OpenVLM MMT-Bench - Image Quality Assessment: leaderboard

Metric: Score (%). Source: huggingface.co. 207 models tracked.

Top models

#ModelScore
1InternVL3-8B65
2Qwen 2 VL 72B65
3InternVL3-38B65
4InternVL3-78B60
5Qwen 2 VL 7B60
6Gemini 1.5 Flash60
7InternVL2-8B55
8Pixtral-12B45
9Qwen 2 VL 2B40
10Aquila-VL-2B40
11Claude 3.5 Sonnet40
12Gemma 3 12B40
13GPT-4.1 Nano35
14Grok 2 (1212)30
15GPT-4.1 (2025-04-14)30

Interactive version: theaggregate.ai/benchmark?slug=openvlm-mmt-bench-image-quality-assessment · How It Works · Data refreshed daily, snapshot 2026-09-05.