Body Composition Segmentation on SAROS held-out (test)
98.3Dice ScoreEpisodic sampling
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=SAT2026.05 | 98.3 | 0.22 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=SAT2026.05 | 98.3 | 0.2 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=SAT2026.05 | 98.3 | 0.2 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=SAT2026.05 | 96.9 | 0.82 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=ESM2026.05 | 96.7 | 0.49 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=ESM2026.05 | 96.7 | 0.52 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=ESM2026.05 | 96.7 | 0.53 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=SAT2026.05 | 95.6 | 0.84 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=SAT2026.05 | 95.5 | 0.94 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=VAT2026.05 | 95 | 1.37 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=VAT2026.05 | 94.9 | 1.34 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=VAT2026.05 | 94.8 | 1.34 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=SM2026.05 | 93.6 | 2.85 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=SM2026.05 | 93.6 | 2.98 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=ESM2026.05 | 93.6 | 3.08 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=SM2026.05 | 93.5 | 2.89 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=ESM2026.05 | 92.3 | 2.91 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=ESM2026.05 | 92.3 | 3.04 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=RAM2026.05 | 90.4 | 4.87 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=PSM2026.05 | 90.3 | 4.67 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=PSM2026.05 | 90.3 | 5.18 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=RAM2026.05 | 90.2 | 4.49 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=PSM2026.05 | 90.1 | 5.08 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=RAM2026.05 | 90.1 | 5.01 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=VAT2026.05 | 89 | 10.17 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=AVERAGE2026.05 | 88.2 | 6.77 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=AVERAGE2026.05 | 87.8 | 7.98 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=AVERAGE2026.05 | 87.8 | 7.8 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=QLM2026.05 | 86 | 6.9 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=VAT2026.05 | 86 | 11.08 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=QLM2026.05 | 85.5 | 6.86 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=VAT2026.05 | 85.5 | 10.94 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=QLM2026.05 | 85.3 | 7.31 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=SM2026.05 | 84.9 | 11.97 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=SM2026.05 | 83.4 | 13.23 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=SM2026.05 | 83.3 | 13.42 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=PSM2026.05 | 80.5 | 11.93 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=AVERAGE2026.05 | 78.7 | 16.05 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=IMAT2026.05 | 78.3 | 8.74 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=IMAT2026.05 | 78.2 | 8.81 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=IMAT2026.05 | 78.1 | 8.79 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=PSM2026.05 | 77.3 | 14.05 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=RAM2026.05 | 77.2 | 14.14 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=AVERAGE2026.05 | 76.2 | 17.02 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=AVERAGE2026.05 | 75.8 | 15.89 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=PSM2026.05 | 75.6 | 14.07 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=RAM2026.05 | 75.6 | 17.48 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=RAM2026.05 | 75.1 | 15.72 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=QLM2026.05 | 67 | 18.75 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=IMAT2026.05 | 66.7 | 12.99 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=100%, Class=PEM2026.05 | 64.6 | 32.56 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=QLM2026.05 | 64.6 | 20.09 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=QLM2026.05 | 63.2 | 18.96 | |
| Random samplingSampling Strategy=Random, Training Data=100%, Class=PEM2026.05 | 62.1 | 43.87 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=100%, Class=PEM2026.05 | 62 | 41.16 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=IMAT2026.05 | 61.8 | 14.55 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=IMAT2026.05 | 61.7 | 14.24 | |
| Episodic samplingSampling Strategy=Episodic, Training Data=10% (Low-Data), Class=PEM2026.05 | 51.9 | 62.1 | |
| Weighted samplingSampling Strategy=Weighted, Training Data=10% (Low-Data), Class=PEM2026.05 | 49.5 | 62.43 | |
| Random samplingSampling Strategy=Random, Training Data=10% (Low-Data), Class=PEM2026.05 | 48.3 | 50.88 |