Aortic Dissection Segmentation on ImageTBAD (test)
85.63True Lumen DSCnnU-Net
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| nnU-NetLabeled Ratio=100%2025.12 | 85.63 | 75.43 | 3.63 | 0.69 | 76.41 | 64.22 | 3.82 | 1.23 | 81.02 | 69.83 | 3.72 | 0.96 | |
| UnCoLLabeled Ratio=20%2025.12 | 83.46 | 72.45 | 3.8 | 0.88 | 74.31 | 61.82 | 3.61 | 1.14 | 78.89 | 67.13 | 3.7 | 1.01 | |
| Swin-UNETRLabeled Ratio=100%2025.12 | 82.64 | 71.42 | 2.3 | 0.5 | 73.68 | 61.02 | 2.91 | 0.79 | 78.16 | 66.22 | 2.6 | 0.64 | |
| FUSSNetLabeled Ratio=20%2025.12 | 81.97 | 70.34 | 4.02 | 1.07 | 70.21 | 56.93 | 5.59 | 1.52 | 76.09 | 63.63 | 4.81 | 1.3 | |
| SemiSAM+Labeled Ratio=20%2025.12 | 79.33 | 66.4 | 4.92 | 1.26 | 68.8 | 55.1 | 4.77 | 1.38 | 74.06 | 60.75 | 4.84 | 1.32 | |
| UA-MTLabeled Ratio=20%2025.12 | 78.67 | 65.57 | 4.55 | 1.05 | 69.62 | 55.12 | 4.79 | 1.23 | 74.15 | 60.34 | 4.67 | 1.14 | |
| MTLabeled Ratio=20%2025.12 | 78.3 | 64.83 | 4.42 | 1.14 | 69.02 | 54.46 | 6.2 | 1.77 | 73.66 | 59.65 | 5.31 | 1.45 | |
| UnCoLLabeled Ratio=10%2025.12 | 77.57 | 64.33 | 4.24 | 1.18 | 64.37 | 50.01 | 5.41 | 1.42 | 70.97 | 57.17 | 4.83 | 1.3 | |
| nnU-NetLabeled Ratio=20%2025.12 | 76.21 | 62.48 | 5.95 | 1.67 | 67.99 | 53.95 | 6.99 | 1.97 | 72.1 | 58.21 | 6.47 | 1.81 | |
| BCPLabeled Ratio=10%2025.12 | 76.06 | 62.01 | 4.56 | 1.46 | 60.86 | 46.72 | 5.94 | 1.59 | 68.46 | 54.36 | 5.25 | 1.53 | |
| BCPLabeled Ratio=20%2025.12 | 76.03 | 62.34 | 5.1 | 1.56 | 55.75 | 44.82 | 4.68 | 1.2 | 65.89 | 53.58 | 4.89 | 1.38 | |
| VNetLabeled Ratio=100%2025.12 | 76.02 | 64.54 | 10.05 | 3.53 | 68.22 | 56.59 | 10.8 | 4 | 72.12 | 60.56 | 10.43 | 3.76 | |
| UA-MTLabeled Ratio=10%2025.12 | 74.21 | 59.77 | 4.78 | 1.27 | 63.14 | 49.45 | 5.47 | 1.5 | 68.67 | 54.61 | 5.12 | 1.39 | |
| AC-MTLabeled Ratio=20%2025.12 | 74.14 | 59.71 | 5.03 | 1.39 | 58.01 | 44.56 | 5.74 | 1.51 | 66.07 | 52.13 | 5.38 | 1.45 | |
| FUSSNetLabeled Ratio=10%2025.12 | 73.95 | 60.48 | 6.08 | 1.49 | 63.84 | 49.84 | 6.29 | 1.86 | 68.9 | 55.16 | 6.19 | 1.67 | |
| nnU-NetLabeled Ratio=10%2025.12 | 73.14 | 59.04 | 6.25 | 1.67 | 64.07 | 50.34 | 8.1 | 2.49 | 68.61 | 54.69 | 7.17 | 2.08 | |
| AC-MTLabeled Ratio=10%2025.12 | 72.8 | 58.09 | 5.21 | 1.38 | 62.61 | 47.96 | 5.42 | 1.64 | 67.7 | 53.03 | 5.32 | 1.51 | |
| Su et al.Labeled Ratio=20%2025.12 | 72.54 | 57.79 | 6.76 | 2.17 | 62.37 | 48.01 | 6.52 | 1.93 | 67.45 | 52.9 | 6.64 | 2.05 | |
| MTLabeled Ratio=10%2025.12 | 70.41 | 55.4 | 5.89 | 1.46 | 58.92 | 44.68 | 9.07 | 2.54 | 64.67 | 50.04 | 7.48 | 2 | |
| VNetLabeled Ratio=20%2025.12 | 70.12 | 55.35 | 14.59 | 4.04 | 51.95 | 39.7 | 14.33 | 6.15 | 61.04 | 47.52 | 14.46 | 5.11 | |
| Swin-UNETRLabeled Ratio=20%2025.12 | 70.12 | 54.75 | 3.63 | 0.91 | 63.39 | 48.05 | 3.83 | 1.11 | 66.75 | 51.4 | 3.73 | 1.01 | |
| Su et al.Labeled Ratio=10%2025.12 | 69.43 | 54.5 | 8.46 | 2.44 | 63.25 | 48.2 | 7.38 | 1.35 | 66.34 | 51.35 | 7.92 | 1.9 | |
| MC-Net+Labeled Ratio=20%2025.12 | 69.42 | 54.58 | 9.14 | 1.97 | 54.02 | 40.63 | 11.19 | 3.05 | 61.72 | 47.6 | 10.17 | 2.51 | |
| Swin-UNETRLabeled Ratio=10%2025.12 | 64.74 | 48.74 | 6.02 | 1.75 | 59.74 | 44.04 | 5.85 | 1.57 | 62.24 | 46.39 | 5.94 | 1.66 | |
| VNetLabeled Ratio=10%2025.12 | 63.25 | 48.41 | 13.34 | 3.2 | 48.45 | 36.41 | 15.04 | 4.09 | 55.85 | 42.41 | 14.19 | 3.65 | |
| MC-Net+Labeled Ratio=10%2025.12 | 61.8 | 47.02 | 9.96 | 2.78 | 52.1 | 38.67 | 10.85 | 4.04 | 56.95 | 42.85 | 10.4 | 3.41 | |
| SemiSAM+Labeled Ratio=10%2025.12 | 60.46 | 44.17 | 21.64 | 5.88 | 61.65 | 45.92 | 21.58 | 5.68 | 61.05 | 45.05 | 21.61 | 5.78 | |
| CauSSLLabeled Ratio=20%2025.12 | 53.26 | 38.36 | 7.85 | 2.27 | 43.64 | 30.64 | 13.83 | 3.63 | 48.45 | 34.5 | 10.84 | 2.95 | |
| CauSSLLabeled Ratio=10%2025.12 | 51.61 | 36.26 | 7.9 | 2.2 | 33.14 | 22.94 | 8.07 | 2.24 | 42.37 | 29.6 | 7.98 | 2.22 | |
| MedSAMLabeled Ratio=0%2025.12 | 47.88 | 32.23 | 7.89 | 2.89 | 40.35 | 25.48 | 11.73 | 4.54 | 44.12 | 28.86 | 9.81 | 3.71 | |
| SegVolLabeled Ratio=0%2025.12 | 34.41 | 21.85 | 18.68 | 5.9 | 30.87 | 19.22 | 19.64 | 6.01 | 32.64 | 20.53 | 19.16 | 5.96 | |
| SAM-Med3DLabeled Ratio=0%2025.12 | 33.56 | 22.23 | 13.55 | 4.42 | 25.66 | 15.86 | 12.91 | 4.47 | 29.61 | 19.04 | 13.23 | 4.44 | |
| SAMLabeled Ratio=0%2025.12 | 19.18 | 10.99 | 16.14 | 5.64 | 18.17 | 10.31 | 16.42 | 5.55 | 18.68 | 10.65 | 16.28 | 5.6 |