Image Aesthetic Assessment on ArtiMuse-10K
0.746SRCCUniPercept
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniPerceptModel Category=Ours2025.12 | 0.746 | 0.738 | |
| ArtiMuseModel Category=Specialized, Domain=In domain2025.12 | 0.614 | 0.627 | |
| ArtiMuseCategory=Specialized, Evaluation Domain=In-domain, Evaluation Protocol=Single-task2026.03 | 0.614 | 0.627 | |
| TATARCategory=Unified2026.03 | 0.586 | 0.595 | |
| Q-Align*Model Category=Specialized, Domain=In domain, Retrained=true2025.12 | 0.551 | 0.573 | |
| Q-AlignCategory=Specialized, Evaluation Domain=In-domain, Source=Cited from UniPercept2026.03 | 0.551 | 0.573 | |
| UniPerceptCategory=Unified, Training Protocol=Retrained under our protocol2026.03 | 0.432 | 0.451 | |
| GLM-4.5-V-106BA12BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.346 | 0.249 | |
| GLM-4.5Category=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.346 | 0.249 | |
| GPT-4oModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.333 | 0.276 | |
| GPT-4oCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.333 | 0.276 | |
| LLaVA-OneVision-1.5-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.274 | 0.212 | |
| LLaVA-1.5-8BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.274 | 0.212 | |
| InternVL3-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.245 | 0.211 | |
| QwenVL-2.5-Instruct-72BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.233 | 0.197 | |
| QwenVL-2.5-72BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.233 | 0.197 | |
| Q-Insight*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.12 | 0.228 | 0.175 | |
| Q-InsightCategory=Specialized, Evaluation Domain=In-domain, Source=Cited from UniPercept2026.03 | 0.228 | 0.175 | |
| QwenVL-3-Instruct-32BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.227 | 0.13 | |
| QwenVL-3-32BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.227 | 0.13 | |
| InternVL3-78BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.223 | 0.206 | |
| QwenVL-2.5-Instruct-7BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.223 | 0.143 | |
| InternVL3-78BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.223 | 0.206 | |
| InternVL3.5-38BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.219 | 0.175 | |
| InternVL3.5-38BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.219 | 0.175 | |
| Llama-4-ScoutModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.204 | 0.147 | |
| Llama-4Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.204 | 0.147 | |
| Gemini-2.5-proModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.187 | 0.035 | |
| Gemini-2.5-ProCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.187 | 0.035 | |
| QwenVL-3-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.156 | 0.094 | |
| InternVL3.5-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.135 | 0.104 | |
| Claude-Sonnet-4.5-ThinkModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.066 | 0.103 | |
| Claude-Sonnet-4.5Model Category=Proprietary, Domain=Cross domain testing2025.12 | 0.041 | 0.027 | |
| Claude-4.5Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.041 | 0.027 |