HELM VHELM - Visual Perception: leaderboard

The "Visual Perception" subtask of HELM VHELM. Stanford HELM's VHELM project, the holistic evaluation of vision-language models: image-grounded question answering, OCR, chart and diagram reading, spatial reasoning, robustness, bias, fairness and toxicity scenarios scored under one ha...

Metric: Mean win rate. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 48 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.578.37#276
2GPT-4o (2024-05-13)76.95#326
3O3 (2025-04-16)72.7#123
4Gemini 2.5 Pro (Preview 03-25)70.57#124
5Gemini 2.0 Flash70.39#344
6Gemini 2.0 Flash (Preview)70.21#366
7GPT-4.1 (2025-04-14)68.62#250
8GPT-4o (2024-11-20)61.52#378
9GPT-4o (2024-08-06)61.35#335
10Gemini 2.0 Flash Lite60.99#453
11Gemini 2.0 Pro (Preview 02-05)60.46#305
12O4 Mini (2025-04-16)58.51#181
13GPT-4.1 Mini56.74#351
14O1 (2024-12-17)54.96#152
15Gemini 1.5 Pro (002)53.37#350

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-vhelm-visual-perception · How It Works · Data refreshed daily, snapshot 2026-10-23.