OpenVLM MMT-Bench - Image-to-Image Retrieval: leaderboard

The "Image-to-Image Retrieval" 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

#ModelScoreOverall rank
1InternVL3-14B90#505
2InternVL3-38B85#405
3InternVL3-78B85#352
4Gemini 1.5 Pro80#445
5GPT-4.1 (2025-04-14)75#250
6Gemma 3 27B75#607
7Qwen 2 VL 72B75#460
8Qwen 2.5 VL 7B75#643
9Gemini 1.5 Flash75#618
10InternVL2-8B70#817
11Claude 3.5 Sonnet70#350
12GPT-4.1 Mini65#355
13InternVL3-8B65#620
14Gemma 3 12B65#671
15Grok 2 (1212)65#496

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-to-image-retrieval · How It Works · Data refreshed daily, snapshot 2026-10-20.