Cross-Domain Variable-Shot Continual Incremental Learning on XD-VSCIL High-Scale Domain Imbalance
50.07S_adaptRanPAC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RanPACBackbone=CLIP ViT-B/16, Training Protocol=Training-free2026.04 | 50.07 | 56.44 | 52.57 | |
| Primal-RAILBackbone=CLIP ViT-B/16, Training Protocol=Trainable2026.04 | 49.41 | 57.86 | 53.18 | |
| HYCALBackbone=CLIP ViT-B/16, Training Protocol=Training-free2026.04 | 47.71 | 61.39 | 53.7 | |
| KLDABackbone=CLIP ViT-B/16, Training Protocol=Training-free2026.04 | 42.39 | 58.79 | 49.26 | |
| FeCAMBackbone=CLIP ViT-B/16, Training Protocol=Training-free2026.04 | 5.15 | 1.85 | 1.84 |