MMBench-Live - Fine-grained Perception (Single Instance): leaderboard

Single-instance fine-grained perception questions on attribute recognition, object localization, celebrity recognition and OCR from MMBench-Live (2026). Accuracy in percent, higher is better.

Metric: Accuracy (%; single-instance fine-grained perception questions; 5.9K newly generated evaluation instances aligned with the MMBench task hierarchy; temperature 0). Source: arxiv.org. Saturation forecast: Around February 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 7B Instruct75.11#1833
2Qwen 3 VL 8B Instruct72.76#981

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=mmbench-live-fine-grained-perception-single-instance · How It Works · Data refreshed daily, snapshot 2026-11-13.