Biomarker Segmentation on TNBC (test)
72.27IoUUN-SAM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UN-SAMEvaluation protocol=Fine-tuned2025.06 | 72.27 | 83.89 | — | — | — | — | — | |
| MCADSEvaluation protocol=Zero-shot2025.06 | 69.16 | 81.48 | 79.63 | 84.51 | 0.0276 | 12.59 | 1.9611 | |
| ReN-UNetoptimizer=Adam, learning rate=1e-4, batch size=8, epochs=2002025.04 | 66.13 | 78.99 | 86.09 | 74.97 | 0.0291 | 10.355 | 3.248 | |
| EMCADEvaluation protocol=Zero-shot2025.06 | 65.13 | 78.6 | 82.59 | 75.88 | 0.0501 | 15.953 | 3.3419 | |
| PVT-CASCADEEvaluation protocol=Zero-shot2025.06 | 62.46 | 76.11 | 82.49 | 74.41 | 0.0379 | 13.506 | 2.7764 | |
| U2-NetEvaluation protocol=Zero-shot2025.06 | 61.86 | 75.63 | 72.02 | 82.43 | 0.0349 | 14.659 | 3.4034 | |
| U2-Net2025.04 | 61.86 | 75.63 | 72.02 | 82.43 | 0.0349 | 14.659 | 3.4034 | |
| SegResNetEvaluation protocol=Zero-shot2025.06 | 61.63 | 75.15 | 79.59 | 75.42 | 0.0362 | 15.314 | 3.1723 | |
| UNet++Evaluation protocol=Zero-shot2025.06 | 60.94 | 74.53 | 77.89 | 75.2 | 0.037 | 17.106 | 3.9056 | |
| UNet++2025.04 | 60.94 | 74.53 | 77.89 | 75.2 | 0.037 | 17.106 | 3.9056 | |
| TransUNetEvaluation protocol=Zero-shot2025.06 | 59.71 | 73.31 | 85.69 | 66.9 | 0.0518 | 15.273 | 3.262 | |
| TransUNet2025.04 | 59.71 | 73.31 | 85.69 | 66.9 | 0.0518 | 15.273 | 3.262 | |
| nnU-NetEvaluation protocol=Zero-shot2025.06 | 59.35 | 73.06 | 84.57 | 67.63 | 0.0511 | 16.768 | 3.3843 | |
| nnUNet2025.04 | 59.35 | 73.06 | 84.57 | 67.63 | 0.0511 | 16.768 | 3.3843 | |
| FusionU-NetEvaluation protocol=Zero-shot2025.06 | 56.8 | 71.44 | 87.84 | 62.21 | 0.0557 | 18.705 | 3.6262 | |
| UCTransNetEvaluation protocol=Zero-shot2025.06 | 56.62 | 71.29 | 86.83 | 62.9 | 0.0549 | 18.34 | 3.5854 | |
| UCTransNet2025.04 | 56.62 | 71.29 | 86.83 | 62.9 | 0.0549 | 18.34 | 3.5854 | |
| Swin-UnetEvaluation protocol=Zero-shot2025.06 | 55.87 | 70.2 | 86.78 | 62.13 | 0.0515 | 19.421 | 4.3773 | |
| Swin-Unet2025.04 | 55.87 | 70.2 | 86.78 | 62.13 | 0.0515 | 19.421 | 4.3773 | |
| Hover-NetEvaluation protocol=Zero-shot2025.06 | 54.89 | 69.2 | 88.68 | 59.57 | 0.0539 | 23.017 | 5.0716 | |
| Hover-Net2025.04 | 54.89 | 69.2 | 88.68 | 59.57 | 0.0539 | 23.017 | 5.0716 | |
| U-NetEvaluation protocol=Zero-shot2025.06 | 53.41 | 67.55 | 88.79 | 58.44 | 0.0548 | 21.101 | 5.0472 | |
| U-Net2025.04 | 53.41 | 67.55 | 88.79 | 58.44 | 0.0548 | 21.101 | 5.0472 |