ImageNet-Sketch
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | ImageNet-Sketch (test) | Top-1 Acc0.7337 | 153 | |
| Image Classification | ImageNet-Sketch (val) | Top-1 Acc67.3 | 52 | |
| Zero-shot Image Classification | ImageNet-Sketch (test) | Accuracy65.4 | 19 | |
| Image Classification | ImageNet-Sketch 1.0 (test) | Top-1 Acc46.03 | 16 | |
| Classification | ImageNet-Sketch Batch Size 1 1.0 (test) | Accuracy45.9 | 13 | |
| Classification | ImageNet-Sketch Label Shifts 1.0 (test) | Accuracy45.1 | 13 | |
| Classification | ImageNet-Sketch Mild 1.0 (test) | Accuracy (%)43.7 | 13 | |
| Calibration | ImageNet-Sketch (test) | ECE0.28 | 12 | |
| Selective Classification | ImageNet-Sketch Original (test) | Metric A58.4 | 11 | |
| Image Classification | ImageNet-Sketch standard (test) | Accuracy35.8 | 6 | |
| Image Classification | ImageNet-Sketch 9 (test) | Accuracy51.52 | 6 | |
| Image Classification | ImageNet-Sketch v1 (test) | Accuracy0.597 | 5 | |
| Image Classification | ImageNet-Sketch (IN-S) (test) | Top-1 Accuracy37.1 | 5 | |
| Visual In-Context Image Synthesis (VICIS) | ImageNet Sketch Queries | Accuracy (per concept)32.6 | 4 | |
| Image Classification | ImageNet-Sketch Low conf. set | Top-1 Acc24.42 | 4 | |
| Image Classification | ImageNet-Sketch Full set | Top-1 Acc53.17 | 4 | |
| Image Classification | ImageNet-Sketch 30 | Top-1 Accuracy16.12 | 4 | |
| Image Classification | ImageNet-Sketch 1.0 (val) | Accuracy (IN-SK)39.54 | 3 |
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