Medical Image Segmentation on Synapse seven-shot
71.19DICEDINO-AugSeg
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DINO-AugSegEncoder Type=SSL, Training scans=72026.01 | 71.19 | 21.76 | |
| Unet++Encoder Type=Conv, Training scans=72026.01 | 70.85 | 19.47 | |
| Attention-UnetEncoder Type=Conv, Training scans=72026.01 | 69.76 | 24.44 | |
| SegResNetEncoder Type=Conv, Training scans=72026.01 | 67.57 | 26.64 | |
| MoCov2Encoder Type=SSL, Training scans=72026.01 | 66.91 | 19 | |
| SimSiamEncoder Type=SSL, Training scans=72026.01 | 66.44 | 17.6 | |
| U-NetEncoder Type=Conv, Training scans=72026.01 | 66.02 | 25.03 | |
| nn-UNetEncoder Type=Conv, Training scans=72026.01 | 63.11 | 30.55 | |
| AIMv2Encoder Type=SSL, Training scans=72026.01 | 57.23 | 19.75 | |
| SegDINOEncoder Type=SSL, Training scans=72026.01 | 54.1 | 22.44 | |
| SwinUNETREncoder Type=Trans, Training scans=72026.01 | 53.1 | 33.55 | |
| SegNetEncoder Type=Conv, Training scans=72026.01 | 52.97 | 29.13 | |
| MISSFormerEncoder Type=Trans, Training scans=72026.01 | 51.95 | 34.94 | |
| MAEEncoder Type=SSL, Training scans=72026.01 | 48.48 | 32.19 | |
| SegFormerEncoder Type=Trans, Training scans=72026.01 | 43.51 | 41.11 | |
| MultiResUNetEncoder Type=Conv, Training scans=72026.01 | 5.33 | 250.27 |