Visual Rating (Image Aesthetic Assessment) on FLICKR-AES
65.1SRCCGLM-4.5
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GLM-4.5Category=Open-Source, Evaluation Domain=Cross-domain2026.03 | 65.1 | 59.7 | |
| QwenVL-2.5-72BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 62.6 | 58.9 | |
| Q-InsightCategory=Specialized, Evaluation Domain=Cross-domain, Source=Cited from UniPercept2026.03 | 61.7 | 53.7 | |
| GPT-4oCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 60.5 | 59.7 | |
| TATARCategory=Unified2026.03 | 60.4 | 63.3 | |
| LLaVA-1.5-8BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 58.6 | 54.1 | |
| QwenVL-3-32BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 57.2 | 41.3 | |
| InternVL3.5-38BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 55.9 | 52.9 | |
| Llama-4Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 54.8 | 50.6 | |
| UniPerceptCategory=Unified, Training Protocol=Retrained under our protocol2026.03 | 52.1 | 53.4 | |
| InternVL3-78BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 51.8 | 43.3 | |
| Gemini-2.5-ProCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 35.7 | 20.6 | |
| ArtiMuseCategory=Specialized, Evaluation Domain=Cross-domain, Evaluation Protocol=Single-task2026.03 | 34.9 | 33.4 | |
| Q-AlignCategory=Specialized, Evaluation Domain=Cross-domain, Source=Cited from UniPercept2026.03 | 13.7 | 12.3 | |
| Claude-4.5Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 3.7 | 4.9 | |
| RED-Aes-2BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-2B2026.06 | 0.7401 | 0.7565 | |
| RED-Aes-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.7252 | 0.7524 | |
| RED-Aes-3BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-3B2026.06 | 0.7089 | 0.7292 | |
| Aes-R1-7BZero-shot=true, Cross-domain=true, Backbone=7B2026.06 | 0.6973 | 0.7243 | |
| UniPerceptModel Category=Ours2025.12 | 0.688 | 0.681 | |
| UniPercept-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.688 | 0.681 | |
| Qwen3-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-32B2026.06 | 0.6545 | 0.6651 | |
| Qwen2.5-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-32B2026.06 | 0.6527 | 0.58 | |
| GLM-4.5-V-106BA12BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.651 | 0.597 | |
| Seed1.5-VL-thinkingZero-shot=true, Cross-domain=true2026.06 | 0.6374 | 0.5837 | |
| QwenVL-2.5-Instruct-72BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.626 | 0.589 | |
| GPT-5Zero-shot=true, Cross-domain=true2026.06 | 0.626 | 0.6218 | |
| Qwen3-VL-8BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-8B2026.06 | 0.619 | 0.6258 | |
| Q-Insight*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.12 | 0.617 | 0.537 | |
| GPT-4oModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.605 | 0.597 | |
| QwenVL-2.5-Instruct-7BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.588 | 0.52 | |
| LLaVA-OneVision-1.5-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.586 | 0.541 | |
| QwenVL-3-Instruct-32BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.572 | 0.413 | |
| Qwen2.5-VL-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.5696 | 0.5179 | |
| InternVL3.5-38BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.559 | 0.529 | |
| GPT-4oZero-shot=true, Cross-domain=true2026.06 | 0.5507 | 0.5469 | |
| Llama-4-ScoutModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.548 | 0.506 | |
| InternVL3-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.547 | 0.476 | |
| InternVL3.5-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.519 | 0.448 | |
| InternVL3-78BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.518 | 0.433 | |
| QwenVL-3-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.507 | 0.388 | |
| NIMAZero-shot=true, Cross-domain=true2026.06 | 0.4796 | 0.513 | |
| Gemini-2.5-proModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.357 | 0.206 | |
| ArtiMuseModel Category=Specialized, Domain=Cross domain2025.12 | 0.349 | 0.334 | |
| ArtiMuse-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.349 | 0.334 | |
| Q-Align*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.12 | 0.137 | 0.123 | |
| Claude-Sonnet-4.5Model Category=Proprietary, Domain=Cross domain testing2025.12 | 0.037 | 0.049 |