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ResearchFormerly WizWand

Personalized Image Aesthetic Assessment on PARA 1.0 (test)

0.7046SROCCConditional PIAA
0.650.6641750.678350.692525Mar 31, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Conditional PIAABackbone=ResNet-50, Conditional information=Personality traits, Shot setting=100 shot2022.030.70460.7509
Unconditional PIAABackbone=Swin-TF Small, Shot setting=100 shot2022.030.7040.7485
Unconditional PIAABackbone=Swin-TF Tiny, Shot setting=100 shot2022.030.69880.7441
Conditional PIAABackbone=ResNet-50, Conditional information=Photographic Exp., Shot setting=100 shot2022.030.69820.7447
Conditional PIAABackbone=ResNet-50, Conditional information=Artistic Exp., Shot setting=100 shot2022.030.69760.7419
Unconditional PIAABackbone=ResNet-50, Shot setting=100 shot2022.030.69520.7429
Conditional PIAABackbone=ResNet-50, Conditional information=Personality traits, Shot setting=10 shot2022.030.69120.7384
Conditional PIAABackbone=ResNet-50, Conditional information=Personality traits, Shot setting=without finetune2022.030.69080.738
Unconditional PIAABackbone=Swin-TF Small, Shot setting=10 shot2022.030.690.7358
Unconditional PIAABackbone=Swin-TF Small, Shot setting=without finetune2022.030.68970.7354
Unconditional PIAABackbone=Swin-TF Tiny, Shot setting=10 shot2022.030.68590.7311
Conditional PIAABackbone=ResNet-50, Conditional information=Artistic Exp., Shot setting=10 shot2022.030.68590.7332
Unconditional PIAABackbone=Swin-TF Tiny, Shot setting=without finetune2022.030.68550.7321
Conditional PIAABackbone=ResNet-50, Conditional information=Artistic Exp., Shot setting=without finetune2022.030.68540.7329
Conditional PIAABackbone=ResNet-50, Conditional information=Photographic Exp., Shot setting=10 shot2022.030.6830.7326
Conditional PIAABackbone=ResNet-50, Conditional information=Photographic Exp., Shot setting=without finetune2022.030.68260.7324
Unconditional PIAABackbone=MobileNet-V2, Shot setting=100 shot2022.030.68140.7302
Unconditional PIAABackbone=ResNet-50, Shot setting=10 shot2022.030.68110.7298
Unconditional PIAABackbone=ResNet-50, Shot setting=without finetune2022.030.68080.7295
Unconditional PIAABackbone=MobileNet-V2, Shot setting=10 shot2022.030.66970.7214
Unconditional PIAABackbone=MobileNet-V2, Shot setting=without finetune2022.030.66960.7211
Unconditional PIAABackbone=ResNet-18, Shot setting=100 shot2022.030.66160.7147
Unconditional PIAABackbone=ResNet-18, Shot setting=10 shot2022.030.65340.7093
Unconditional PIAABackbone=ResNet-18, Shot setting=without finetune2022.030.65210.7069