Medical Image Segmentation on LA seven-shot 2018
86.22DICEDINO-AugSeg
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DINO-AugSegEncoder Type=SSL, Training scans=72026.01 | 86.22 | 11.75 | |
| SegDINOEncoder Type=SSL, Training scans=72026.01 | 83.58 | 12.48 | |
| nn-UNetEncoder Type=Conv, Training scans=72026.01 | 81.54 | 12.58 | |
| AIMv2Encoder Type=SSL, Training scans=72026.01 | 77.56 | 16.74 | |
| MISSFormerEncoder Type=Trans, Training scans=72026.01 | 76.38 | 18.04 | |
| SwinUNETREncoder Type=Trans, Training scans=72026.01 | 74.73 | 19.8 | |
| MAEEncoder Type=SSL, Training scans=72026.01 | 73.4 | 21.68 | |
| SegFormerEncoder Type=Trans, Training scans=72026.01 | 65.11 | 23.4 | |
| Unet++Encoder Type=Conv, Training scans=72026.01 | 64.47 | 30.85 | |
| SegResNetEncoder Type=Conv, Training scans=72026.01 | 63.04 | 28.16 | |
| MoCov2Encoder Type=SSL, Training scans=72026.01 | 62.9 | 22.95 | |
| SegNetEncoder Type=Conv, Training scans=72026.01 | 61.41 | 20.9 | |
| SimSiamEncoder Type=SSL, Training scans=72026.01 | 57.63 | 25.88 | |
| Attention-UnetEncoder Type=Conv, Training scans=72026.01 | 56.48 | 33.1 | |
| U-NetEncoder Type=Conv, Training scans=72026.01 | 53.45 | 33.74 | |
| MultiResUNetEncoder Type=Conv, Training scans=72026.01 | 48.53 | 39.47 |