OmniEarth - Visual Grounding: leaderboard

Metric: Accuracy at IoU 0.5 (%): share of predicted boxes overlapping the target at IoU 0.5 or more, Visual Grounding (VG) task of OmniEarth, zero-shot with each model's default inference settings; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 16 models tracked.

Top models

#ModelScoreOverall rank
1GLM-4.6V60.2#309
2Qwen 2.5 VL 72B Instruct52.9#364
3Gemini 2.0 Flash30.1#331
4InternVL3-8B19.6#606
5GPT-4o16.6#333

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=omniearth-visual-grounding · How It Works · Data refreshed daily, snapshot 2026-10-11.