Medical Image Segmentation on PANTHER
81.13DiceEviATTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EviATTAType=ATTA, Annotation Budget=20%2026.03 | 81.13 | 69.04 | 2.42 | 7.53 | |
| EviATTAType=ATTA, Setting=instance-wise2026.03 | 80.97 | 68.83 | 2.53 | 7.89 | |
| EntropyType=ATTA, Setting=instance-wise2026.03 | 80.62 | 68.42 | 2.58 | 8.26 | |
| SimATTAType=ATTA, Setting=instance-wise2026.03 | 80.25 | 67.91 | 2.49 | 7.98 | |
| EviATTAType=ATTA, Annotation Budget=10%2026.03 | 80.14 | 67.72 | 2.49 | 7.74 | |
| EATTAType=ATTA, Setting=instance-wise2026.03 | 79.62 | 67.13 | 2.46 | 8.4 | |
| RandomType=ATTA, Setting=instance-wise2026.03 | 79.29 | 66.57 | 2.9 | 8.88 | |
| SimATTAType=ATTA, Annotation Budget=20%2026.03 | 78.25 | 65.26 | 2.61 | 8.35 | |
| RandomType=ATTA, Annotation Budget=20%2026.03 | 77.92 | 64.85 | 2.8 | 8.56 | |
| EntropyType=ATTA, Annotation Budget=20%2026.03 | 77.91 | 64.78 | 2.56 | 8.42 | |
| RandomType=ATTA, Annotation Budget=10%2026.03 | 77.59 | 64.45 | 2.82 | 8.55 | |
| EntropyType=ATTA, Annotation Budget=10%2026.03 | 76.73 | 63.26 | 2.64 | 8.6 | |
| SimATTAType=ATTA, Annotation Budget=10%2026.03 | 76.65 | 63.23 | 2.72 | 8.59 | |
| EATTAType=ATTA, Annotation Budget=20%2026.03 | 75.88 | 62.26 | 2.63 | 8.9 | |
| CoTTAType=TTA2026.03 | 75.78 | 62.23 | 2.84 | 8.77 | |
| CoTTAType=TTA, Setting=instance-wise2026.03 | 75.62 | 62.04 | 2.88 | 8.89 | |
| GraTaType=TTA2026.03 | 75.25 | 61.56 | 2.96 | 9.11 | |
| EATTAType=ATTA, Annotation Budget=10%2026.03 | 75.01 | 61.16 | 2.74 | 9.07 | |
| COMEType=TTA2026.03 | 73.92 | 60 | 2.9 | 9.1 | |
| COMEType=TTA, Setting=instance-wise2026.03 | 73.88 | 59.94 | 2.91 | 9.13 | |
| SAM-Med2DType=Zero-shot, Setting=instance-wise2026.03 | 73.79 | 59.84 | 2.95 | 9.2 | |
| SAM-Med2DType=Zero-shot2026.03 | 73.79 | 59.84 | 2.95 | 9.2 | |
| GraTaType=TTA, Setting=instance-wise2026.03 | 72.74 | 58.79 | 2.92 | 9.53 | |
| SPAType=TTA, Setting=instance-wise2026.03 | 72.6 | 58.45 | 2.98 | 9.39 | |
| SPAType=TTA2026.03 | 72.03 | 58.48 | 11.75 | 30.56 | |
| SARType=TTA2026.03 | 69.41 | 55 | 3.07 | 9.92 | |
| TENTType=TTA2026.03 | 69.33 | 53.92 | 3.05 | 9.86 | |
| TENTType=TTA, Setting=instance-wise2026.03 | 66.48 | 51.96 | 3.16 | 10.39 | |
| SARType=TTA, Setting=instance-wise2026.03 | 66.36 | 51.72 | 3.24 | 10.35 |