Personalized Image Aesthetic Assessment on PARA 1.0 (test)
0.7046SROCCConditional PIAA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Conditional PIAABackbone=ResNet-50, Conditional information=Personality traits, Shot setting=100 shot2022.03 | 0.7046 | 0.7509 | |
| Unconditional PIAABackbone=Swin-TF Small, Shot setting=100 shot2022.03 | 0.704 | 0.7485 | |
| Unconditional PIAABackbone=Swin-TF Tiny, Shot setting=100 shot2022.03 | 0.6988 | 0.7441 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Photographic Exp., Shot setting=100 shot2022.03 | 0.6982 | 0.7447 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Artistic Exp., Shot setting=100 shot2022.03 | 0.6976 | 0.7419 | |
| Unconditional PIAABackbone=ResNet-50, Shot setting=100 shot2022.03 | 0.6952 | 0.7429 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Personality traits, Shot setting=10 shot2022.03 | 0.6912 | 0.7384 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Personality traits, Shot setting=without finetune2022.03 | 0.6908 | 0.738 | |
| Unconditional PIAABackbone=Swin-TF Small, Shot setting=10 shot2022.03 | 0.69 | 0.7358 | |
| Unconditional PIAABackbone=Swin-TF Small, Shot setting=without finetune2022.03 | 0.6897 | 0.7354 | |
| Unconditional PIAABackbone=Swin-TF Tiny, Shot setting=10 shot2022.03 | 0.6859 | 0.7311 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Artistic Exp., Shot setting=10 shot2022.03 | 0.6859 | 0.7332 | |
| Unconditional PIAABackbone=Swin-TF Tiny, Shot setting=without finetune2022.03 | 0.6855 | 0.7321 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Artistic Exp., Shot setting=without finetune2022.03 | 0.6854 | 0.7329 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Photographic Exp., Shot setting=10 shot2022.03 | 0.683 | 0.7326 | |
| Conditional PIAABackbone=ResNet-50, Conditional information=Photographic Exp., Shot setting=without finetune2022.03 | 0.6826 | 0.7324 | |
| Unconditional PIAABackbone=MobileNet-V2, Shot setting=100 shot2022.03 | 0.6814 | 0.7302 | |
| Unconditional PIAABackbone=ResNet-50, Shot setting=10 shot2022.03 | 0.6811 | 0.7298 | |
| Unconditional PIAABackbone=ResNet-50, Shot setting=without finetune2022.03 | 0.6808 | 0.7295 | |
| Unconditional PIAABackbone=MobileNet-V2, Shot setting=10 shot2022.03 | 0.6697 | 0.7214 | |
| Unconditional PIAABackbone=MobileNet-V2, Shot setting=without finetune2022.03 | 0.6696 | 0.7211 | |
| Unconditional PIAABackbone=ResNet-18, Shot setting=100 shot2022.03 | 0.6616 | 0.7147 | |
| Unconditional PIAABackbone=ResNet-18, Shot setting=10 shot2022.03 | 0.6534 | 0.7093 | |
| Unconditional PIAABackbone=ResNet-18, Shot setting=without finetune2022.03 | 0.6521 | 0.7069 |