Continual Few-Shot Learning on CGQA (test)
94.04Sys ScoreCoFiMA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CoFiMAregime=PTM-based CIL, backbone=fine-tunes DINOv2, seed=single-seed (42 only)2026.05 | 94.04 | 97.03 | 95.49 | 95.41 | 91.97 | 94.74 | |
| COMPOSE-CTregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained, note=ablation2026.05 | 92.4 | 95.8 | 94.61 | 93.72 | 91.61 | 93.6 | |
| COMPOSEregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained2026.05 | 90.27 | 94.77 | 93.72 | 91.83 | 94.14 | 92.92 | |
| EASEregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, seed=single-seed (42 only)2026.05 | 90.12 | 93.77 | 93.55 | 91.78 | 91.21 | 92.06 | |
| RanPACregime=PTM-based CIL, backbone=frozen DINOv2 ViT-B/14, seed=single-seed (42 only)2026.05 | 84.02 | 89.33 | 88.78 | 85.94 | 88.6 | 87.28 | |
| MetaProtoNetregime=Offline meta-trained, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained2026.05 | 82.23 | 85.76 | 86.62 | 84.64 | 79.32 | 83.63 | |
| TransSlotregime=Offline meta-trained, backbone=frozen DINOv2 ViT-B/14, paradigm=episodically meta-trained2026.05 | 75.58 | 68.96 | 81.12 | 79.35 | 69.68 | 74.6 | |
| SimpleShotregime=Zero-shot inference, backbone=frozen DINOv2 ViT-B/142026.05 | 66.5 | 83.11 | 75.98 | 67.59 | 86.79 | 75.13 | |
| DINOv2-Protoregime=Zero-shot inference, backbone=frozen DINOv2 ViT-B/142026.05 | 60.82 | 65.12 | 70.36 | 61.88 | 83.28 | 67.41 |