| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CountBench | SAM3 | Accuracy93.8 | 52 | 3d ago | |
| CARPK | CountGD | MAE3.83 | 41 | 3d ago | |
| CountBenchQA | Qwen2.5-VL | Accuracy89.1 | 28 | 3d ago | |
| TallyQA | Molmo | Accuracy80.8 | 28 | 3d ago | |
| FSCD-147 (test) | MAE7.84 | 21 | 2d ago | ||
| Pixmo (test) | Visual Para-Thinker | Accuracy70.8 | 13 | 3d ago | |
| Maize core localization PML (test) | AKT | MAE7.1 | 13 | 3d ago | |
| Maize core localization (PML) (val) | AKT | MAE7.3 | 13 | 3d ago | |
| FSC-133 (test) | BMNet+ | MAE13.85 | 11 | 3d ago | |
| FSC-133 (val) | BMNet+ | MAE16.54 | 11 | 3d ago | |
| Emoji-Count | LVLM-Count | MAE16.16 | 10 | 3d ago | |
| FSC-147 (test) | MAE10.12 | 10 | 3d ago | ||
| Pixmo (val) | Qwen2.5-VL | Accuracy74 | 9 | 3d ago | |
| MCAC (test) | CoDi | MAE5.26 | 6 | 3d ago | |
| MCAC (val) | CoDi | MAE5.81 | 6 | 3d ago | |
| TallyQA (val) | Moxin-7B | Accuracy66 | 6 | 3d ago | |
| FSCD-LVIS (unseen) | GeCo | MAE15.26 | 5 | 3d ago | |
| TallyQA Complex | Omni-SMoLA | Accuracy77.1 | 4 | 3d ago | |
| Big-Bench Hard Counting | TextGrad | Success Rate91.9 | 4 | 3d ago | |
| PixMoCount | 1.7B K^8_{0.5} | Score69.4 | 3 | 3d ago | |
| CVBench | 1.7B K^8_{0.5} | Counting Score73.8 | 3 | 3d ago | |
| Aerial Counting | 1.7B K^8_{0.5} | Aerial Counting Score57 | 3 | 3d ago | |
| CLEVR-Count | Qwen2.5-VL-3B | Accuracy57.5 | 2 | 3d ago |
