Sketchy
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fine-Grained Sketch-Based Image Retrieval | Sketchy (test) | Top-1 Accuracy38.62 | 22 | |
| Sketch-based Few-Shot Class-Incremental Learning | Sketchy | Accuracy @ Both71.52 | 18 | |
| Sketch-to-Image Generation | Sketchy In the Wild | FID1.16 | 17 | |
| Sketch-to-image | Sketchy (test) | FID0.74 | 17 | |
| Zero-Shot Sketch-Based Image Retrieval | Sketchy | mAP@2000.723 | 17 | |
| Sketch-Based Image Retrieval | Sketchy Ext | mAP0.736 | 17 | |
| Sketch-Based Image Retrieval | Sketchy | mAP@20082.7 | 15 | |
| Object-level Composed Retrieval | Sketchy | Acc@530.6 | 10 | |
| Cross-Category Fine-Grained Sketch-Based Image Retrieval | Sketchy (test) | Acc@127.6 | 9 | |
| Cross-category Fine-Grained Zero-Shot Sketch-Based Image Retrieval | Sketchy | Top-1 Acc28.68 | 9 | |
| Categorical Sketch-Based Image Retrieval | Sketchy extended (unseen) | mAP@all57.5 | 9 | |
| Category-level Sketch-Based Image Retrieval | Sketchy extended (test) | mAP90.5 | 9 | |
| Attribute Localization | Sketchy Human Sketches (Human Evaluation) | Precision87 | 8 | |
| Structural Alignment | Sketchy Human Sketches (Human Evaluation) | Preference Rate0.676 | 7 | |
| Sketch-based Image Retrieval | Sketchy (test) | mAP@2000.757 | 6 | |
| Sketch-Based Image Retrieval | Sketchy Generalized Zero-Shot Extended | mAP65.6 | 6 | |
| Fine-Grained Sketch-Based Image Retrieval | Sketchy cross-category 21 unseen classes (test) | Top-1 Acc32.71 | 6 | |
| Image-to-Text Retrieval | SKETCHY | R@168.22 | 5 | |
| Text-to-Image Retrieval | SKETCHY | R@169.86 | 5 | |
| Image Generation | Sketchy | FID208.1 | 3 |
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