OpenVLM MMT-Bench - Image Quality Assessment: leaderboard
The "Image Quality Assessment" subtask of OpenVLM MMT-Bench. OpenCompass OpenVLM evaluation of MMT-Bench: multimodal tasks covering visual recognition, localization, OCR, counting, relation reasoning, visual math, and hallucination detection.
Metric: Score (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 207 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | InternVL3-8B | 65 | #620 |
| 2 | InternVL3-38B | 65 | #405 |
| 3 | InternVL3-14B | 65 | #505 |
| 4 | Qwen 2 VL 72B | 65 | #460 |
| 5 | Qwen 2.5 VL 7B | 65 | #643 |
| 6 | InternVL3-78B | 60 | #352 |
| 7 | MiniCPM-V-2.6 | 60 | #836 |
| 8 | Qwen 2 VL 7B | 60 | #750 |
| 9 | Gemini 1.5 Flash | 60 | #618 |
| 10 | InternVL2-8B | 55 | #817 |
| 11 | Pixtral-12B | 45 | #808 |
| 12 | Qwen 2 VL 2B | 40 | #1220 |
| 13 | Aquila-VL-2B | 40 | #1238 |
| 14 | Claude 3.5 Sonnet | 40 | #350 |
| 15 | Gemma 3 12B | 40 | #671 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=openvlm-mmt-bench-image-quality-assessment · How It Works · Data refreshed daily, snapshot 2026-10-20.