Image Quality Assessment on PET-Bench
51.02IQA ScoreGemini-2.5-pro
Evaluation results
| Method | Links | |
|---|---|---|
| Gemini-2.5-proSetting=Zero-shot, Category=Proprietary MLLMs2026.01 | 51.02 | |
| GPT-5Setting=Zero-shot, Category=Proprietary MLLMs2026.01 | 33.79 | |
| Qwen2.5VL-72BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 33.05 | |
| Qwen3-VL-30BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 27.82 | |
| GPT-4oSetting=Zero-shot, Category=Proprietary MLLMs2026.01 | 22.84 | |
| Lingshu-32BSetting=Zero-shot, Category=Open-Source Medical MLLMs2026.01 | 20.63 | |
| InternVL3-78BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 15.67 | |
| Shizhen2.5VL-32BSetting=Zero-shot, Category=Open-Source Medical MLLMs2026.01 | 15.05 | |
| Shizhen2.5VL-7BSetting=Zero-shot, Category=Open-Source Medical MLLMs2026.01 | 12.99 | |
| Lingshu-7BSetting=Zero-shot, Category=Open-Source Medical MLLMs2026.01 | 12.89 | |
| Grok-4Setting=Zero-shot, Category=Proprietary MLLMs2026.01 | 12.57 | |
| InternVL2.5-38BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 8.2 | |
| Claude-sonnet-4.5Setting=Zero-shot, Category=Proprietary MLLMs2026.01 | 6.43 | |
| MedGemma-4BSetting=Zero-shot, Category=Open-Source Medical MLLMs2026.01 | 5.56 | |
| Qwen2.5-VL-7BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 4.3 | |
| MedGemma-27BSetting=Zero-shot, Category=Open-Source Medical MLLMs2026.01 | 4.29 | |
| InternVL3-8BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 4.02 | |
| InternVL2.5-8BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 1.36 | |
| InternVL3.5-8BSetting=Zero-shot, Category=Open-Source MLLMs2026.01 | 0.86 |