MMVIAD - Anomaly Detection: leaderboard
Metric: Accuracy (%; MMVIAD-Standard test split, 1,101 rendered 2-second inspection clips over the same 48 object categories as training, 32 frames, normal or anomalous). Source: arxiv.org. Saturation forecast: Around December 2026. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 69.3 |
| 2 | GPT-5.4 Mini | 68.3 |
| 3 | GPT-5.4 | 64.1 |
| 4 | Qwen 3 VL 8B | 35.1 |
Interactive version: theaggregate.ai/benchmark?slug=mmviad-anomaly-detection · How It Works · Data refreshed daily, snapshot 2026-09-26.