Medical Image Segmentation on ACDC seven-shot
81.85DICEDINO-AugSeg
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DINO-AugSegEncoder Type=SSL, Training scans=72026.01 | 81.85 | 9.96 | |
| SimSiamEncoder Type=SSL, Training scans=72026.01 | 75.07 | 12.01 | |
| SegDINOEncoder Type=SSL, Training scans=72026.01 | 73.96 | 6.18 | |
| MoCov2Encoder Type=SSL, Training scans=72026.01 | 73.23 | 10.35 | |
| Unet++Encoder Type=Conv, Training scans=72026.01 | 62.79 | 34.87 | |
| Attention-UnetEncoder Type=Conv, Training scans=72026.01 | 61.98 | 30.59 | |
| AIMv2Encoder Type=SSL, Training scans=72026.01 | 61.23 | 18.75 | |
| U-NetEncoder Type=Conv, Training scans=72026.01 | 60.72 | 27.51 | |
| SegNetEncoder Type=Conv, Training scans=72026.01 | 54.75 | 31.42 | |
| SegResNetEncoder Type=Conv, Training scans=72026.01 | 54.02 | 52.81 | |
| nn-UNetEncoder Type=Conv, Training scans=72026.01 | 52.09 | 49.57 | |
| SwinUNETREncoder Type=Trans, Training scans=72026.01 | 48.49 | 24.74 | |
| MAEEncoder Type=SSL, Training scans=72026.01 | 47.99 | 15.04 | |
| MISSFormerEncoder Type=Trans, Training scans=72026.01 | 41.04 | 20.87 | |
| SegFormerEncoder Type=Trans, Training scans=72026.01 | 39.87 | 43.6 | |
| MultiResUNetEncoder Type=Conv, Training scans=72026.01 | 26.46 | 55.72 |