@@ -263,20 +263,15 @@ We report the best IS, FID, and F_beta values of various GANs.
263263| [ ** SAGAN** ] ( https://arxiv.org/abs/1805.08318 ) | 64 | 8.297 | 14.702 | 0.981 | 0.976 | [ Config] ( ./src/configs/CIFAR10/SAGAN.json ) | [ Log] ( ./logs/CIFAR10/SAGAN-train-2020_09_18_23_34_49.log ) | [ Link] ( https://drive.google.com/drive/folders/1FA8hcz4MB8-hgTwLuDA0ZUfr8slud5P_?usp=sharing ) |
264264| [ ** BigGAN** ] ( https://arxiv.org/abs/1809.11096 ) | 64 | 9.850 | 8.128 | 0.994 | 0.993 | [ Config] ( ./src/configs/CIFAR10/BigGAN.json ) | [ Log] ( ./logs/CIFAR10/BigGAN-train-2021_01_15_14_48_48.log ) | [ Link] ( https://drive.google.com/drive/folders/10sSMINp_xxVtjY0YssHgZ9w-_yk6rFVA?usp=sharing ) |
265265| [ ** LOGAN** ] ( https://arxiv.org/abs/1912.00953 ) | 64 | 9.576 | 8.465 | 0.993 | 0.990 | [ Config] ( ./src/configs/CIFAR10/LOGAN.json ) | [ Log] ( ./logs/CIFAR10/LOGAN-train-2020_09_17_13_46_47.log ) | [ Link] ( https://drive.google.com/drive/folders/1E9ST1wnh6_rA2Q1eIjydadeWPiZHufvu?usp=sharing ) |
266- | [ ** CRGAN(P)** ] ( https://arxiv.org/abs/1910.12027 ) | 64 | 9.911 | 7.199 | 0.994 | 0.994 | [ Config] ( ./src/configs/CIFAR10/CRGAN(P).json ) | [ Log] ( ./logs/CIFAR10/CRGAN(P)-train-2020_09_17_13_45_19.log ) | [ Link] ( https://drive.google.com/drive/folders/1I9HYBU2t2CYmqsrKeeoivYiIUXHqO8k7?usp=sharing ) |
267- | [ ** ICRGAN(P)** ] ( https://arxiv.org/abs/2002.04724 ) | 64 | 9.781 | 7.550 | 0.994 | 0.992 | [ Config] ( ./src/configs/CIFAR10/ICRGAN(P).json ) | [ Log] ( ./logs/CIFAR10/ICRGAN(P)-train-2020_09_17_13_46_09.log ) | [ Link] ( https://drive.google.com/drive/folders/1ZsX9Xu7j7MCG0V53FSk5K8HJpnsRIvtw?usp=sharing ) |
268- | [ ** DiffAugGAN(P)** ] ( https://arxiv.org/abs/2006.10738 ) | 64 | 9.649 | 7.369 | 0.995 | 0.994 | [ Config] ( ./src/configs/CIFAR10/DiffAugGAN(P).json ) | [ Log] ( ./logs/CIFAR10/DiffAugGAN(P)-train-2020_09_18_14_33_57.log ) | [ Link] ( https://drive.google.com/drive/folders/1xVN7dQPWMLi8gDZEb5FThkjbFtIdzb6b?usp=sharing ) |
269- | [ ** ADAGAN(P)** ] ( https://arxiv.org/abs/2006.06676 ) | 64 | 10.136 | 7.881 | 0.993 | 0.994 | [ Config] ( ./src/configs/CIFAR10/ADAGAN(P).json ) | [ Log] ( ./logs/CIFAR10/ADAGAN(P)-train-2021_01_31_12_59_51.log ) | [ Link] ( https://drive.google.com/drive/folders/1LoQJhYtPl0p49Y5vEDnFSbIyL2_twQW1?usp=sharing ) |
270-
271- #### ` > ` Replace Projection Discriminator with Contrastive Learning
272-
273- | Name | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
274- |:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
266+ | [ ** BigGAN + CR** ] ( https://arxiv.org/abs/1910.12027 ) | 64 | 9.911 | 7.199 | 0.994 | 0.994 | [ Config] ( ./src/configs/CIFAR10/CRGAN(P).json ) | [ Log] ( ./logs/CIFAR10/CRGAN(P)-train-2020_09_17_13_45_19.log ) | [ Link] ( https://drive.google.com/drive/folders/1I9HYBU2t2CYmqsrKeeoivYiIUXHqO8k7?usp=sharing ) |
267+ | [ ** BigGAN + ICR** ] ( https://arxiv.org/abs/2002.04724 ) | 64 | 9.781 | 7.550 | 0.994 | 0.992 | [ Config] ( ./src/configs/CIFAR10/ICRGAN(P).json ) | [ Log] ( ./logs/CIFAR10/ICRGAN(P)-train-2020_09_17_13_46_09.log ) | [ Link] ( https://drive.google.com/drive/folders/1ZsX9Xu7j7MCG0V53FSk5K8HJpnsRIvtw?usp=sharing ) |
268+ | [ ** BigGAN + DiffAug** ] ( https://arxiv.org/abs/2006.10738 ) | 64 | 9.649 | 7.369 | 0.995 | 0.994 | [ Config] ( ./src/configs/CIFAR10/DiffAugGAN(P).json ) | [ Log] ( ./logs/CIFAR10/DiffAugGAN(P)-train-2020_09_18_14_33_57.log ) | [ Link] ( https://drive.google.com/drive/folders/1xVN7dQPWMLi8gDZEb5FThkjbFtIdzb6b?usp=sharing ) |
269+ | [ ** BigGAN + ADA** ] ( https://arxiv.org/abs/2006.06676 ) | 64 | 10.136 | 7.881 | 0.993 | 0.994 | [ Config] ( ./src/configs/CIFAR10/ADAGAN(P).json ) | [ Log] ( ./logs/CIFAR10/ADAGAN(P)-train-2021_01_31_12_59_51.log ) | [ Link] ( https://drive.google.com/drive/folders/1LoQJhYtPl0p49Y5vEDnFSbIyL2_twQW1?usp=sharing ) |
275270| [ ** ContraGAN** ] ( https://arxiv.org/abs/2006.12681 ) | 64 | 9.729 | 8.065 | 0.993 | 0.992 | [ Config] ( ./src/configs/CIFAR10/ContraGAN.json ) | [ Log] ( ./logs/CIFAR10/ContraGAN-train-2020_10_04_21_50_14.log ) | [ Link] ( https://drive.google.com/drive/folders/10nxLyB7PyUsaGiBn6xD0e3_teYlB9Q59?usp=sharing ) |
276- | [ ** CRGAN(C) ** ] ( https://arxiv.org/abs/1910.12027 ) | 64 | 9.812 | 7.685 | 0.995 | 0.993 | [ Config] ( ./src/configs/CIFAR10/CRGAN(C).json ) | [ Log] ( ./logs/CIFAR10/CRGAN(C)-train-2020_12_04_13_51_40.log ) | [ Link] ( https://drive.google.com/drive/folders/1_Bkt_3NE95Ekxo8YG840wSNDTPmQDQb3?usp=sharing ) |
277- | [ ** ICRGAN(C) ** ] ( https://arxiv.org/abs/2002.04724 ) | 64 | 10.117 | 7.547 | 0.996 | 0.993 | [ Config] ( ./src/configs/CIFAR10/ICRGAN(C).json ) | [ Log] ( ./logs/CIFAR10/ICRGAN(C)-train-2020_12_04_13_53_13.log ) | [ Link] ( https://drive.google.com/drive/folders/1vXoYnKEw3YwLG6ZutYFz_LCLr10VGa9T?usp=sharing ) |
278- | [ ** DiffAugGAN(C) ** ] ( https://arxiv.org/abs/2006.10738 ) | 64 | 9.896 | 7.285 | 0.995 | 0.988 | [ Config] ( ./src/configs/CIFAR10/DiffAugGAN(C).json ) | [ Log] ( ./logs/CIFAR10/DiffAugGAN(C)-train-2020_11_14_16_20_04.log ) | [ Link] ( https://drive.google.com/drive/folders/1MKZgtyLg79Ti2nWRea6sAWMY1KfMqoKI?usp=sharing ) |
279- | [ ** ADAGAN(C) ** ] ( https://arxiv.org/abs/2006.06676 ) | 64 | 9.411 | 10.830 | 0.990 | 0.964 | [ Config] ( ./src/configs/CIFAR10/ADAGAN(C).json ) | [ Log] ( ./logs/CIFAR10/ADAGAN(C)-train-2021_01_31_12_59_47.log ) | [ Link] ( https://drive.google.com/drive/folders/1JzSvohfIsEXKwqEUnezyRsfBiiLVMMo-?usp=sharing ) |
271+ | [ ** ContraGAN + CR ** ] ( https://arxiv.org/abs/1910.12027 ) | 64 | 9.812 | 7.685 | 0.995 | 0.993 | [ Config] ( ./src/configs/CIFAR10/CRGAN(C).json ) | [ Log] ( ./logs/CIFAR10/CRGAN(C)-train-2020_12_04_13_51_40.log ) | [ Link] ( https://drive.google.com/drive/folders/1_Bkt_3NE95Ekxo8YG840wSNDTPmQDQb3?usp=sharing ) |
272+ | [ ** ContraGAN + ICR ** ] ( https://arxiv.org/abs/2002.04724 ) | 64 | 10.117 | 7.547 | 0.996 | 0.993 | [ Config] ( ./src/configs/CIFAR10/ICRGAN(C).json ) | [ Log] ( ./logs/CIFAR10/ICRGAN(C)-train-2020_12_04_13_53_13.log ) | [ Link] ( https://drive.google.com/drive/folders/1vXoYnKEw3YwLG6ZutYFz_LCLr10VGa9T?usp=sharing ) |
273+ | [ ** ContraGAN + DiffAug ** ] ( https://arxiv.org/abs/2006.10738 ) | 64 | 9.896 | 7.285 | 0.995 | 0.988 | [ Config] ( ./src/configs/CIFAR10/DiffAugGAN(C).json ) | [ Log] ( ./logs/CIFAR10/DiffAugGAN(C)-train-2020_11_14_16_20_04.log ) | [ Link] ( https://drive.google.com/drive/folders/1MKZgtyLg79Ti2nWRea6sAWMY1KfMqoKI?usp=sharing ) |
274+ | [ ** ContraGAN + ADA ** ] ( https://arxiv.org/abs/2006.06676 ) | 64 | 9.411 | 10.830 | 0.990 | 0.964 | [ Config] ( ./src/configs/CIFAR10/ADAGAN(C).json ) | [ Log] ( ./logs/CIFAR10/ADAGAN(C)-train-2021_01_31_12_59_47.log ) | [ Link] ( https://drive.google.com/drive/folders/1JzSvohfIsEXKwqEUnezyRsfBiiLVMMo-?usp=sharing ) |
280275
281276※ IS, FID, and F_beta values are computed using 10K test and 10K generated Images.
282277
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