | 85.94 | 87.19 | |
| Keep the Core-Gaussian NoiseBackbone=UNet, Augmentation=KC-Gaussian Noise2025.12 | 90.77 | 91.64 | 92.28 | 1.1019 | 1.1495 | 2.0568 | 0.2571 | 0.3462 | 0.5788 | 84.63 | 86.43 | 87.49 | |
| BaselineBackbone=UNet, Augmentation=None2025.12 | 90.62 | 91.34 | 91.81 | 1.1267 | 1.2138 | 2.0824 | 0.2581 | 0.3611 | 0.6198 | 84.42 | 85.99 | 86.88 | |
| BaselineBackbone=SwinUNet, Augmentation=None2025.12 | 90.51 | 91.45 | 92.26 | 1.1233 | 1.1778 | 1.7979 | 0.2966 | 0.3501 | 0.534 | 84.25 | 86.19 | 87.43 | |
| Gaussian NoiseBackbone=UNet, Augmentation=Gaussian Noise2025.12 | 90.38 | 91.41 | 92.27 | 1.1452 | 1.1815 | 1.9931 | 0.2588 | 0.3466 | 0.5883 | 84.03 | 86.13 | 87.48 | |
| Keep the Core-Random ErasingBackbone=SwinUNet, Augmentation=KC-Random Erasing2025.12 | 90.33 | 91.24 | 91.93 | 1.1349 | 1.2193 | 1.9367 | 0.3033 | 0.3756 | 0.5915 | 83.88 | 85.8 | 86.92 | |
| Random ErasingBackbone=SwinUNet, Augmentation=Random Erasing2025.12 | 89.89 | 90.85 | 91.5 | 1.1831 | 1.2965 | 2.1528 | 0.3351 | 0.3998 | 0.62 | 83.16 | 85.16 | 86.22 |