PerceptionBench - Attribute: leaderboard
PerceptionBench slice scoring recognition of object attributes such as color, material, shape and state.
Metric: Attribute (%). Source: huggingface.co. Saturation forecast: Around June 2027. 16 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.6 Sol | 62.1 | #22 |
| 2 | Gemini 3.1 Pro (Preview) | 61.8 | #64 |
| 3 | GPT-5.5 | 60.9 | #33 |
| 4 | Claude Fable 5 | 60.9 | #20 |
| 5 | Kimi K3 | 59.4 | #35 |
| 6 | Seed 2.1 Pro | 58.2 | #73 |
| 7 | Qwen 3.7 Plus | 55.8 | #98 |
| 8 | Gemini 3.5 Flash | 54.5 | #66 |
| 9 | Qwen 3.5 397B A17B | 53 | #154 |
| 10 | Claude Opus 4.8 | 49.4 | #39 |
| 11 | Kimi K2.6 | 43.6 | #113 |
| 12 | GLM-5V Turbo | 41.2 | #172 |
| 13 | Gemma 4 31B | 40.3 | #212 |
| 14 | Grok 4.5 | 39.4 | #54 |
| 15 | GLM-4.6V | 35.2 | #330 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=perceptionbench-attribute · How It Works · Data refreshed daily, snapshot 2026-11-05.