Medical Image Segmentation on RUNMC
93.16DiceEviATTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EviATTAType=ATTA, Setting=instance-wise2026.03 | 93.16 | 87.66 | 2.17 | 6.26 | |
| EviATTAType=ATTA, Annotation Budget=20%2026.03 | 90.77 | 83.75 | 3.09 | 8.82 | |
| EviATTAType=ATTA, Annotation Budget=10%2026.03 | 90.15 | 82.82 | 3.36 | 9.5 | |
| RandomType=ATTA, Setting=instance-wise2026.03 | 90.09 | 83.1 | 3.17 | 9.84 | |
| EntropyType=ATTA, Annotation Budget=20%2026.03 | 90.07 | 82.99 | 3.17 | 9.82 | |
| SimATTAType=ATTA, Setting=instance-wise2026.03 | 89.92 | 83.43 | 2.71 | 8.59 | |
| EntropyType=ATTA, Setting=instance-wise2026.03 | 89.4 | 82.65 | 2.81 | 8.76 | |
| EntropyType=ATTA, Annotation Budget=10%2026.03 | 88.89 | 81.22 | 3.69 | 11.35 | |
| EATTAType=ATTA, Annotation Budget=20%2026.03 | 88.85 | 81.27 | 3.65 | 11.29 | |
| EATTAType=ATTA, Annotation Budget=10%2026.03 | 87.59 | 79.54 | 4.02 | 12.25 | |
| EATTAType=ATTA, Setting=instance-wise2026.03 | 87.24 | 79.92 | 3.18 | 10.12 | |
| RandomType=ATTA, Annotation Budget=20%2026.03 | 87.16 | 78.95 | 4.28 | 13.07 | |
| SimATTAType=ATTA, Annotation Budget=20%2026.03 | 87.15 | 79.08 | 3.96 | 12.22 | |
| SimATTAType=ATTA, Annotation Budget=10%2026.03 | 86.56 | 78.2 | 4.27 | 13.09 | |
| TENTType=TTA2026.03 | 85.09 | 76.06 | 4.77 | 14.82 | |
| RandomType=ATTA, Annotation Budget=10%2026.03 | 84.67 | 75.62 | 4.86 | 14.92 | |
| TENTType=TTA, Setting=instance-wise2026.03 | 84.42 | 75.18 | 4.97 | 15.32 | |
| GraTaType=TTA2026.03 | 84.04 | 74.76 | 4.95 | 15.31 | |
| SARType=TTA2026.03 | 83.37 | 73.81 | 5.14 | 15.82 | |
| SARType=TTA, Setting=instance-wise2026.03 | 83 | 73.07 | 5.48 | 16.79 | |
| COMEType=TTA2026.03 | 82.65 | 72.87 | 5.26 | 16.13 | |
| COMEType=TTA, Setting=instance-wise2026.03 | 82.48 | 72.65 | 5.29 | 16.19 | |
| GraTaType=TTA, Setting=instance-wise2026.03 | 81.92 | 73.41 | 3.93 | 11.97 | |
| SAM-Med2DType=Zero-shot, Setting=instance-wise2026.03 | 81.71 | 71.65 | 5.37 | 16.39 | |
| SAM-Med2DType=Zero-shot2026.03 | 81.71 | 71.65 | 5.37 | 16.39 | |
| CoTTAType=TTA, Setting=instance-wise2026.03 | 80.82 | 70.39 | 5.55 | 17 | |
| CoTTAType=TTA2026.03 | 79.95 | 69.25 | 5.68 | 17.32 | |
| SPAType=TTA, Setting=instance-wise2026.03 | 78.25 | 67.37 | 5.52 | 16.9 | |
| SPAType=TTA2026.03 | 76.76 | 65.58 | 5.53 | 16.79 |