Whole-body Lesion Segmentation on AutoPET III (test)
82Dice Score (All)Threshold+oss-RL
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Threshold+oss-RLLLM Adjudication=GRPO-tuned, Report Conditioning=False2026.06 | 82 | — | — | — | — | — | — | — | — | — | — | — | 85 | 85 | 0.2 | |
| nnUNet-v2LLM Adjudication=None, Report Conditioning=False2026.06 | 78 | — | — | — | — | — | — | — | — | — | — | — | 69 | 94 | 0.27 | |
| HS-UNet+oss-RLLLM Adjudication=GRPO-tuned, Report Conditioning=False2026.06 | 75 | — | — | — | — | — | — | — | — | — | — | — | 84 | 70 | 0.64 | |
| Threshold+ossLLM Adjudication=base gpt-oss-20b, Report Conditioning=False2026.06 | 69 | — | — | — | — | — | — | — | — | — | — | — | 72 | 80 | 2.44 | |
| CombinationInputs=Learnt router (Weighted MSE; PET)2026.06 | 63.1 | 70.7 | 56.3 | 2.9 | 2.9 | 2.9 | 11.6 | 10.3 | 12.8 | 14.7 | 6.4 | 85.1 | — | — | — | |
| BayesInputs=Base PET + CT2026.06 | 62 | 70.7 | 54.3 | 2 | 2.9 | 1.3 | 13.6 | 10.3 | 16.4 | 12.3 | 6.4 | 62 | — | — | — | |
| BayesInputs=Aug PET + CT + Unc.2026.06 | 61.7 | 67.8 | 56.2 | 4.8 | 6.8 | 3 | 9.3 | 5.6 | 12.6 | 21.1 | 13.5 | 85.1 | — | — | — | |
| DetMeanInputs=Aug PET + CT + Unc.2026.06 | 61.5 | 67.5 | 56.1 | 4.9 | 6.9 | 3.1 | 9.5 | 5.7 | 12.8 | 21.1 | 13.7 | 84.2 | — | — | — | |
| DetMeanInputs=Base PET + CT2026.06 | 60.1 | 68.2 | 52.9 | 2.9 | 4.2 | 1.9 | 13.9 | 10.9 | 16.6 | 14.4 | 8.4 | 65.4 | — | — | — | |
| HS-UNetLLM Adjudication=None, Report Conditioning=False2026.06 | 59 | — | — | — | — | — | — | — | — | — | — | — | 92 | 46 | 1.9 | |
| HS-UNet+ossLLM Adjudication=base gpt-oss-20b, Report Conditioning=False2026.06 | 45 | — | — | — | — | — | — | — | — | — | — | — | 41 | 54 | 0.72 | |
| ThresholdLLM Adjudication=None, Report Conditioning=False2026.06 | 33 | — | — | — | — | — | — | — | — | — | — | — | 87 | 25 | 13.7 |