Cross-category Fine-Grained Zero-Shot Sketch-Based Image Retrieval on Sketchy
28.68Top-1 AccCLIP for FG-ZS-SBIR (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIP for FG-ZS-SBIR (Ours)Backbone=ViT-B/16 (CLIP), Prompting Strategy=Fine-tuned Layer-Norm prompts2023.03 | 28.68 | 62.34 | |
| B-FG-DeepBackbone=ViT-B/16 (CLIP), Prompting Strategy=Deep Prompting2023.03 | 27.62 | 61.56 | |
| B-FG-MMBackbone=ViT-B/16 (CLIP), Prompting Strategy=Multi-modal Prompting2023.03 | 27.16 | 59.46 | |
| B-FG-IPBackbone=ViT-B/16 (CLIP), Prompting Strategy=Independent Prompting2023.03 | 26.69 | 56.08 | |
| B-FG-CondBackbone=ViT-B/16 (CLIP), Prompting Strategy=Conditional Prompting (ResNet-18)2023.03 | 25.98 | 54.38 | |
| CC-DGEvaluation Protocol=Cross-category FG-ZS-SBIR2023.03 | 22.6 | 49 | |
| B-FG-LinBackbone=ViT-B/16 (CLIP), Prompting Strategy=Linear Probe2023.03 | 15.75 | 39.63 | |
| Cross-GRADEvaluation Protocol=Cross-category FG-ZS-SBIR2023.03 | 13.4 | 34.9 | |
| B-FG-FTBackbone=ViT-B/16 (CLIP), Prompting Strategy=Fine-tune Image Encoder2023.03 | 1.23 | 4.56 |