Image Aesthetic Assessment on AVA
0.899SRCCRvTC+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RvTC+Evaluation Protocol=Fine-tuning, Inclusion of challenge titles=true, Backbone=mPLUG-Owl22025.07 | 0.899 | 0.901 | — | — | — | |
| RvTCEvaluation Protocol=Fine-tuning, Inclusion of challenge titles=false, Backbone=mPLUG-Owl22025.07 | 0.833 | 0.831 | — | — | — | |
| One-Align2025.07 | 0.823 | 0.819 | — | — | — | |
| TOPIQBackbone=Swin2023.08 | 0.791 | 0.79 | — | — | — | |
| TOPIQBackbone=Swin2023.08 | 0.791 | 0.79 | — | — | — | |
| LIQE2025.07 | 0.776 | 0.763 | — | — | — | |
| VILA2025.07 | 0.774 | 0.774 | — | — | — | |
| ThemeAwareBackbone=Inception-v22023.08 | 0.774 | 0.775 | — | — | — | |
| ThemeAwareBackbone=Inception-v22023.08 | 0.774 | 0.775 | — | — | — | |
| KDBackbone=ResNeXt1012023.08 | 0.77 | 0.77 | — | — | — | |
| KDBackbone=ResNeXt1012023.08 | 0.77 | 0.77 | — | — | — | |
| RED-Aes-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.77 | 0.7713 | — | — | — | |
| Hosu et al.Backbone=Inception-v22023.08 | 0.756 | 0.757 | — | — | — | |
| Hosu et al.Backbone=Inception-v22023.08 | 0.756 | 0.757 | — | — | — | |
| RED-Aes-3BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-3B2026.06 | 0.7514 | 0.7518 | — | — | — | |
| RvTC-LP+Evaluation Protocol=Linear Probing, Inclusion of challenge titles=true, Backbone=mPLUG-Owl22025.07 | 0.742 | 0.741 | — | — | — | |
| MUSIQBackbone=ViT-B/322023.08 | 0.738 | 0.726 | — | — | — | |
| MUSIQBackbone=ViT-B/322023.08 | 0.738 | 0.726 | — | — | — | |
| TOPIQBackbone=ResNet502023.08 | 0.733 | 0.733 | — | — | — | |
| TOPIQBackbone=ResNet502023.08 | 0.733 | 0.733 | — | — | — | |
| MUSIQ2025.07 | 0.726 | 0.738 | — | — | — | |
| DiffoREncoder=ResNet502026.05 | 0.725 | — | 0.388 | 0.766 | 0.734 | |
| PQRBackbone=ResNet1012023.08 | 0.719 | 0.72 | — | — | — | |
| PQRBackbone=ResNet1012023.08 | 0.719 | 0.72 | — | — | — | |
| RED-Aes-2BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-2B2026.06 | 0.7148 | 0.7235 | — | — | — | |
| RvTC-LPEvaluation Protocol=Linear Probing, Inclusion of challenge titles=false, Backbone=mPLUG-Owl22025.07 | 0.709 | 0.711 | — | — | — | |
| MaxViT-TResolution=512, Parameters=31M2022.04 | 0.708 | 0.745 | — | — | — | |
| MUSIQResolution=224~512, Parameters=27M2022.04 | 0.706 | 0.72 | — | — | — | |
| GoREncoder=ResNet502026.05 | 0.701 | — | 0.395 | 0.751 | 0.726 | |
| MaxViT-TResolution=384, Parameters=31M2022.04 | 0.699 | 0.736 | — | — | — | |
| MaxViT-TResolution=224, Parameters=31M2022.04 | 0.685 | 0.707 | — | — | — | |
| ViT-B/32Resolution=384, Parameters=88M2022.04 | 0.664 | 0.664 | — | — | — | |
| Aes-R1-7BZero-shot=true, Cross-domain=true, Backbone=7B2026.06 | 0.6619 | 0.6702 | — | — | — | |
| ViT-S/32Resolution=384, Parameters=22M2022.04 | 0.656 | 0.665 | — | — | — | |
| MambaEncoder=ResNet502026.05 | 0.656 | — | 0.522 | 0.697 | 0.663 | |
| AFDCResolution=224, Parameters=44.5M2022.04 | 0.649 | 0.671 | — | — | — | |
| NIMAZero-shot=true, Cross-domain=true2026.06 | 0.6361 | 0.612 | — | — | — | |
| EffNet-B0Resolution=224, Parameters=5.3M2022.04 | 0.62 | 0.642 | — | — | — | |
| NIMA2025.07 | 0.612 | 0.636 | — | — | — | |
| NIMAResolution=224, Parameters=56M2022.04 | 0.612 | 0.636 | — | — | — | |
| NIMABackbone=Inception-v22023.08 | 0.612 | 0.636 | — | — | — | |
| NIMABackbone=Inception-v22023.08 | 0.612 | 0.636 | — | — | — | |
| UniPerceptModel Category=Ours2025.12 | 0.589 | 0.577 | — | — | — | |
| UniPercept-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.589 | 0.577 | — | — | — | |
| TANetEncoder=ResNet502026.05 | 0.554 | — | 0.577 | 0.659 | 0.568 | |
| GPT-5Zero-shot=true, Cross-domain=true2026.06 | 0.5447 | 0.4852 | — | — | — | |
| UniPerceptCategory=Unified, Training Protocol=Retrained under our protocol2026.03 | 0.535 | 0.509 | — | — | — | |
| PAMEncoder=ResNet502026.05 | 0.521 | — | 0.614 | 0.619 | 0.531 | |
| TATARCategory=Unified2026.03 | 0.518 | 0.524 | — | — | — | |
| GPT-4oModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.509 | 0.485 | — | — | — | |
| GPT-4oCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.509 | 0.485 | — | — | — | |
| Qwen3-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-32B2026.06 | 0.4955 | 0.5057 | — | — | — | |
| GPT-4oZero-shot=true, Cross-domain=true2026.06 | 0.4939 | 0.4687 | — | — | — | |
| Seed1.5-VL-thinkingZero-shot=true, Cross-domain=true2026.06 | 0.4871 | 0.4533 | — | — | — | |
| GLM-4.5-V-106BA12BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.464 | 0.42 | — | — | — | |
| GLM-4.5Category=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.464 | 0.42 | — | — | — | |
| Qwen3-VL-8BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-8B2026.06 | 0.4599 | 0.4663 | — | — | — | |
| NIMAEncoder=ResNet502026.05 | 0.447 | — | 0.715 | 0.532 | 0.472 | |
| Qwen2.5-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-32B2026.06 | 0.417 | 0.3893 | — | — | — | |
| QwenVL-2.5-Instruct-72BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.408 | 0.387 | — | — | — | |
| QwenVL-2.5-72BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.408 | 0.387 | — | — | — | |
| AADBEncoder=ResNet502026.05 | 0.408 | — | 0.784 | 0.534 | 0.431 | |
| Q-Insight*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.12 | 0.405 | 0.376 | — | — | — | |
| Q-InsightCategory=Specialized, Evaluation Domain=Cross-domain, Source=Cited from UniPercept2026.03 | 0.405 | 0.376 | — | — | — | |
| Q-Align*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.12 | 0.398 | 0.386 | — | — | — | |
| Q-AlignCategory=Specialized, Evaluation Domain=Cross-domain, Source=Cited from UniPercept2026.03 | 0.398 | 0.386 | — | — | — | |
| ArtiMuseModel Category=Specialized, Domain=Cross domain2025.12 | 0.397 | 0.385 | — | — | — | |
| ArtiMuseCategory=Specialized, Evaluation Domain=Cross-domain, Evaluation Protocol=Single-task2026.03 | 0.397 | 0.385 | — | — | — | |
| ArtiMuse-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.397 | 0.385 | — | — | — | |
| InternVL3-78BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.385 | 0.344 | — | — | — | |
| InternVL3-78BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.385 | 0.344 | — | — | — | |
| LLaVA-OneVision-1.5-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.381 | 0.378 | — | — | — | |
| LLaVA-1.5-8BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.381 | 0.378 | — | — | — | |
| InternVL3-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.372 | 0.344 | — | — | — | |
| Qwen2.5-VL-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.3684 | 0.3518 | — | — | — | |
| InternVL3.5-38BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.359 | 0.357 | — | — | — | |
| QwenVL-2.5-Instruct-7BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.359 | 0.324 | — | — | — | |
| InternVL3.5-38BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.359 | 0.357 | — | — | — | |
| QwenVL-3-Instruct-32BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.353 | 0.198 | — | — | — | |
| QwenVL-3-32BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.353 | 0.198 | — | — | — | |
| Llama-4-ScoutModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.345 | 0.329 | — | — | — | |
| Llama-4Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.345 | 0.329 | — | — | — | |
| RAPIDEncoder=ResNet502026.05 | 0.327 | — | 0.978 | 0.513 | 0.336 | |
| InternVL3.5-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.308 | 0.295 | — | — | — | |
| QwenVL-3-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.28 | 0.17 | — | — | — | |
| Gemini-2.5-proModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.248 | 0.1 | — | — | — | |
| Gemini-2.5-ProCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.248 | 0.1 | — | — | — | |
| Claude-Sonnet-4.5-ThinkModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.018 | 0.019 | — | — | — | |
| Claude-Sonnet-4.5Model Category=Proprietary, Domain=Cross domain testing2025.12 | 0.003 | 0.013 | — | — | — | |
| Claude-4.5Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.003 | 0.013 | — | — | — | |
| Gemma 3 4B-itStrategy=0-Shot2026.03 | — | — | 1.32 | — | — | |
| kNNK=12026.03 | — | — | 1.2 | — | — | |
| kNNK=42026.03 | — | — | 0.98 | — | — | |
| kNNK=82026.03 | — | — | 0.83 | — | — | |
| kNNK=162026.03 | — | — | 0.86 | — | — | |
| LSDK=12026.03 | — | — | 1.2 | — | — | |
| LSDK=42026.03 | — | — | 1.06 | — | — | |
| LSDK=82026.03 | — | — | 0.98 | — | — | |
| LSDK=162026.03 | — | — | 0.98 | — | — | |
| RandomK=12026.03 | — | — | 1.21 | — | — |