OpenVLM MMT-Bench - Logo and Brand Recognition: leaderboard

The "Logo and Brand Recognition" 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
1Qwen 2 VL 7B100#750
2Qwen 2 VL 72B100#460
3Gemini 1.5 Pro100#445
4Gemma 3 12B100#671
5Llama 3.2 11B Instruct100#1126
6GPT-4.1 Mini95#355
7InternVL3-38B95#405
8GPT-4.1 (2025-04-14)95#250
9MiniCPM-V-2.695#836
10Claude 3.7 Sonnet95#249
11Gemma 3 27B95#607
12Pixtral-12B95#808
13Gemini 1.5 Flash95#618
14Grok 2 (1212)95#496
15Llama 3.2 90B Vision Instruct95#622

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-logo-and-brand-recognition · How It Works · Data refreshed daily, snapshot 2026-10-20.