FCMBench V1.1 - Image Quality Evaluation: leaderboard
Metric: F1 (%). Source: arxiv.org. 28 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 52.19 |
| 2 | Qwen 3 VL 32B Instruct | 46.51 |
| 3 | Qwen 3 VL 235B A22B Instruct | 45.62 |
| 4 | GPT-5.2 | 45.4 |
| 5 | Kimi K2.5 | 45.2 |
| 6 | Gemini 3 Pro | 44.83 |
| 7 | Qwen 3.5 122B A10B | 44.45 |
| 8 | Claude Opus 4.5 | 44.07 |
| 9 | Llama 4 Maverick | 41.43 |
| 10 | GLM-4.5V | 40.82 |
| 11 | Qwen 3.5 35B A3B | 40.76 |
| 12 | Qwen 3.5 397B A17B | 38.28 |
| 13 | Qwen 3 VL 8B Instruct | 37.94 |
| 14 | GPT-5.1 | 37.73 |
| 15 | GLM-4.6V | 37.38 |
Interactive version: theaggregate.ai/benchmark?slug=fcmbench-v1-1-image-quality-evaluation · How It Works · Data refreshed daily, snapshot 2026-09-19.