| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PixMo-Count (test) | Eagle2.5-8B | Score90.2 | 50 | 3mo ago | |
| CountBench | Datology | Score90.2 | 36 | 5d ago | |
| PixMoCount (test) | Qwen3-VL-4B | Accuracy89.2 | 34 | 1d ago | |
| VIEW2SPACE v1 | Ours (Grounded CoT) | MAE0.58 | 27 | 2mo ago | |
| CountBench 13 (test) | Score96.1 | 23 | 3mo ago | ||
| Penguin benchmark | CountGD | MAE17.07 | 19 | 3mo ago | |
| CountBenchQA | Vero Q3T-8B | Accuracy93.1 | 17 | 1mo ago | |
| CountBenchQA (test) | Molmo2-4B | Score91.2 | 15 | 1d ago | |
| PixMo | CoME-VL 7B | Counting87.83 | 13 | 1mo ago | |
| PixmoCount | MiMo-Embodied | Accuracy77.5 | 13 | 1mo ago | |
| Emoji-Count (test) | LVLM-Count | MAE16.16 | 12 | 3mo ago | |
| CountQA | Vero Q3T-8B | Score37.6 | 10 | 1mo ago | |
| VIEW2SPACE | Accuracy91.37 | 8 | 2mo ago | ||
| PairTally | HieraCount | MAE36.27 | 7 | 21d ago | |
| FSC-147 COCO (test) | CounTR | MAE10.89 | 5 | 3mo ago | |
| FSC-147 COCO (val) | CounTR | MAE24.66 | 5 | 3mo ago |
