| CountBench | MolmoPoint-8B-O-7B | Accuracy95.1 | | 102 | 1mo ago |
| TallyQA | GLM-4.6V | Accuracy82.2 | | 67 | 23h ago |
| CARPK | CountGD | MAE3.68 | | 52 | 2mo ago |
| Robotic Counting (val) | Embodied Counting model | Accuracy100 | | 48 | 1mo ago |
| CountBenchQA | FineViT-VL | Accuracy93.84 | | 45 | 22d ago |
| RoboMME Counting | | Bin Fill Success Rate96 | | 23 | 2mo ago |
| FSCD-147 (test) | | MAE7.84 | | 21 | 3mo ago |
| FSC-147 (test) | CountGD | MAE5.74 | | 17 | 21d ago |
| UHR-Micro (test) | MAP-Agent | GC40.98 | | 16 | 21d ago |
| Pixmo (test) | Visual Para-Thinker | Accuracy70.8 | | 13 | 3mo ago |
| Maize core localization PML (test) | AKT | MAE7.1 | | 13 | 3mo ago |
| Maize core localization (PML) (val) | AKT | MAE7.3 | | 13 | 3mo ago |
| PixMo-Count | Molmo-72B | Accuracy88.8 | | 11 | 2mo ago |
| FSC-133 (test) | BMNet+ | MAE13.85 | | 11 | 3mo ago |
| FSC-133 (val) | BMNet+ | MAE16.54 | | 11 | 3mo ago |
| SuperClevr Counting | PAPO_D | Avg@8 Accuracy91.38 | | 10 | 1mo ago |
| Emoji-Count | LVLM-Count | MAE16.16 | | 10 | 3mo ago |
| SGMRI-VQA Volume-level (test) | Qwen3-VL-8B-SGMRIVQA | A-Score37.77 | | 9 | 1mo ago |
| Pixmo (val) | Qwen2.5-VL | Accuracy74 | | 9 | 3mo ago |
| PixMoCount (val) | Ours (multi-object) | Accuracy75.89 | | 8 | 16d ago |
| counting | sketchVLM | Accuracy95.9 | | 7 | 1mo ago |
| PixMo | CoME-VL | Accuracy87.83 | | 7 | 1mo ago |
| SynReal | Ours | Accuracy91.21 | | 6 | 2mo ago |
| SynPoly | HeadLens | Accuracy93.4 | | 6 | 2mo ago |
| SynDot | HeadLens | Accuracy95.4 | | 6 | 2mo ago |
