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ResearchFormerly WizWand

Few-shot Conditional Image Generation on CelebA-64 (train)

3.77FIDNaive
0.8620.502540.14559.7875Jun 12, 2021
Updated 8mo ago

Evaluation results

MethodLinks
NaiveLabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.063.77
NaiveLabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.063.77
D2CLabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.068.94
D2CLabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.069.09
D2CLabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.069.51
DDIMLabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.069.67
DDIMLabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.069.7
DDIM-ILabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.069.9
D2CLabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.0610.09
D2CLabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.0612.21
D2CLabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.0613.44
DDIM-ILabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.0614.96
DDIM-ILabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.0615.17
DDIMLabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.0615.42
D2CLabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.0616.39
NVAELabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.0616.57
NVAELabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.0616.73
D2CLabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.0617.61
NVAELabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.0617.98
NVAELabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.0618.36
NaiveLabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.0618.72
NaiveLabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.0618.72
DDIMLabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.0619.25
DDIM-ILabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.0619.6
DDIM-ILabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.0619.76
NaiveLabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.0626.34
NaiveLabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.0626.34
NaiveLabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.0627.51
NaiveLabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.0627.51
DDIM-ILabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.0629.03
DDIM-ILabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.0629.09
DDIMLabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.0630.2
NVAELabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.0631.06
NVAELabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.0631.24
DDIMLabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.0631.39
DDIMLabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.0637.03
DDIMLabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.0638.38
NVAELabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.0641.07
NVAELabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.0642.78
DDIM-ILabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.0676.52