| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Winoground (test) | Sugar | Text Agreement (%)40 | 12 | 1mo ago | |
| FG-OVD Easy | FG-CLIP (w/ hard negatives) | R@168.7 | 9 | 1mo ago | |
| FG-OVD (Medium) | FG-CLIP (w/ hard negatives) | R@166.6 | 9 | 1mo ago | |
| FG-OVD Hard split | FG-CLIP (w/ hard negatives) | R@146.1 | 9 | 1mo ago | |
| FG-OVD (Trivial split) | FG-CLIP (w/ hard negatives) | R@183.4 | 8 | 1mo ago | |
| Food-101 (test) | Recall@195.4 | 6 | 1mo ago | ||
| DTD (test) | Two-stage BM25-V pipeline | R@176.9 | 6 | 1mo ago | |
| Flowers-102 (test) | Two-stage BM25-V pipeline | Recall@199.1 | 6 | 1mo ago | |
| Pets (test) | Two-stage BM25-V pipeline | R@10.916 | 6 | 1mo ago | |
| Cars-196 (test) | R@192.2 | 6 | 1mo ago | ||
| CUB-200 (test) | FAISS-HNSW | R@10.768 | 6 | 1mo ago | |
| UnED | TIPS | Retrieval Score68.2 | 4 | 4d ago | |
| HOI-POS | CN-CLIP-1B | MR (CN)68.51 | 4 | 1mo ago | |
| VG-POS | CN-CLIP-1B | Mean Rank (CN)9.96 | 4 | 1mo ago | |
| COCO-COUNT | CN-CLIP-1B | MR (CN)14.54 | 4 | 1mo ago | |
| COCO-MCC | CLIP-0.4B | MR (EN)22.42 | 4 | 1mo ago | |
| Stanford Dogs | CN-CLIP-1B | MR (CN)48.81 | 4 | 1mo ago | |
| CUB-200 2011 | M2-Encoder-0.4B | Mean Rank (EN)57.22 | 4 | 1mo ago |
