OpenVLM MMT-Bench - One Shot Detection: leaderboard

The "One Shot Detection" 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
1GPT-4.1 Nano95#731
2GPT-4.1 (2025-04-14)95#250
3Grok 2 (1212)85#496
4Pixtral-12B80#808
5Aquila-VL-2B80#1238
6InternVL3-78B75#352
7Claude 3.7 Sonnet75#249
8Claude 3.5 Sonnet75#350
9Gemini 1.5 Flash75#618
10Llama 3.2 90B Vision Instruct75#622
11Gemma 3 27B70#607
12Qwen 2 VL 72B70#460
13Gemini 1.5 Pro70#445
14Claude 3 Haiku70#803
15GPT-4.1 Mini60#355

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-one-shot-detection · How It Works · Data refreshed daily, snapshot 2026-10-20.