Image Pointing on Point-Bench
89.1Average ScoreHuman
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Human2026.01 | 89.1 | 92.3 | 83.6 | 87.8 | 86.3 | 95.6 | |
| Human2026.03 | 89.1 | 92.3 | 83.6 | 87.8 | 86.3 | 95.6 | |
| Molmo2-ERAccess Mode=Open weights, Open data, Open code2026.05 | 77.3 | — | — | — | — | — | |
| Molmo2Access Mode=Open weights, Open data, Open code2026.05 | 76.9 | — | — | — | — | — | |
| GR-ER 1.5Access Mode=API call only2026.05 | 73.3 | — | — | — | — | — | |
| Molmo2-8BAccess=Open weights, Open data (no distillation), Open code2026.01 | 72.7 | 85.9 | 76.9 | 77.2 | 50.5 | 73 | |
| Molmo2-4BAccess=Open weights, Open data (no distillation), Open code2026.01 | 71.9 | 84.8 | 78.5 | 76.7 | 46.5 | 73 | |
| GR-ER 1.5 ThinkingAccess Mode=API call only, Thinking=True2026.05 | 71.6 | — | — | — | — | — | |
| Molmo2-O-7BAccess=Open weights, Open data (no distillation), Open code2026.01 | 70.9 | 82.8 | 75.4 | 74.1 | 49 | 73 | |
| MolmoPoint-8BAccess Type=MolmoPoint2026.03 | 70.7 | 85.9 | 76.9 | 77.2 | 39 | 74.5 | |
| Molmo2-8BAccess Type=Fully open2026.03 | 68.7 | 84.8 | 71.3 | 71.5 | 44.5 | 71.4 | |
| Molmo2-4BAccess Type=Fully open2026.03 | 67.7 | 82.3 | 71.8 | 72 | 41 | 71.4 | |
| Poivre-7BAccess=Open weights only2026.01 | 67.5 | — | — | — | — | — | |
| Poivre-7BAccess Type=Open weights2026.03 | 67.5 | — | — | — | — | — | |
| Gemini-Robotics-ER-1.5Access=API call only2026.01 | 67.1 | 69.7 | 69.7 | 60.1 | 67.5 | 68.5 | |
| Gemini-Robotics-ER-1.5Access Type=API call only2026.03 | 67.1 | 69.7 | 69.7 | 60.1 | 67.5 | 68.5 | |
| Molmo2-O-7BAccess Type=Fully open2026.03 | 66.5 | 81.8 | 69.7 | 69.4 | 39 | 72.4 | |
| VisionReasoner-7BAccess=Open models2026.01 | 64.7 | — | — | — | — | — | |
| VisionReasoner-7BAccess Type=Fully open2026.03 | 64.7 | — | — | — | — | — | |
| Qwen3-VL-8BAccess Mode=Open weights only, Model Variant=8B2026.05 | 64.2 | — | — | — | — | — | |
| Molmo-72BAccess=Open weights, Open data (no distillation), Open code2026.01 | 63.8 | 87.9 | 70.3 | 69.4 | 37 | 54.6 | |
| Molmo-72BAccess Type=Fully open2026.03 | 63.8 | 87.9 | 70.3 | 69.4 | 37 | 54.6 | |
| Qwen3-VL-4BAccess Mode=Open weights only, Model Variant=4B2026.05 | 63.8 | — | — | — | — | — | |
| Molmo-7B-OAccess=Open weights, Open data (no distillation), Open code2026.01 | 63.3 | 84.9 | 63.1 | 63.2 | 45.5 | 59.7 | |
| Molmo-7B-OAccess Type=Fully open2026.03 | 63.3 | 84.9 | 63.1 | 63.2 | 45.5 | 59.7 | |
| Gemini-2.5-ProAccess=API call only2026.01 | 62.8 | 72.7 | 70.3 | 71 | 41 | 59.2 | |
| Gemini-2.5-ProAccess Type=API call only2026.03 | 62.8 | 72.7 | 70.3 | 71 | 41 | 59.2 | |
| Gemini 2.5 ProAccess Mode=API call only, Model Variant=Pro2026.05 | 62.7 | — | — | — | — | — | |
| Molmo-7B-DAccess=Open weights, Open data (no distillation), Open code2026.01 | 61.6 | 82.8 | 67.7 | 70.5 | 28.5 | 58.7 | |
| Molmo-7B-DAccess Type=Fully open2026.03 | 61.6 | 82.8 | 67.7 | 70.5 | 28.5 | 58.7 | |
| Qwen2.5-VL-32B-InstructAccess=Open weights only2026.01 | 59 | 76.8 | 60 | 54.4 | 46.5 | 57.1 | |
| Qwen2.5-VL-72B-InstructAccess=Open weights only2026.01 | 59 | 76.8 | 60 | 54.4 | 46.5 | 57.1 | |
| Qwen2.5-VL-32B-InstuctAccess Type=Open weights2026.03 | 59 | 76.8 | 60 | 54.4 | 46.5 | 57.1 | |
| Qwen2.5-VL-72B-InstuctAccess Type=Open weights2026.03 | 59 | 76.8 | 60 | 54.4 | 46.5 | 57.1 | |
| Qwen3VLAccess=Open weights only2026.01 | 58.5 | 81.3 | 65.6 | 60.6 | 23.5 | 61.2 | |
| Qwen3VLAccess Type=Open weights2026.03 | 58.5 | 81.3 | 65.6 | 60.6 | 23.5 | 61.2 | |
| Qwen3-VL-235B-A22B-InstructAccess=Open weights only2026.01 | 58.3 | — | — | — | — | — | |
| Qwen3-VL-235BAccess Type=Open weights2026.03 | 58.3 | — | — | — | — | — | |
| InternVL3.5-8BAccess Mode=Open weights only, Model Variant=8B2026.05 | 45.5 | — | — | — | — | — | |
| GPT-5Access Mode=API call only2026.05 | 43.6 | — | — | — | — | — | |
| InternVL3.5-4BAccess Mode=Open weights only, Model Variant=4B2026.05 | 43 | — | — | — | — | — | |
| GPT-5-miniAccess Mode=API call only, Model Variant=mini2026.05 | 39.5 | — | — | — | — | — | |
| LLaVA-OV-7BAccess Mode=Open weights only, Model Variant=7B2026.05 | 9.4 | — | — | — | — | — |