| CountBench | MolmoPoint-8B-O-7B | Accuracy95.1 | | 82 | 18d ago |
| CARPK | CountGD | MAE3.68 | | 52 | 1mo ago |
| Robotic Counting (val) | Embodied Counting model | Accuracy100 | | 48 | 4d ago |
| CountBenchQA | FineViT-VL | Accuracy93.84 | | 32 | 1mo ago |
| TallyQA | Molmo | Accuracy80.8 | | 28 | 1mo ago |
| RoboMME Counting | | Bin Fill Success Rate96 | | 23 | 1mo ago |
| FSCD-147 (test) | | MAE7.84 | | 21 | 1mo ago |
| Pixmo (test) | Visual Para-Thinker | Accuracy70.8 | | 13 | 1mo ago |
| Maize core localization PML (test) | AKT | MAE7.1 | | 13 | 1mo ago |
| Maize core localization (PML) (val) | AKT | MAE7.3 | | 13 | 1mo ago |
| PixMo-Count | Molmo-72B | Accuracy88.8 | | 11 | 18d ago |
| FSC-133 (test) | BMNet+ | MAE13.85 | | 11 | 1mo ago |
| FSC-133 (val) | BMNet+ | MAE16.54 | | 11 | 1mo ago |
| SuperClevr Counting | PAPO_D | Avg@8 Accuracy91.38 | | 10 | 3d ago |
| Emoji-Count | LVLM-Count | MAE16.16 | | 10 | 1mo ago |
| FSC-147 (test) | | MAE10.12 | | 10 | 1mo ago |
| Pixmo (val) | Qwen2.5-VL | Accuracy74 | | 9 | 1mo ago |
| PixMo | CoME-VL | Accuracy87.83 | | 7 | 12d ago |
| SynReal | Ours | Accuracy91.21 | | 6 | 29d ago |
| SynPoly | HeadLens | Accuracy93.4 | | 6 | 29d ago |
| SynDot | HeadLens | Accuracy95.4 | | 6 | 29d ago |
| MCAC (test) | CoDi | MAE5.26 | | 6 | 1mo ago |
| MCAC (val) | CoDi | MAE5.81 | | 6 | 1mo ago |
| TallyQA (val) | Moxin-7B | Accuracy66 | | 6 | 1mo ago |
| FSCD-LVIS (unseen) | GeCo | MAE15.26 | | 5 | 1mo ago |
