MVPBench - Gait Recognition Matching: leaderboard

Metric: MVPBench normalized proficiency score (accuracy minus chance, divided by one minus chance, times 100, so 0 is chance level and 100 is perfect) on its 100 multi-video questions matching a CASIA gait reference clip to one of three candidates; chance is 1/3; answers extracted by rules and GPT-4-turbo; higher is better. Source: arxiv.org. Saturation forecast: Around June 2027. 15 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 72B Instruct31.83#364
2GPT-4o31#333
3Gemini 2.5 Flash24.24#237
4Qwen 2.5 VL 7B Instruct24.24#643
5InternVL3-78B17.5#345
6InternVL3-38B14.5#395
7InternVL3-8B10#606

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=mvpbench-gait-recognition-matching · How It Works · Data refreshed daily, snapshot 2026-10-11.