Image Aesthetic Assessment on AADB
0.7746SRCCRED-Aes-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RED-Aes-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.7746 | 0.7722 | |
| Charm2026.03 | 0.754 | 0.767 | |
| RED-Aes-2BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-2B2026.06 | 0.7523 | 0.7426 | |
| RED-Aes-3BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-3B2026.06 | 0.7509 | 0.7365 | |
| Ours (hybrid)Variant=Hybrid model, Backbone=CLIP-ResNet502026.03 | 0.745 | 0.748 | |
| CLIP-ResNet50Backbone=CLIP-ResNet50, Evaluation=Linear regression probe2026.03 | 0.74 | 0.745 | |
| MLSP2026.03 | 0.725 | 0.726 | |
| PA-IAA2026.03 | 0.72 | 0.728 | |
| RGNet2026.03 | 0.71 | — | |
| NIMA2026.03 | 0.708 | 0.711 | |
| MUSIQ2026.03 | 0.706 | 0.712 | |
| Ours (interpretable)Variant=Interpretable branch, Backbone=CLIP-ResNet502026.03 | 0.697 | 0.701 | |
| DINOv2-smallBackbone=DINOv2-small2026.03 | 0.682 | 0.695 | |
| Qwen3-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-32B2026.06 | 0.6782 | 0.7147 | |
| Qwen3-VL-8BZero-shot=true, Cross-domain=true, Backbone=Qwen3-VL-8B2026.06 | 0.646 | 0.6934 | |
| GPT-5Zero-shot=true, Cross-domain=true2026.06 | 0.5989 | 0.6001 | |
| FGAesQ2026.03 | 0.562 | 0.571 | |
| Seed1.5-VL-thinkingZero-shot=true, Cross-domain=true2026.06 | 0.5577 | 0.5279 | |
| VILA2026.03 | 0.548 | 0.561 | |
| Aes-R1-7BZero-shot=true, Cross-domain=true, Backbone=7B2026.06 | 0.5423 | 0.5386 | |
| GPT-4oZero-shot=true, Cross-domain=true2026.06 | 0.5314 | 0.5209 | |
| Qwen2.5-VL-32BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-32B2026.06 | 0.5138 | 0.506 | |
| ArtiMuse-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.513 | 0.4836 | |
| Charm2026.03 | 0.51 | 0.528 | |
| Qwen2.5-VL-7BZero-shot=true, Cross-domain=true, Backbone=Qwen2.5-VL-7B2026.06 | 0.5076 | 0.448 | |
| UniPercept-8BZero-shot=true, Cross-domain=true, Backbone=8B2026.06 | 0.4237 | 0.4285 | |
| NIMAZero-shot=true, Cross-domain=true2026.06 | 0.3904 | 0.3886 | |
| NIMA2026.03 | 0.365 | 0.371 | |
| MUSIQ2026.03 | 0.331 | 0.343 |