General Perception and Reasoning on MME-RealWorld Lite
54.3Overall AccuracyDeepeyes
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DeepeyesParameter Size=-2026.03 | 54.3 | — | — | — | — | — | — | — | — | — | 50.5 | 56.6 | |
| DeepEyesReasoning Type=Tool-based Visual Reasoning2026.05 | 54.3 | — | — | — | — | — | — | — | — | — | 50.5 | 56.6 | |
| V-ReflectionParameter Size=8B2026.03 | 53.9 | — | — | — | — | — | — | — | — | — | 45 | 58.5 | |
| DeepEyesParam Size=7B2025.05 | 53.2 | 90 | 52.7 | 89 | 43.3 | 33.4 | 76 | 69 | 44 | 35 | — | — | |
| GPT-4oParameter Size=-2026.03 | 52 | — | — | — | — | — | — | — | — | — | 48.3 | 54.4 | |
| GPT-4oReasoning Type=Textual Reasoning2026.05 | 52 | — | — | — | — | — | — | — | — | — | 48.3 | 54.4 | |
| UniVLRReasoning Type=Visual Latent Reasoning2026.05 | 50.7 | — | — | — | — | — | — | — | — | — | 44.7 | 54.5 | |
| Qwen2.5-VL-7BParameter Size=7B, SFT=vanilla2026.03 | 50.1 | — | — | — | — | — | — | — | — | — | 42.5 | 54.1 | |
| Pixel-ReasonerParam Size=7B2025.05 | 49.7 | 89.6 | 52 | 86 | 38.9 | 30.9 | 71 | 72 | 46 | 32.5 | — | — | |
| PixelReasonerReasoning Type=Tool-based Visual Reasoning2026.05 | 49.7 | — | — | — | — | — | — | — | — | — | 44.5 | 53.1 | |
| InternVL3Parameter Size=8B2026.03 | 48.6 | — | — | — | — | — | — | — | — | — | 44.8 | 51 | |
| CoVTReasoning Type=Visual Latent Reasoning2026.05 | 48.2 | — | — | — | — | — | — | — | — | — | 42.9 | 51.6 | |
| MonetReasoning Type=Visual Latent Reasoning2026.05 | 46.9 | — | — | — | — | — | — | — | — | — | 40.3 | 51.2 | |
| Qwen2.5-VL-7BReasoning Type=Textual Reasoning2026.05 | 46.2 | — | — | — | — | — | — | — | — | — | 43.1 | 48.2 | |
| Qwen2.5-VL-7BParameter Size=7B2026.03 | 45.8 | — | — | — | — | — | — | — | — | — | 39.7 | 49.6 | |
| Qwen2.5-VLParam Size=32B2025.05 | 45.6 | 87.2 | 40.7 | 83 | 29.5 | 40.7 | 74 | 60 | 27.3 | 29.5 | — | — | |
| SkiLaReasoning Type=Visual Latent Reasoning2026.05 | 45.6 | — | — | — | — | — | — | — | — | — | 36.3 | 51.6 | |
| Qwen2.5-VL-7B + vanilla SFTReasoning Type=Textual Reasoning, SFT status=vanilla SFT2026.05 | 45.5 | — | — | — | — | — | — | — | — | — | 39.9 | 49.1 | |
| LLaVA-OneVisionParam Size=7B2025.05 | 43.7 | 80 | 40 | 56 | 31.7 | 39.4 | 65 | 33 | 38 | 32 | — | — | |
| Qwen2.5-VLParam Size=7B2025.05 | 42.3 | 87.6 | 32.7 | 83 | 27.3 | 30 | 72 | 62 | 28.7 | 23 | — | — | |
| LVRReasoning Type=Visual Latent Reasoning2026.05 | 39.1 | — | — | — | — | — | — | — | — | — | 37.5 | 40.1 |