Roboflow Vision Evals — Identification, Judged (September)
Multimodal
Visual entity identification judged against ground truth by Gemini 3.5 Flash at temperature zero. One or three runs per effort tier; atomic sample count unreported.
Top models (higher is better)
| Model | Score |
|---|---|
| Claude Fable 5 | 100.0 |
| Gemini 3.1 Pro Preview | 100.0 |
| Gemini 3.6 Flash | 100.0 |
| Gemini 3.5 Flash | 99.0 |
| Claude Fable 5.1 | 97.9 |
| Gemini 3.8 Flash | 97.9 |
| Gemini 3.7 Flash | 96.9 |
| Claude Opus 5.5 | 95.8 |
| Gemini 3 Flash Preview | 93.8 |
| Gemini 2.5 Pro | 93.8 |
| GPT-6 Sol | 93.8 |
| GPT-6 Astra | 92.7 |
| GPT-5.6 Sol | 92.7 |
| Muse Spark 1.3 | 92.7 |
| Muse Spark 1.1 | 91.7 |
| Claude Sonnet 5.5 | 91.7 |
| Qwen3-VL-235B-A22B-Instruct | 90.6 |
| Claude Opus 5 | 90.6 |
| GPT-5.5 | 89.6 |
| Muse Spark 1.2 | 89.6 |
| GPT-6.1 Sol | 89.6 |
| Qwen3.8 Flash | 88.5 |
| GPT-6 Luna | 87.5 |
| Grok 4.7 | 87.5 |
| GPT-5.6 Terra | 86.5 |
| Claude Haiku 5.5 | 86.5 |
| Mistral Large 4 Preview | 85.4 |
| Grok 4.5 | 85.4 |
| Grok 4.6 | 85.4 |
| Gemini 3.5 Flash-Lite | 84.4 |
| Qwen3.7-Plus (source unspecified) | 84.4 |
| Opus 4.8 | 84.4 |
| Qwen3.7 Flash | 84.4 |
| GLM 5V Turbo | 84.4 |
| GLM-5.3 Flash | 84.4 |
| GPT-5.6 Luna | 84.4 |
| GPT-5.4 Mini | 83.3 |
| MiMo-V2.6-Flash | 82.3 |
| Muse Glimmer 30B | 81.3 |
| Sonnet 5 | 81.3 |