AnyGroundBench - Public Security SVG: leaderboard

Metric: sIoU@0.3 (%; share of queries whose mean spatial IoU is at least 0.3) on the 250 public security-domain test queries (UCA surveillance and DoTA traffic-accident videos), spatial video grounding (the target box within the ground-truth segment), zero-shot, default inference settings (Qwen3.5 with thinking disabled); higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 15 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)52
2Gemini 3 Flash45.5
3GPT-5.135.6
4Gemini 2.5 Pro22.8
5Qwen 3.5 9B (Non-reasoning)4.8
6GPT-4o4.4
7Gemini 2.5 Flash2
8Qwen 3.5 4B (Non-reasoning)2
9InternVL3-8B0.8
10InternVL3-14B0
11InternVL3.5-8B0

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