MMVIAD - Defect Classification: leaderboard

Metric: Accuracy (%; MMVIAD-Standard test split, 1,101 rendered 2-second inspection clips over the same 48 object categories as training, 32 frames, which of six defect types or none). Source: arxiv.org. Saturation forecast: Around 2030. 11 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)41.6
2GPT-5.437.9
3GPT-5.4 Mini32.6
4Qwen 3 VL 8B31

Interactive version: theaggregate.ai/benchmark?slug=mmviad-defect-classification · How It Works · Data refreshed daily, snapshot 2026-09-26.