OmniEarth - Generalized Referring Expression Segmentation: leaderboard

Metric: Mean intersection over union (%) of predicted masks, Generalized Referring Expression Segmentation (GRES) task of OmniEarth, zero-shot with each model's default inference settings; higher is better. Source: arxiv.org. Saturation forecast: Around September 2028. 16 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.0 Flash10.8#331
2GLM-4.6V7.3#309
3GPT-4o4.9#333
4Qwen 2.5 VL 72B Instruct2.6#364
5InternVL3-8B2.4#606

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

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