Personalized Image Aesthetic Assessment on PARA
0.62Spearman's RhoPIAA-ICI (w/o User Attr)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PIAA-ICI (w/o User Attr)User Attributes=false2026.04 | 0.62 | 39.2 | — | — | — | |
| PIAA-ICI (w/ User Attr)User Attributes=true2026.04 | 0.619 | 42.4 | — | — | — | |
| Linear-HiddenBackbone=Qwen3-VL 4B, LT layers=152026.04 | 0.611 | 36.2 | — | — | — | |
| Linear-HiddenSupport=100-shot, Backbone=Qwen3-VL, Model Size=4B2026.04 | 0.611 | 0.362 | — | — | — | |
| Linear-HiddenSupport=100-shot, Backbone=Qwen3-VL, Model Size=2B2026.04 | 0.604 | 0.363 | — | — | — | |
| Linear-Hidden (GIAA)Support=100-shot, Backbone=Qwen3-VL, Model Size=4B2026.04 | 0.603 | 0.057 | — | — | — | |
| Linear-Hidden (Reduce)Support=100-shot, Backbone=Qwen3-VL, Model Size=4B2026.04 | 0.597 | 0.382 | — | — | — | |
| Linear-Hidden (GIAA)Support=100-shot, Backbone=Qwen3-VL, Model Size=2B2026.04 | 0.596 | 0.041 | — | — | — | |
| Linear-Hidden (GIAA)Support=100-shot, Backbone=Qwen3-VL, Model Size=8B2026.04 | 0.596 | 0.043 | — | — | — | |
| Linear-HiddenSupport=100-shot, Backbone=Gemma 3, Model Size=12B2026.04 | 0.594 | 0.329 | — | — | — | |
| Linear-Hidden (GIAA)Support=100-shot, Backbone=Gemma 3, Model Size=12B2026.04 | 0.594 | 0.036 | — | — | — | |
| Linear-Hidden (Reduce)Support=100-shot, Backbone=Gemma 3, Model Size=12B2026.04 | 0.593 | 0.373 | — | — | — | |
| Linear-Hidden (Reduce)Support=100-shot, Backbone=Gemma 3, Model Size=4B2026.04 | 0.592 | 0.365 | — | — | — | |
| Linear-HiddenSupport=100-shot, Backbone=Qwen3-VL, Model Size=8B2026.04 | 0.591 | 0.341 | — | — | — | |
| Linear-HiddenSupport=100-shot, Backbone=Gemma 3, Model Size=4B2026.04 | 0.591 | 0.346 | — | — | — | |
| Linear-Hidden (Reduce)Support=100-shot, Backbone=Qwen3-VL, Model Size=2B2026.04 | 0.585 | 0.367 | — | — | — | |
| Linear-Hidden (GIAA)Support=100-shot, Backbone=Gemma 3, Model Size=4B2026.04 | 0.584 | 0.014 | — | — | — | |
| LoRASupport=100-shot, Backbone=Qwen3-VL, Model Size=4B2026.04 | 0.578 | 1.751 | — | — | — | |
| Raw TextBackbone=Qwen3-VL, Model Size=4B2026.04 | 0.57 | 1.277 | — | — | — | |
| Adjust-BiasSupport=100-shot, Backbone=Qwen3-VL, Model Size=4B2026.04 | 0.57 | 0.672 | — | — | — | |
| LoRASupport=100-shot, Backbone=Qwen3-VL, Model Size=8B2026.04 | 0.568 | 0.978 | — | — | — | |
| Linear-Hidden (Reduce)Support=100-shot, Backbone=Qwen3-VL, Model Size=8B2026.04 | 0.558 | 0.322 | — | — | — | |
| P-MLLMSize=8B, Zero-shot=true2026.04 | 0.557 | — | 0.019 | 0.608 | 0.013 | |
| Raw TextBackbone=Qwen3-VL, Model Size=8B2026.04 | 0.528 | 0.729 | — | — | — | |
| Adjust-BiasSupport=100-shot, Backbone=Qwen3-VL, Model Size=8B2026.04 | 0.528 | 0.441 | — | — | — | |
| LoRASupport=100-shot, Backbone=Gemma 3, Model Size=12B2026.04 | 0.524 | 0.525 | — | — | — | |
| P-MLLM-SSize=8B, Zero-shot=true2026.04 | 0.518 | — | 0.014 | 0.557 | 0.017 | |
| Raw TextBackbone=Qwen3-VL, Model Size=2B2026.04 | 0.504 | 0.571 | — | — | — | |
| Adjust-BiasSupport=100-shot, Backbone=Qwen3-VL, Model Size=2B2026.04 | 0.504 | 0.31 | — | — | — | |
| AesExpertSize=7B, Zero-shot=true2026.04 | 0.498 | — | 0.019 | 0.514 | 0.019 | |
| GPT-4o-miniZero-shot=true2026.04 | 0.494 | — | 0.026 | 0.509 | 0.025 | |
| Raw TextBackbone=Gemma 3, Model Size=12B2026.04 | 0.493 | 1.879 | — | — | — | |
| Adjust-BiasSupport=100-shot, Backbone=Gemma 3, Model Size=12B2026.04 | 0.493 | 1.562 | — | — | — | |
| LoRASupport=100-shot, Backbone=Gemma 3, Model Size=4B2026.04 | 0.489 | 0.893 | — | — | — | |
| LoRASupport=100-shot, Backbone=Qwen3-VL, Model Size=2B2026.04 | 0.487 | 1.97 | — | — | — | |
| Raw TextBackbone=Gemma 3, Model Size=4B2026.04 | 0.462 | 1.107 | — | — | — | |
| Adjust-BiasSupport=100-shot, Backbone=Gemma 3, Model Size=4B2026.04 | 0.462 | 0.321 | — | — | — | |
| Few-shotSupport=10-shot, Backbone=Gemma 3, Model Size=12B2026.04 | 0.407 | 0.185 | — | — | — | |
| Q-InstructSize=7B, Zero-shot=true2026.04 | 0.39 | — | 0.018 | 0.499 | 0.02 | |
| Few-shotSupport=10-shot, Backbone=Qwen3-VL, Model Size=8B2026.04 | 0.372 | 0.547 | — | — | — | |
| Qwen2.5-VLSize=7B, Zero-shot=true2026.04 | 0.357 | — | 0.02 | 0.369 | 0.019 | |
| Few-shotSupport=10-shot, Backbone=Qwen3-VL, Model Size=2B2026.04 | 0.319 | 1.85 | — | — | — | |
| Few-shotSupport=10-shot, Backbone=Gemma 3, Model Size=4B2026.04 | 0.241 | 0.537 | — | — | — | |
| Few-shotSupport=10-shot, Backbone=Qwen3-VL, Model Size=4B2026.04 | 0.197 | 1.576 | — | — | — |