@@ -249,34 +249,34 @@ We report the best IS, FID, and F_beta values of various GANs.
249249
250250### CIFAR10 (3x32x32)
251251
252- | Name | Res. | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
253- |:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
254- | [ ** DCGAN** ] ( https://arxiv.org/abs/1511.06434 ) | 32 | 64 | 6.697 | 50.281 | 0.851 | 0.788 | [ Config] ( ./src/configs/CIFAR10/DCGAN.json ) | [ Log] ( ./logs/CIFAR10/DCGAN-train-2020_09_15_13_23_51.log ) | [ Link] ( https://drive.google.com/drive/folders/1_AAkKkwdSJaRjnNxg-FxiLfIU8nHgPLh?usp=sharing ) |
255- | [ ** LSGAN** ] ( https://arxiv.org/abs/1611.04076 ) | 32 | 64 | 5.537 | 67.229 | 0.790 | 0.702 | [ Config] ( ./src/configs/CIFAR10/LSGAN.json ) | [ Log] ( ./logs/CIFAR10/LSGAN-train-2020_09_15_23_40_37.log ) | [ Link] ( https://drive.google.com/drive/folders/1s4gT44ar6C2PF1-LfCcCEJWIWR4bIKHu?usp=sharing ) |
256- | [ ** GGAN** ] ( https://arxiv.org/abs/1705.02894 ) | 32 | 64 | 6.175 | 43.008 | 0.907 | 0.835 | [ Config] ( ./src/configs/CIFAR10/GGAN.json ) | [ Log] ( ./logs/CIFAR10/GGAN-train-2020_09_15_23_11_09.log ) | [ Link] ( https://drive.google.com/drive/folders/1lGhmGt4W0LtlaoX0ABFOg-ND98cwnrRt?usp=sharing ) |
257- | [ ** WGAN-WC** ] ( https://arxiv.org/abs/1701.04862 ) | 32 | 64 | 2.525 | 160.856 | 0.181 | 0.170 | [ Config] ( ./src/configs/CIFAR10/WGAN-WC.json ) | [ Log] ( ./logs/CIFAR10/WGAN-WC-train-2020_09_17_11_03_23.log ) | [ Link] ( https://drive.google.com/drive/folders/1dRrTrftXj3lD3JH4wphas-SzaDvNz70f?usp=sharing ) |
258- | [ ** WGAN-GP** ] ( https://arxiv.org/abs/1704.00028 ) | 32 | 64 | 7.281 | 25.883 | 0.959 | 0.927 | [ Config] ( ./src/configs/CIFAR10/WGAN-GP.json ) | [ Log] ( ./logs/CIFAR10/WGAN-GP-train-2020_09_16_14_17_00.log ) | [ Link] ( https://drive.google.com/drive/folders/1OGwjRUuktEECax_Syz_hhTiL3vtd1kz2?usp=sharing ) |
259- | [ ** WGAN-DRA** ] ( https://arxiv.org/abs/1705.07215 ) | 32 | 64 | 6.452 | 41.633 | 0.925 | 0.861 | [ Config] ( ./src/configs/CIFAR10/WGAN-DRA.json ) | [ Log] ( ./logs/CIFAR10/WGAN-DRA-train-2020_09_16_05_18_22.log ) | [ Link] ( https://drive.google.com/drive/folders/1N4BxR1dTNa__8hQJZkcL5wI5PzCVyMHR?usp=sharing ) |
260- | [ ** ACGAN** ] ( https://arxiv.org/abs/1610.09585 ) | 32 | 64 | 6.696 | 46.081 | 0.886 | 0.820 | [ Config] ( ./src/configs/CIFAR10/ACGAN.json ) | [ Log] ( ./logs/CIFAR10/ACGAN-train-2020_09_17_20_04_13.log ) | [ Link] ( https://drive.google.com/drive/folders/1KXbLUf9lqWvadwXv7WSPZ3V7Knoa0hNg?usp=sharing ) |
261- | [ ** ProjGAN** ] ( https://arxiv.org/abs/1802.05637 ) | 32 | 64 | 7.398 | 34.037 | 0.945 | 0.871 | [ Config] ( ./src/configs/CIFAR10/ProjGAN.json ) | [ Log] ( ./logs/CIFAR10/ProjGAN-train-2020_09_17_20_05_34.log ) | [ Link] ( https://drive.google.com/drive/folders/1JtMUFYkKahlfItvHKx87WIiRl89D9Dhr?usp=sharing ) |
262- | [ ** SNGAN** ] ( https://arxiv.org/abs/1802.05957 ) | 32 | 64 | 8.810 | 13.161 | 0.980 | 0.978 | [ Config] ( ./src/configs/CIFAR10/SNGAN.json ) | [ Log] ( ./logs/CIFAR10/SNGAN-train-2020_09_18_14_37_00.log ) | [ Link] ( https://drive.google.com/drive/folders/16s5Cr-V-NlfLyy_uyXEkoNxLBt-8wYSM?usp=sharing ) |
263- | [ ** SAGAN** ] ( https://arxiv.org/abs/1805.08318 ) | 32 | 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 ) |
264- | [ ** BigGAN** ] ( https://arxiv.org/abs/1809.11096 ) | 32 | 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 ) |
265- | [ ** LOGAN** ] ( https://arxiv.org/abs/1912.00953 ) | 32 | 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 ) | 32 | 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 ) | 32 | 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 ) | 32 | 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 ) | 32 | 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 ) |
252+ | Name | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
253+ |:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
254+ | [ ** DCGAN** ] ( https://arxiv.org/abs/1511.06434 ) | 64 | 6.697 | 50.281 | 0.851 | 0.788 | [ Config] ( ./src/configs/CIFAR10/DCGAN.json ) | [ Log] ( ./logs/CIFAR10/DCGAN-train-2020_09_15_13_23_51.log ) | [ Link] ( https://drive.google.com/drive/folders/1_AAkKkwdSJaRjnNxg-FxiLfIU8nHgPLh?usp=sharing ) |
255+ | [ ** LSGAN** ] ( https://arxiv.org/abs/1611.04076 ) | 64 | 5.537 | 67.229 | 0.790 | 0.702 | [ Config] ( ./src/configs/CIFAR10/LSGAN.json ) | [ Log] ( ./logs/CIFAR10/LSGAN-train-2020_09_15_23_40_37.log ) | [ Link] ( https://drive.google.com/drive/folders/1s4gT44ar6C2PF1-LfCcCEJWIWR4bIKHu?usp=sharing ) |
256+ | [ ** GGAN** ] ( https://arxiv.org/abs/1705.02894 ) | 64 | 6.175 | 43.008 | 0.907 | 0.835 | [ Config] ( ./src/configs/CIFAR10/GGAN.json ) | [ Log] ( ./logs/CIFAR10/GGAN-train-2020_09_15_23_11_09.log ) | [ Link] ( https://drive.google.com/drive/folders/1lGhmGt4W0LtlaoX0ABFOg-ND98cwnrRt?usp=sharing ) |
257+ | [ ** WGAN-WC** ] ( https://arxiv.org/abs/1701.04862 ) | 64 | 2.525 | 160.856 | 0.181 | 0.170 | [ Config] ( ./src/configs/CIFAR10/WGAN-WC.json ) | [ Log] ( ./logs/CIFAR10/WGAN-WC-train-2020_09_17_11_03_23.log ) | [ Link] ( https://drive.google.com/drive/folders/1dRrTrftXj3lD3JH4wphas-SzaDvNz70f?usp=sharing ) |
258+ | [ ** WGAN-GP** ] ( https://arxiv.org/abs/1704.00028 ) | 64 | 7.281 | 25.883 | 0.959 | 0.927 | [ Config] ( ./src/configs/CIFAR10/WGAN-GP.json ) | [ Log] ( ./logs/CIFAR10/WGAN-GP-train-2020_09_16_14_17_00.log ) | [ Link] ( https://drive.google.com/drive/folders/1OGwjRUuktEECax_Syz_hhTiL3vtd1kz2?usp=sharing ) |
259+ | [ ** WGAN-DRA** ] ( https://arxiv.org/abs/1705.07215 ) | 64 | 6.452 | 41.633 | 0.925 | 0.861 | [ Config] ( ./src/configs/CIFAR10/WGAN-DRA.json ) | [ Log] ( ./logs/CIFAR10/WGAN-DRA-train-2020_09_16_05_18_22.log ) | [ Link] ( https://drive.google.com/drive/folders/1N4BxR1dTNa__8hQJZkcL5wI5PzCVyMHR?usp=sharing ) |
260+ | [ ** ACGAN** ] ( https://arxiv.org/abs/1610.09585 ) | 64 | 6.696 | 46.081 | 0.886 | 0.820 | [ Config] ( ./src/configs/CIFAR10/ACGAN.json ) | [ Log] ( ./logs/CIFAR10/ACGAN-train-2020_09_17_20_04_13.log ) | [ Link] ( https://drive.google.com/drive/folders/1KXbLUf9lqWvadwXv7WSPZ3V7Knoa0hNg?usp=sharing ) |
261+ | [ ** ProjGAN** ] ( https://arxiv.org/abs/1802.05637 ) | 64 | 7.398 | 34.037 | 0.945 | 0.871 | [ Config] ( ./src/configs/CIFAR10/ProjGAN.json ) | [ Log] ( ./logs/CIFAR10/ProjGAN-train-2020_09_17_20_05_34.log ) | [ Link] ( https://drive.google.com/drive/folders/1JtMUFYkKahlfItvHKx87WIiRl89D9Dhr?usp=sharing ) |
262+ | [ ** SNGAN** ] ( https://arxiv.org/abs/1802.05957 ) | 64 | 8.810 | 13.161 | 0.980 | 0.978 | [ Config] ( ./src/configs/CIFAR10/SNGAN.json ) | [ Log] ( ./logs/CIFAR10/SNGAN-train-2020_09_18_14_37_00.log ) | [ Link] ( https://drive.google.com/drive/folders/16s5Cr-V-NlfLyy_uyXEkoNxLBt-8wYSM?usp=sharing ) |
263+ | [ ** 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 ) |
264+ | [ ** 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 ) |
265+ | [ ** 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 ) |
270270
271271#### ` > ` Replace Projection Discriminator with Contrastive Learning
272272
273- | Name | Res. | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
274- |:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
275- | [ ** ContraGAN** ] ( https://arxiv.org/abs/2006.12681 ) | 32 | 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 ) | 32 | 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 ) | 32 | 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 ) | 32 | 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 ) | 32 | 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 ) |
273+ | Name | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
274+ |:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
275+ | [ ** 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 ) |
280280
281281※ IS, FID, and F_beta values are computed using 10K test and 10K generated Images.
282282
0 commit comments