Landmark Detection on DHA 10-shot
2.51Mean Relative Error (MRE)CDPM-align (Ours, λ=5)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CDPM-align (Ours, λ=5)Shot count=10-shot, Alignment weight (lambda)=52026.06 | 2.51 | 2.16 | 86.47 | 4.46 | |
| CDPM (NIH, λ=0)Shot count=10-shot, Pre-training=NIH, Alignment weight (lambda)=02026.06 | 4.08 | 3.24 | 80.5 | 16.41 | |
| Di Via et al.Shot count=10-shot2026.06 | 4.34 | 3.01 | 79.94 | 19.11 | |
| ResNet-101 (ImageNet)Shot count=10-shot, Backbone=ResNet-101, Pre-training=ImageNet2026.06 | 6.07 | 5.76 | 78.44 | 26.39 | |
| CDPM ScratchShot count=10-shot, Pre-training=Scratch2026.06 | 8.6 | 5.83 | 71.19 | 44.34 | |
| ResNet-101 (SimCLR v2)Shot count=10-shot, Backbone=ResNet-101, Pre-training=SimCLR v22026.06 | 20.24 | 19.91 | 39.36 | 86.83 | |
| ResNet-101 (DINO)Shot count=10-shot, Backbone=ResNet-101, Pre-training=DINO2026.06 | 23.63 | 22.38 | 34.95 | 99.49 | |
| ResNet-101 (MoCo v3)Shot count=10-shot, Backbone=ResNet-101, Pre-training=MoCo v32026.06 | 24.6 | 23.48 | 34.86 | 102.67 | |
| Zhu et al.Shot count=10-shot2026.06 | 33.85 | 90.66 | 44.48 | 161.83 |