Tumor Segmentation and Detection on JHH Pancreas Tumor external (test)
59DSCR-Super
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| R-Supertrain paradigm=medium / many training masks (344/1.7K), mask=344, rep.=2.2K2025.07 | 59 | 69 | 91 | 92 | 94 | 88 | |
| Vol. Losstrain paradigm=ablation studies, mask=344, rep.=2.2K2025.07 | 59 | 61 | 94 | 97 | 90 | 98 | |
| Ball Losstrain paradigm=ablation studies, mask=344, rep.=2.2K2025.07 | 59 | 59 | 83 | 92 | 78 | 90 | |
| RG Pseudo-1.train paradigm=medium / many training masks (344/1.7K), mask=344, rep.=2.2K2025.07 | 56 | 62 | 80 | 79 | 80 | 78 | |
| CLIP-Liketrain paradigm=medium / many training masks (344/1.7K), mask=344, rep.=2.2K2025.07 | 55 | 58 | 83 | 86 | 90 | 70 | |
| Models G.train paradigm=medium / many training masks (344/1.7K), mask=344, rep.=02025.07 | 53 | 57 | 77 | 81 | 78 | 74 | |
| nnU-Nettrain paradigm=medium / many training masks (344/1.7K), mask=344, rep.=02025.07 | 53 | 57 | 78 | 75 | 76 | 82 | |
| segmentationtrain paradigm=medium / many training masks (344/1.7K), mask=344, rep.=02025.07 | 51 | 59 | 82 | 84 | 78 | 88 | |
| R-Supertrain paradigm=few training masks (50), mask=50, rep.=2.2K2025.07 | 49 | 52 | 67 | 75 | 68 | 64 | |
| segmentationtrain paradigm=few training masks (50), mask=50, rep.=02025.07 | 38 | 41 | 62 | 63 | 62 | 62 | |
| Multi-task 1.train paradigm=medium / many training masks (344/1.7K), mask=344, rep.=2.2K2025.07 | 38 | 43 | 72 | 80 | 78 | 60 |