Image Aesthetic Assessment on TAD66K
0.5322SRCCRED-Aes-7B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RED-Aes-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.5322 | 0.5406 | — | — | |
| RED-Aes-3BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-3B2026.06 | 0.5297 | 0.5275 | — | — | |
| DiffoREncoder=ResNet502026.05 | 0.526 | 0.553 | 0.914 | 69.4 | |
| DiffoR2026.05 | 0.526 | 0.553 | 0.914 | 0.694 | |
| GoREncoder=ResNet502026.05 | 0.513 | 0.541 | 0.996 | 67.7 | |
| GoR2026.05 | 0.513 | 0.541 | 0.996 | 0.677 | |
| RED-Aes-2BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-2B2026.06 | 0.4778 | 0.4784 | — | — | |
| MambaEncoder=ResNet502026.05 | 0.468 | 0.482 | 1.035 | 66.6 | |
| AesMamba2026.05 | 0.468 | 0.482 | 1.035 | 0.666 | |
| Delegate2026.05 | 0.451 | 0.477 | 1.041 | 0.661 | |
| MaxViT2026.05 | 0.441 | 0.472 | 1.054 | 0.659 | |
| TANetEncoder=ResNet502026.05 | 0.428 | 0.452 | 1.081 | 64.9 | |
| TANet2026.05 | 0.428 | 0.452 | 1.081 | 0.649 | |
| Aes-R1-7BZero-shot=true, Cross-domain=true, Backbone=7B2026.06 | 0.4248 | 0.4513 | — | — | |
| FGAesQ2026.03 | 0.423 | 0.455 | — | — | |
| PAMEncoder=ResNet502026.05 | 0.422 | 0.44 | 1.314 | 53.4 | |
| PAM2026.05 | 0.422 | 0.44 | 1.314 | 0.534 | |
| VILA2026.03 | 0.413 | 0.443 | — | — | |
| Charm2026.03 | 0.411 | 0.441 | — | — | |
| ALamp2026.05 | 0.411 | 0.422 | 1.349 | 0.523 | |
| MLSP2026.05 | 0.409 | 0.432 | 1.132 | 0.62 | |
| HGCN2026.05 | 0.406 | 0.419 | 1.141 | 0.615 | |
| NIMA2026.03 | 0.392 | 0.37 | — | — | |
| NIMAEncoder=ResNet502026.05 | 0.39 | 0.405 | 1.422 | 51.1 | |
| NIMA2026.05 | 0.39 | 0.405 | 1.422 | 0.511 | |
| MPada2026.05 | 0.389 | 0.408 | 1.191 | 0.589 | |
| AADBEncoder=ResNet502026.05 | 0.379 | 0.4 | 1.463 | 52.3 | |
| AADB2026.05 | 0.379 | 0.4 | 1.463 | 0.523 | |
| POE2026.05 | 0.377 | 0.42 | 1.185 | 0.588 | |
| NIMAZero-shot=true, Cross-domain=true2026.06 | 0.3654 | 0.3885 | — | — | |
| UIAA2026.05 | 0.361 | 0.441 | 1.281 | 0.548 | |
| BIAA2026.05 | 0.348 | 0.431 | 1.329 | 0.538 | |
| UniPerceptModel Category=Ours2025.12 | 0.336 | 0.346 | — | — | |
| UniPercept-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.336 | 0.346 | — | — | |
| GPT-5Zero-shot=true, Cross-domain=true2026.06 | 0.3347 | 0.2973 | — | — | |
| TATARCategory=Unified2026.03 | 0.334 | 0.349 | — | — | |
| MUSIQ2026.03 | 0.314 | 0.332 | — | — | |
| RAPIDEncoder=ResNet502026.05 | 0.314 | 0.332 | 1.766 | 51 | |
| RAPID2026.05 | 0.314 | 0.332 | 1.766 | 0.51 | |
| UniPerceptCategory=Unified, Training Protocol=Retrained under our protocol2026.03 | 0.306 | 0.312 | — | — | |
| GPT-4oZero-shot=true, Cross-domain=true2026.06 | 0.2979 | 0.2686 | — | — | |
| Seed1.5-VL-thinkingZero-shot=true, Cross-domain=true2026.06 | 0.2974 | 0.2908 | — | — | |
| GLM-4.5-V-106BA12BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.289 | 0.278 | — | — | |
| GLM-4.5Category=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.289 | 0.278 | — | — | |
| Qwen3-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-32B2026.06 | 0.2816 | 0.3042 | — | — | |
| GPT-4oModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.278 | 0.282 | — | — | |
| GPT-4oCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.278 | 0.282 | — | — | |
| Qwen2.5-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-32B2026.06 | 0.2715 | 0.23 | — | — | |
| UNIAA2026.03 | 0.261 | 0.26 | — | — | |
| Qwen3-VL-8BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-8B2026.06 | 0.2464 | 0.2642 | — | — | |
| Llama-4-ScoutModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.236 | 0.21 | — | — | |
| Llama-4Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.236 | 0.21 | — | — | |
| QwenVL-2.5-Instruct-72BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.232 | 0.235 | — | — | |
| QwenVL-2.5-72BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.232 | 0.235 | — | — | |
| ArtiMuseModel Category=Specialized, Domain=Cross domain2025.12 | 0.23 | 0.232 | — | — | |
| ArtiMuseCategory=Specialized, Evaluation Domain=Cross-domain, Evaluation Protocol=Single-task2026.03 | 0.23 | 0.232 | — | — | |
| ArtiMuse-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.23 | 0.232 | — | — | |
| Qwen2.5-VL-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.2242 | 0.2282 | — | — | |
| InternVL3-78BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.221 | 0.22 | — | — | |
| InternVL3-78BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.221 | 0.22 | — | — | |
| LLaVA-OneVision-1.5-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.213 | 0.224 | — | — | |
| LLaVA-1.5-8BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.213 | 0.224 | — | — | |
| Q-Insight*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.12 | 0.212 | 0.217 | — | — | |
| Q-InsightCategory=Specialized, Evaluation Domain=Cross-domain, Source=Cited from UniPercept2026.03 | 0.212 | 0.217 | — | — | |
| QwenVL-2.5-Instruct-7BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.208 | 0.195 | — | — | |
| InternVL3-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.205 | 0.191 | — | — | |
| InternVL3.5-38BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.201 | 0.208 | — | — | |
| InternVL3.5-38BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.201 | 0.208 | — | — | |
| QwenVL-3-Instruct-32BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.2 | 0.095 | — | — | |
| QwenVL-3-32BCategory=Open-Source, Evaluation Domain=Cross-domain2026.03 | 0.2 | 0.095 | — | — | |
| Q-Align*Model Category=Specialized, Domain=Cross domain, Retrained=true2025.12 | 0.194 | 0.197 | — | — | |
| Q-AlignCategory=Specialized, Evaluation Domain=Cross-domain, Source=Cited from UniPercept2026.03 | 0.194 | 0.197 | — | — | |
| QwenVL-3-Instruct-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.191 | 0.121 | — | — | |
| InternVL3.5-8BModel Category=Open-Source, Domain=Cross domain testing2025.12 | 0.18 | 0.182 | — | — | |
| Gemini-2.5-proModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.143 | 0.037 | — | — | |
| Gemini-2.5-ProCategory=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.143 | 0.037 | — | — | |
| Claude-Sonnet-4.5Model Category=Proprietary, Domain=Cross domain testing2025.12 | 0.04 | 0.047 | — | — | |
| Claude-4.5Category=Proprietary, Evaluation Domain=Cross-domain2026.03 | 0.04 | 0.047 | — | — | |
| Claude-Sonnet-4.5-ThinkModel Category=Proprietary, Domain=Cross domain testing2025.12 | 0.026 | 0.039 | — | — |