Compositional Few-Shot Transfer on CGQA 10-way 10-shot
94.14NOCCOMPOSE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| COMPOSEStrategy=Ours, Backbone=frozen DINOv2 ViT-B/14, Protocol=episodically meta-trained2026.05 | 94.14 | 92.92 | |
| CoFiMAStrategy=PTM-based CIL, Backbone=fine-tuned DINOv2 ViT-B/14, Seed=seed 42 only2026.05 | 91.97 | 94.74 | |
| COMPOSE-CTStrategy=Ours, Backbone=frozen DINOv2 ViT-B/14, Protocol=episodically meta-trained2026.05 | 91.61 | 93.6 | |
| EASEStrategy=PTM-based CIL, Backbone=frozen DINOv2 ViT-B/14, Seed=seed 42 only2026.05 | 91.21 | 92.06 | |
| RanPACStrategy=PTM-based CIL, Backbone=frozen DINOv2 ViT-B/14, Seed=seed 42 only2026.05 | 88.6 | 87.28 | |
| SimpleShotStrategy=Zero-shot, Backbone=frozen DINOv2 ViT-B/142026.05 | 86.79 | 75.13 | |
| DINOv2-ProtoStrategy=Zero-shot, Backbone=frozen DINOv2 ViT-B/142026.05 | 83.28 | 67.41 | |
| MetaProtoNetStrategy=Offline meta, Backbone=frozen DINOv2 ViT-B/14, Protocol=episodically meta-trained2026.05 | 79.32 | 83.63 | |
| TransSlotStrategy=Offline meta, Backbone=frozen DINOv2 ViT-B/14, Protocol=episodically meta-trained2026.05 | 69.68 | 74.6 |