AMVICC - MMVP Individual Accuracy - Color and Appearance: leaderboard
Metric: Individual accuracy (%; the 28 MMVP questions on 14 image pairs in the Color and Appearance category, free-form answers graded by GPT-4 against the authors' rubric). Source: arxiv.org. Saturation forecast: Estimated already saturated. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o | 96.43 |
| 2 | Llama 3.2 90B Vision Instruct | 96.43 |
| 3 | Llama 4 Scout | 92.86 |
| 4 | Gemini 2.5 Pro | 89.29 |
| 5 | Llama 4 Maverick | 89.29 |
| 6 | Claude Sonnet 4 | 89.29 |
| 7 | Gemma 3 27B | 89.29 |
| 8 | Claude Opus 4.1 | 85.71 |
| 9 | pixtral-large-2411 | 85.71 |
| 10 | Qwen 2.5 VL 72B Instruct | 82.14 |
| 11 | Grok 4 | 67.86 |
Interactive version: theaggregate.ai/benchmark?slug=amvicc-mmvp-individual-accuracy-color-and-appearance · How It Works · Data refreshed daily, snapshot 2026-09-29.