Medical Image Segmentation on BraTS SSA
89.83DiceEviATTA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EviATTAType=ATTA, Setting=instance-wise2026.03 | 89.83 | 82.28 | 1.63 | 10.19 | |
| EviATTAType=ATTA, Annotation Budget=20%2026.03 | 89.61 | 81.99 | 1.69 | 10.3 | |
| EviATTAType=ATTA, Annotation Budget=10%2026.03 | 89.26 | 81.42 | 1.8 | 10.61 | |
| SimATTAType=ATTA, Setting=instance-wise2026.03 | 87.06 | 78.43 | 1.94 | 11.15 | |
| EntropyType=ATTA, Annotation Budget=20%2026.03 | 86.7 | 77.71 | 2.18 | 12.11 | |
| EATTAType=ATTA, Setting=instance-wise2026.03 | 86.62 | 77.75 | 2.04 | 12 | |
| EntropyType=ATTA, Setting=instance-wise2026.03 | 86.06 | 76.97 | 2.1 | 12.02 | |
| RandomType=ATTA, Setting=instance-wise2026.03 | 85.96 | 76.51 | 2.35 | 12.19 | |
| EntropyType=ATTA, Annotation Budget=10%2026.03 | 85.94 | 76.66 | 2.3 | 12.36 | |
| EATTAType=ATTA, Annotation Budget=20%2026.03 | 85.47 | 76 | 2.36 | 12.42 | |
| EATTAType=ATTA, Annotation Budget=10%2026.03 | 85.22 | 75.64 | 2.35 | 12.58 | |
| SimATTAType=ATTA, Annotation Budget=20%2026.03 | 85.15 | 75.56 | 2.4 | 12.41 | |
| SimATTAType=ATTA, Annotation Budget=10%2026.03 | 84.87 | 75.18 | 2.47 | 12.46 | |
| CoTTAType=TTA, Setting=instance-wise2026.03 | 84.61 | 74.61 | 2.68 | 12.91 | |
| COMEType=TTA, Setting=instance-wise2026.03 | 84.57 | 74.64 | 2.62 | 12.6 | |
| SPAType=TTA, Setting=instance-wise2026.03 | 84.19 | 74.11 | 2.69 | 12.7 | |
| CoTTAType=TTA2026.03 | 84.09 | 73.9 | 2.7 | 13.01 | |
| COMEType=TTA2026.03 | 84 | 73.85 | 2.64 | 12.77 | |
| SPAType=TTA2026.03 | 83.94 | 73.77 | 2.69 | 12.81 | |
| RandomType=ATTA, Annotation Budget=20%2026.03 | 83.8 | 73.62 | 2.59 | 12.73 | |
| RandomType=ATTA, Annotation Budget=10%2026.03 | 83.25 | 72.98 | 2.64 | 12.89 | |
| SARType=TTA, Setting=instance-wise2026.03 | 82.46 | 71.75 | 2.76 | 13.21 | |
| GraTaType=TTA2026.03 | 82.42 | 71.55 | 2.9 | 12.9 | |
| SAM-Med2DType=Zero-shot, Setting=instance-wise2026.03 | 82.34 | 71.64 | 2.73 | 13.1 | |
| SAM-Med2DType=Zero-shot2026.03 | 82.34 | 71.64 | 2.73 | 13.1 | |
| GraTaType=TTA, Setting=instance-wise2026.03 | 82.31 | 71.63 | 2.72 | 12.89 | |
| SARType=TTA2026.03 | 82.08 | 71.31 | 2.76 | 13.72 | |
| TENTType=TTA2026.03 | 81.67 | 70.81 | 2.75 | 13.82 | |
| TENTType=TTA, Setting=instance-wise2026.03 | 80.59 | 69.42 | 2.84 | 14.19 |