| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Pascal VOC 2007 | SARB | Avg OF189.8 | 66 | 1mo ago | |
| VG-200 | SARB | Avg OF147.9 | 66 | 1mo ago | |
| MS-COCO | SARB | Overall F1 Score (OF1)78.6 | 66 | 1mo ago | |
| Pascal VOC 2007 (test) | GKGNet | Avg. mAP96.8 | 25 | 1mo ago | |
| MS-COCO (val) | PLA | F1 Score (All)81.5 | 18 | 1mo ago | |
| CUB (test) | SCINet | mAP26.16 | 16 | 1mo ago | |
| VG-200 (test) | DSRB | Avg. OF145.1 | 13 | 1mo ago | |
| NUS-WIDE seen & unseen | RAM | F1 Score @ 323.5 | 10 | 1mo ago | |
| CUB-200 Single Positive Label 2011 | SCPNet | mAP25.7 | 10 | 1mo ago | |
| NUS-WIDE Single Positive Label | SCPNet | mAP62 | 10 | 1mo ago | |
| Pascal VOC Single Positive Label 2007 | SCPNet | mAP91.2 | 10 | 1mo ago | |
| MS-COCO Single Positive Label | SCPNet | mAP76.4 | 10 | 1mo ago | |
| MS-COCO 2014 (val) | DualCoop | mAP@0.1078.7 | 10 | 1mo ago | |
| VG-200 v1.4 (test) | HST | Avg. OF146.3 | 8 | 1mo ago | |
| NUS-WIDE | CSL* | Performance at 10% Threshold61.7 | 8 | 1mo ago | |
| MS-COCO (seen and unseen) | RAM | P@362.5 | 6 | 1mo ago | |
| MS-COCO (unseen) | RAM | Precision@338.2 | 6 | 1mo ago | |
| MS-COCO (test) | SARB | mAP77.9 | 6 | 1mo ago | |
| MS-COCO 16 novel classes | ML-FSL | mAP63.6 | 5 | 1mo ago | |
| MS-COCO | DualCoOp + TaI-DPT | IoU@10%81.5 | 4 | 1mo ago |
