Tumor Segmentation and Detection on UCSF Kidney Tumor internal (test)
75F1 ScoreR-Super
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| R-Supertrain paradigm=medium / many training masks (344/1.7K), mask=1.7K, rep.=2.7K2025.07 | 75 | 78 | 80 | 70 | |
| Vol. Losstrain paradigm=ablation studies, mask=1.7K, rep.=2.7K2025.07 | 75 | 74 | 86 | 63 | |
| Ball Losstrain paradigm=ablation studies, mask=1.7K, rep.=2.7K2025.07 | 74 | 75 | 87 | 58 | |
| nnU-Nettrain paradigm=medium / many training masks (344/1.7K), mask=1.7K, rep.=02025.07 | 72 | 74 | 87 | 53 | |
| RG Pseudo-1.train paradigm=medium / many training masks (344/1.7K), mask=1.7K, rep.=2.7K2025.07 | 71 | 74 | 80 | 60 | |
| segmentationtrain paradigm=medium / many training masks (344/1.7K), mask=1.7K, rep.=02025.07 | 71 | 73 | 65 | 68 | |
| Models G.train paradigm=medium / many training masks (344/1.7K), mask=1.7K, rep.=02025.07 | 67 | 73 | 77 | 54 | |
| R-Supertrain paradigm=few training masks (50), mask=50, rep.=2.7K2025.07 | 65 | 66 | 73 | 55 | |
| CLIP-Liketrain paradigm=medium / many training masks (344/1.7K), mask=1.7K, rep.=2.7K2025.07 | 64 | 71 | 75 | 48 | |
| Multi-task 1.train paradigm=medium / many training masks (344/1.7K), mask=1.7K, rep.=2.7K2025.07 | 64 | 71 | 68 | 63 | |
| segmentationtrain paradigm=few training masks (50), mask=0, rep.=02025.07 | 50 | 64 | 68 | 68 |