List your company
ResearchFormerly WizWand

Image Aesthetic Assessment on ArtiMuse-10K

0.746SRCCUniPercept
0.01280.203150.39350.58385Dec 25, 2025Jan 8, 2026Jan 22, 2026Feb 5, 2026Feb 19, 2026Mar 5, 2026Mar 20, 2026
Updated 7mo ago

Evaluation results

MethodLinks
UniPerceptModel Category=Ours2025.120.7460.738
ArtiMuseModel Category=Specialized, Domain=In domain2025.120.6140.627
ArtiMuseCategory=Specialized, Evaluation Domain=In-domain, Evaluation Protocol=Single-task2026.030.6140.627
TATARCategory=Unified2026.030.5860.595
Q-Align*Model Category=Specialized, Domain=In domain, Retrained=true2025.120.5510.573
Q-AlignCategory=Specialized, Evaluation Domain=In-domain, Source=Cited from UniPercept2026.030.5510.573
UniPerceptCategory=Unified, Training Protocol=Retrained under our protocol2026.030.4320.451
GLM-4.5-V-106BA12BModel Category=Open-Source, Domain=Cross domain testing2025.120.3460.249
GLM-4.5Category=Open-Source, Evaluation Domain=Cross-domain2026.030.3460.249
GPT-4oModel Category=Proprietary, Domain=Cross domain testing2025.120.3330.276
GPT-4oCategory=Proprietary, Evaluation Domain=Cross-domain2026.030.3330.276
LLaVA-OneVision-1.5-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.120.2740.212
LLaVA-1.5-8BCategory=Open-Source, Evaluation Domain=Cross-domain2026.030.2740.212
InternVL3-8BModel Category=Open-Source, Domain=Cross domain testing2025.120.2450.211
QwenVL-2.5-Instruct-72BModel Category=Open-Source, Domain=Cross domain testing2025.120.2330.197
QwenVL-2.5-72BCategory=Open-Source, Evaluation Domain=Cross-domain2026.030.2330.197
Q-Insight*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.120.2280.175
Q-InsightCategory=Specialized, Evaluation Domain=In-domain, Source=Cited from UniPercept2026.030.2280.175
QwenVL-3-Instruct-32BModel Category=Open-Source, Domain=Cross domain testing2025.120.2270.13
QwenVL-3-32BCategory=Open-Source, Evaluation Domain=Cross-domain2026.030.2270.13
InternVL3-78BModel Category=Open-Source, Domain=Cross domain testing2025.120.2230.206
QwenVL-2.5-Instruct-7BModel Category=Open-Source, Domain=Cross domain testing2025.120.2230.143
InternVL3-78BCategory=Open-Source, Evaluation Domain=Cross-domain2026.030.2230.206
InternVL3.5-38BModel Category=Open-Source, Domain=Cross domain testing2025.120.2190.175
InternVL3.5-38BCategory=Open-Source, Evaluation Domain=Cross-domain2026.030.2190.175
Llama-4-ScoutModel Category=Proprietary, Domain=Cross domain testing2025.120.2040.147
Llama-4Category=Proprietary, Evaluation Domain=Cross-domain2026.030.2040.147
Gemini-2.5-proModel Category=Proprietary, Domain=Cross domain testing2025.120.1870.035
Gemini-2.5-ProCategory=Proprietary, Evaluation Domain=Cross-domain2026.030.1870.035
QwenVL-3-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.120.1560.094
InternVL3.5-8BModel Category=Open-Source, Domain=Cross domain testing2025.120.1350.104
Claude-Sonnet-4.5-ThinkModel Category=Proprietary, Domain=Cross domain testing2025.120.0660.103
Claude-Sonnet-4.5Model Category=Proprietary, Domain=Cross domain testing2025.120.0410.027
Claude-4.5Category=Proprietary, Evaluation Domain=Cross-domain2026.030.0410.027