Continual Few-Shot Learning on COBJ (test)
83.66SYS ScoreEASE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EASEregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, seed=single-seed (42 only)2026.05 | 83.66 | 72.11 | 80.51 | 89.03 | 80.85 | |
| COMPOSEregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained2026.05 | 81.64 | 65.37 | 75.7 | 88.42 | 76.83 | |
| COMPOSE-CTregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained, note=ablation2026.05 | 80.99 | 66.21 | 76.5 | 87.85 | 77.06 | |
| RanPACregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, seed=single-seed (42 only)2026.05 | 80.6 | 67.78 | 77.72 | 88.27 | 77.89 | |
| CoFiMAregime=PTM-based CIL, backbone=fine-tunes DINOv2, seed=single-seed (42 only)2026.05 | 77.12 | 63.08 | 79.57 | 87.25 | 75.69 | |
| MetaProtoNetregime=Offline meta-trained, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained2026.05 | 76.9 | 66.55 | 75.01 | 81.76 | 74.64 | |
| TransSlotregime=Offline meta-trained, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained2026.05 | 72.95 | 58.25 | 66.64 | 84.34 | 69.27 | |
| SimpleShotregime=Zero-shot inference, backbone=frozen DINOv2 ViT-B/142026.05 | 72.72 | 55.99 | 61.31 | 89.19 | 67.64 | |
| DINOv2-Protoregime=Zero-shot inference, backbone=frozen DINOv2 ViT-B/142026.05 | 66.93 | 52.9 | 56.09 | 88.8 | 63.56 |