Artistic Image Aesthetics Assessment on BAID
0.543SROCCArtQuant
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ArtQuantModality=I+T, Epochs=4/2/82025.12 | 0.543 | 0.589 | |
| PVAFEModality=I, Epochs=2002025.12 | 0.533 | 0.583 | |
| AKA-NetModality=I, Epochs=402025.12 | 0.518 | 0.529 | |
| Interpretable IAA frameworkBranch=hybrid2026.03 | 0.502 | 0.482 | |
| EAMB-NetModality=I, Epochs=1002025.12 | 0.496 | 0.487 | |
| LITAModality=I+T, Epochs=152025.12 | 0.49 | 0.573 | |
| SAANModality=I, Epochs=2002025.12 | 0.473 | 0.467 | |
| SAAN2026.03 | 0.473 | 0.467 | |
| TANet2026.03 | 0.453 | 0.437 | |
| MLSP2026.03 | 0.441 | 0.43 | |
| MPADA2026.03 | 0.437 | 0.425 | |
| CLIPBackbone=ResNet-502026.03 | 0.435 | 0.443 | |
| NIMA2026.03 | 0.393 | 0.382 | |
| Interpretable IAA frameworkBranch=interpretable2026.03 | 0.38 | 0.34 | |
| Charm2026.03 | 0.368 | 0.439 | |
| DINOv2Scale=small2026.03 | 0.342 | 0.428 | |
| Qwen-VL-PlusModality=I+T+V, Chain-of-Thought=false2025.12 | 0.122 | 0.108 | |
| GPT-4oModality=I+T+A+V, Chain-of-Thought=false2025.12 | 0.122 | 0.108 | |
| Qwen-VL-Plus (+CoT)Modality=I+T+V, Chain-of-Thought=true2025.12 | 0.067 | 0.062 | |
| GPT-4o (+CoT)Modality=I+T+A+V, Chain-of-Thought=true2025.12 | 0.067 | 0.062 |