Few-shot Conditional Image Generation on CelebA-64 (train)
3.77FIDNaive
Evaluation Results
| Method | Links | |
|---|---|---|
| NaiveLabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 3.77 | |
| NaiveLabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 3.77 | |
| D2CLabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 8.94 | |
| D2CLabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 9.09 | |
| D2CLabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.06 | 9.51 | |
| DDIMLabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 9.67 | |
| DDIMLabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 9.7 | |
| DDIM-ILabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 9.9 | |
| D2CLabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.06 | 10.09 | |
| D2CLabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.06 | 12.21 | |
| D2CLabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.06 | 13.44 | |
| DDIM-ILabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.06 | 14.96 | |
| DDIM-ILabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.06 | 15.17 | |
| DDIMLabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.06 | 15.42 | |
| D2CLabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.06 | 16.39 | |
| NVAELabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.06 | 16.57 | |
| NVAELabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 16.73 | |
| D2CLabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.06 | 17.61 | |
| NVAELabeling setting=PU, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 17.98 | |
| NVAELabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.06 | 18.36 | |
| NaiveLabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.06 | 18.72 | |
| NaiveLabeling setting=PU, Target attribute=Female, Class percentage in train set=58%2021.06 | 18.72 | |
| DDIMLabeling setting=Binary, Target attribute=Female, Class percentage in train set=58%2021.06 | 19.25 | |
| DDIM-ILabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.06 | 19.6 | |
| DDIM-ILabeling setting=Binary, Target attribute=Non-Blond, Class percentage in train set=85%2021.06 | 19.76 | |
| NaiveLabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.06 | 26.34 | |
| NaiveLabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.06 | 26.34 | |
| NaiveLabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.06 | 27.51 | |
| NaiveLabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.06 | 27.51 | |
| DDIM-ILabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.06 | 29.03 | |
| DDIM-ILabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.06 | 29.09 | |
| DDIMLabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.06 | 30.2 | |
| NVAELabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.06 | 31.06 | |
| NVAELabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.06 | 31.24 | |
| DDIMLabeling setting=Binary, Target attribute=Blond, Class percentage in train set=15%2021.06 | 31.39 | |
| DDIMLabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.06 | 37.03 | |
| DDIMLabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.06 | 38.38 | |
| NVAELabeling setting=Binary, Target attribute=Male, Class percentage in train set=42%2021.06 | 41.07 | |
| NVAELabeling setting=PU, Target attribute=Male, Class percentage in train set=42%2021.06 | 42.78 | |
| DDIM-ILabeling setting=PU, Target attribute=Blond, Class percentage in train set=15%2021.06 | 76.52 |