| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object sketch-based scene retrieval | SketchyCOCO | Top-5 Accuracy33.4 | 15 | |
| Fine-grained Object Detection | SketchyCOCO fine-grained (test) | AP@.315 | 12 | |
| Fine-grained text-based image retrieval | SketchyCOCO (test) | Top-1 Acc39.5 | 10 | |
| Scene-level Fine-Grained SBIR | SketchyCOCO Complete Sketch | Top-1 Accuracy0.345 | 10 | |
| Fine-grained sketch-based image retrieval | SketchyCOCO (test) | Acc@138.2 | 8 | |
| Object-level Image Generation | SketchyCOCO | FID87.6 | 8 | |
| Scene-level Image Generation | SketchyCOCO | FID80.3 | 5 | |
| Sketch-to-Photo Synthesis | SketchyCOCO open-domain | FID139.2 | 4 | |
| Sketch-to-Photo Synthesis | SketchyCOCO (in-domain) | FID128.4 | 4 | |
| Sketch-to-Photo Synthesis | SketchyCOCO (full) | FID114.8 | 4 | |
| Scene-level Fine-Grained SBIR | SketchyCOCO Pmask 0.5 | Metric- | 0 | |
| Scene-level Fine-Grained SBIR | SketchyCOCO Pmask 0.3 | Metric- | 0 |