OmniTraffic - Multi-View Localization: leaderboard

Metric: Accuracy (%) on multi-view localization (locate a special vehicle across views), multiple-choice VQA on the 3,204-item human-verified OmniTraffic test set (12 reconstructed simulated intersections plus real roadside surveillance from South Korea and Tianjin), greedy decoding (at most 500 tokens), exact match against the answer letter with up to three attempts for invalid output (still invalid counts as wrong); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 11 models tracked.

Top models

#ModelScore
1Gemini 3 Pro98.9
2Gemini 2.5 Pro96.6
3Grok 493.2
4GPT-4o92
5Qwen 3 VL 235B A22B (Thinking)90.9
6GPT-5.289.8
7Claude Sonnet 4.5 (Thinking)86.4

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