Medical Image Segmentation on FHPsAOP
91.43DiceEviATTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EviATTAType=ATTA, Setting=instance-wise2026.03 | 91.43 | 84.34 | 4.32 | 12.07 | |
| EviATTAType=ATTA, Annotation Budget=20%2026.03 | 90.97 | 83.8 | 4.28 | 11.69 | |
| EviATTAType=ATTA, Annotation Budget=10%2026.03 | 90.39 | 82.9 | 4.55 | 12.34 | |
| RandomType=ATTA, Setting=instance-wise2026.03 | 86.61 | 76.94 | 6.41 | 17.57 | |
| EntropyType=ATTA, Setting=instance-wise2026.03 | 83.93 | 73.32 | 6.95 | 19.46 | |
| SimATTAType=ATTA, Setting=instance-wise2026.03 | 83.35 | 72.58 | 7 | 19.34 | |
| EATTAType=ATTA, Setting=instance-wise2026.03 | 82.19 | 71.17 | 7.38 | 20.89 | |
| EntropyType=ATTA, Annotation Budget=10%2026.03 | 78.9 | 66.86 | 9.08 | 24.71 | |
| RandomType=ATTA, Annotation Budget=20%2026.03 | 78.74 | 66.5 | 9.78 | 25.88 | |
| EntropyType=ATTA, Annotation Budget=20%2026.03 | 78.3 | 65.67 | 9.34 | 25.18 | |
| SimATTAType=ATTA, Annotation Budget=20%2026.03 | 78.02 | 65.17 | 9.81 | 26.11 | |
| RandomType=ATTA, Annotation Budget=10%2026.03 | 78.01 | 65.77 | 9.99 | 26.29 | |
| SimATTAType=ATTA, Annotation Budget=10%2026.03 | 77.16 | 64.01 | 10.34 | 27.34 | |
| GraTaType=TTA2026.03 | 75.92 | 62.53 | 11.03 | 29.52 | |
| COMEType=TTA, Setting=instance-wise2026.03 | 75.88 | 62.65 | 10.9 | 29.11 | |
| COMEType=TTA2026.03 | 75.52 | 62.36 | 10.95 | 29.15 | |
| EATTAType=ATTA, Annotation Budget=20%2026.03 | 74.96 | 60.9 | 10.69 | 28.87 | |
| CoTTAType=TTA2026.03 | 74.19 | 61.36 | 11.74 | 30.24 | |
| SAM-Med2DType=Zero-shot, Setting=instance-wise2026.03 | 73.87 | 60.84 | 11.16 | 29.58 | |
| SAM-Med2DType=Zero-shot2026.03 | 73.87 | 60.84 | 11.16 | 29.58 | |
| EATTAType=ATTA, Annotation Budget=10%2026.03 | 73.03 | 58.79 | 11.24 | 30.01 | |
| CoTTAType=TTA, Setting=instance-wise2026.03 | 72.06 | 58.78 | 12.48 | 31.65 | |
| SPAType=TTA, Setting=instance-wise2026.03 | 72.03 | 58.48 | 11.75 | 30.56 | |
| GraTaType=TTA, Setting=instance-wise2026.03 | 70.62 | 58.21 | 10.07 | 30.4 | |
| SARType=TTA2026.03 | 68.42 | 53.23 | 12.7 | 33.81 | |
| TENTType=TTA2026.03 | 67.66 | 52.36 | 12.76 | 34.24 | |
| SARType=TTA, Setting=instance-wise2026.03 | 65.8 | 50.12 | 13.43 | 35.46 | |
| TENTType=TTA, Setting=instance-wise2026.03 | 65.48 | 49.98 | 13.07 | 35.33 | |
| SPAType=TTA2026.03 | 63.34 | 48.85 | 13.53 | 34.04 |