UltraVR - CCTV: leaderboard

Metric: Accuracy (%) on the CCTV surveillance domain (comparison, logical verification and relational inference over people and vehicles in crowded wide-field scenes), direct answering (S0) with the original ultra-resolution image under each model default preprocessing (V2); four-choice questions except anomaly detection, which asks for the grid coordinate of the one anomalous cell out of 100; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 11 models tracked.

Top models

#ModelScore
1GPT-5.551.8
2Gemma 4 26B48.2
3Gemini 3.1 Pro (Preview)46.5
4GPT-5.437.7
5GLM-4.5V35.8
6Qwen 3.5 27B31.6

Interactive version: theaggregate.ai/benchmark?slug=ultravr-cctv · How It Works · Data refreshed daily, snapshot 2026-09-29.