Cardiac Segmentation on EchoNet-Dynamic (test)
100Dice ScoreGT-mask EF proxy ceiling
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GT-mask EF proxy ceilingBackbone=N/A, Trainable components=none2026.06 | 100 | 100 | |
| Supervised U-NetBackbone=CNN U-Net, Trainable components=full model2026.06 | 91.5 | 84.8 | |
| Partial FT DINOv3 + decoder (last 2 blocks + norm)Backbone=DINOv3 ViT, Trainable components=decoder + last 2 blocks + norm2026.06 | 91.1 | 84.1 | |
| Partial FT DINOv3 + decoder (last block + norm)Backbone=DINOv3 ViT, Trainable components=decoder + last block + norm2026.06 | 91 | 84 | |
| DINOv3 + decoderBackbone=DINOv3 ViT, Trainable components=decoder2026.06 | 90.6 | 83.4 | |
| Partial FT BYOS + decoder (adapt only)Backbone=BYOS SSL, Trainable components=decoder + adapt2026.06 | 90.6 | 83.3 | |
| Partial FT BYOS + decoder (adapt + dec3)Backbone=BYOS SSL, Trainable components=decoder + sel. blocks2026.06 | 90.6 | 83.3 | |
| BYOS + decoderBackbone=BYOS SSL, Trainable components=decoder2026.06 | 90.2 | 82.7 | |
| DINOv3 + linear probeBackbone=DINOv3 ViT, Trainable components=linear head2026.06 | 85.3 | 75.2 | |
| BYOS + linear probeBackbone=BYOS SSL, Trainable components=linear head2026.06 | 83.8 | 73 | |
| BYOS heuristicBackbone=BYOS SSL, Trainable components=none2026.06 | 68.7 | 55.8 | |
| DINOv3 heuristicBackbone=DINOv3 ViT, Trainable components=none2026.06 | 68.4 | 53.7 |