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‎README.md‎

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@@ -249,7 +249,7 @@ We report the best IS, FID, and F_beta values of various GANs.
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### CIFAR10 (3x32x32)
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| Name | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
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| Name | B.S. | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
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|:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
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| [**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) |
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| [**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) |
@@ -262,11 +262,11 @@ We report the best IS, FID, and F_beta values of various GANs.
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| [**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) |
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| [**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) |
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| [**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) |
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| [**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) |
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| [**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) |
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| [**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) |
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| [**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) |
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| [**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) |
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| [**BigGAN + LO**](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) |
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| [**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) |
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| [**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) |
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| [**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) |
@@ -282,7 +282,7 @@ CUDA_VISIBLE_DEVICES=0 python3 src/main.py -e -l -stat_otf -c CONFIG_PATH --chec
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### Tiny ImageNet (3x64x64)
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| Name | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
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| Name | B.S. | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
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|:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
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| [**DCGAN**](https://arxiv.org/abs/1511.06434) | 256 | 5.640 | 91.625 | 0.606 | 0.391 | [Config](./src/configs/TINY_ILSVRC2012/DCGAN.json) | [Log](./logs/TINY_IMAGENET/DCGAN-train-2021_01_01_08_11_26.log) | [Link](https://drive.google.com/drive/folders/1unNCrGZarh5605yExX7L9nGaqSmZYoz3?usp=sharing) |
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| [**LSGAN**](https://arxiv.org/abs/1611.04076) | 256 | 5.381 | 90.008 | 0.638 | 0.390 | [Config](./src/configs/TINY_ILSVRC2012/LSGAN.json) | [Log](./logs/TINY_IMAGENET/LSGAN-train-2021_01_01_08_13_17.log) | [Link](https://drive.google.com/drive/folders/1U011WruNfOX8KWpfMoNwufRPlG93q10h?usp=sharing) |
@@ -295,21 +295,16 @@ CUDA_VISIBLE_DEVICES=0 python3 src/main.py -e -l -stat_otf -c CONFIG_PATH --chec
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| [**SNGAN**](https://arxiv.org/abs/1802.05957) | 256 | 8.412 | 53.590 | 0.900 | 0.703 | [Config](./src/configs/TINY_ILSVRC2012/SNGAN.json) | [Log](./logs/TINY_IMAGENET/SNGAN-train-2021_01_15_11_59_43.log) | [Link](https://drive.google.com/drive/folders/1NYyvlFKrPU3aa88LUJcKyerEyJw_FgUR?usp=sharing) |
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| [**SAGAN**](https://arxiv.org/abs/1805.08318) | 256 | 8.342 | 51.414 | 0.898 | 0.698 | [Config](./src/configs/TINY_ILSVRC2012/SAGAN.json) | [Log](./logs/TINY_IMAGENET/SAGAN-train-2021_01_15_12_16_42.log) | [Link](https://drive.google.com/drive/folders/1J_A8fyaasglEuQB3M9A2u6HdPfsMt5xl?usp=sharing) |
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| [**BigGAN**](https://arxiv.org/abs/1809.11096) | 1024 | 11.998 | 31.920 | 0.956 | 0.879 | [Config](./src/configs/TINY_ILSVRC2012/BigGAN.json) | [Log](./logs/TINY_IMAGENET/BigGAN-train-2021_01_18_11_42_25.log)| [Link](https://drive.google.com/drive/folders/1euAxIUzYGom1swguOJApcC-uQfOPx99V?usp=sharing) |
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| [**LOGAN**](https://arxiv.org/abs/1912.00953) | 256 | 6.964 | 70.660 | 0.857 | 0.621 | [Config](./src/configs/TINY_ILSVRC2012/LOGAN.json) | [Log](./logs/TINY_IMAGENET/LOGAN-train-2021_01_17_05_06_23.log) | [Link](https://drive.google.com/drive/folders/11EFytTW5JBD-HKc0DE8Zq0dqBXHcRmPP?usp=sharing) |
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| [**CRGAN(P)**](https://arxiv.org/abs/1910.12027) | 1024 | 14.887 | 21.488 | 0.969 | 0.936 | [Config](./src/configs/TINY_ILSVRC2012/CRGAN(P).json) | [Log](./logs/TINY_IMAGENET/CRGAN(P)-train-2021_01_01_08_55_18.log) | [Link](https://drive.google.com/drive/folders/17w4QgeINDNcfOT0fpHLALIRnEZ_Z36ze?usp=sharing) |
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| [**ICRGAN(P)**](https://arxiv.org/abs/2002.04724) | 1024 | 5.605 | 91.326 | 0.525 | 0.399 | [Config](./src/configs/TINY_ILSVRC2012/ICRGAN(P).json) | [Log](./logs/TINY_IMAGENET/ICRGAN(P)-train-2021_01_04_11_19_15.log)| [Link](https://drive.google.com/drive/folders/1dU-NzqIauXbK_JJf6aWT45IPmtbyti0T?usp=sharing) |
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| [**DiffAugGAN(P)**](https://arxiv.org/abs/2006.10738) | 1024 | 17.075 | 16.338 | 0.979 | 0.971 | [Config](./src/configs/TINY_ILSVRC2012/DiffAugGAN(P).json) | [Log](./logs/TINY_IMAGENET/DiffAugGAN(P)-train-2021_01_17_04_59_53.log) | [Link](https://drive.google.com/drive/folders/1YXfQgDcrEQCzviSStZsmVKTBlg4gs1Jg?usp=sharing) |
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| [**ADAGAN(P)**](https://arxiv.org/abs/2006.06676) | 1024 | 15.158 | 24.121 | 0.953 | 0.942 | [Config](./src/configs/TINY_ILSVRC2012/ADAGAN(P).json) | [Log](./logs/TINY_IMAGENET/ADAGAN(P)-train-2021_02_16_15_41_34.log) | [Link](https://drive.google.com/drive/folders/1KzyHoGp44YJ9bUyKQ6Ysm7T6RV2CUFNa?usp=sharing) |
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#### `>` Replace Projection Discriminator with Contrastive Learning
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| Name | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
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|:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
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| [**BigGAN + CR**](https://arxiv.org/abs/1910.12027) | 1024 | 14.887 | 21.488 | 0.969 | 0.936 | [Config](./src/configs/TINY_ILSVRC2012/CRGAN(P).json) | [Log](./logs/TINY_IMAGENET/CRGAN(P)-train-2021_01_01_08_55_18.log) | [Link](https://drive.google.com/drive/folders/17w4QgeINDNcfOT0fpHLALIRnEZ_Z36ze?usp=sharing) |
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| [**BigGAN + ICR**](https://arxiv.org/abs/2002.04724) | 1024 | 5.605 | 91.326 | 0.525 | 0.399 | [Config](./src/configs/TINY_ILSVRC2012/ICRGAN(P).json) | [Log](./logs/TINY_IMAGENET/ICRGAN(P)-train-2021_01_04_11_19_15.log)| [Link](https://drive.google.com/drive/folders/1dU-NzqIauXbK_JJf6aWT45IPmtbyti0T?usp=sharing) |
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| [**BigGAN + DiffAug**](https://arxiv.org/abs/2006.10738) | 1024 | 17.075 | 16.338 | 0.979 | 0.971 | [Config](./src/configs/TINY_ILSVRC2012/DiffAugGAN(P).json) | [Log](./logs/TINY_IMAGENET/DiffAugGAN(P)-train-2021_01_17_04_59_53.log) | [Link](https://drive.google.com/drive/folders/1YXfQgDcrEQCzviSStZsmVKTBlg4gs1Jg?usp=sharing) |
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| [**BigGAN + ADA**](https://arxiv.org/abs/2006.06676) | 1024 | 15.158 | 24.121 | 0.953 | 0.942 | [Config](./src/configs/TINY_ILSVRC2012/ADAGAN(P).json) | [Log](./logs/TINY_IMAGENET/ADAGAN(P)-train-2021_02_16_15_41_34.log) | [Link](https://drive.google.com/drive/folders/1KzyHoGp44YJ9bUyKQ6Ysm7T6RV2CUFNa?usp=sharing) |
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| [**BigGAN + LO**](https://arxiv.org/abs/1912.00953) | 256 | 6.964 | 70.660 | 0.857 | 0.621 | [Config](./src/configs/TINY_ILSVRC2012/LOGAN.json) | [Log](./logs/TINY_IMAGENET/LOGAN-train-2021_01_17_05_06_23.log) | [Link](https://drive.google.com/drive/folders/11EFytTW5JBD-HKc0DE8Zq0dqBXHcRmPP?usp=sharing) |
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| [**ContraGAN**](https://arxiv.org/abs/2006.12681) | 1024 | 13.494 | 27.027 | 0.975 | 0.902 | [Config](./src/configs/TINY_ILSVRC2012/ContraGAN.json) | [Log](./logs/TINY_IMAGENET/ContraGAN-train-2021_01_01_09_35_08.log)| [Link](https://drive.google.com/drive/folders/1wFwCf0Zgjc5ODMNhS_9EPlstNh71ouC_?usp=sharing) |
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| [**CRGAN(C)**](https://arxiv.org/abs/1910.12027) | 1024 | 15.623 | 19.716 | 0.983 | 0.941 | [Config](./src/configs/TINY_ILSVRC2012/CRGAN(C).json) | [Log](./logs/TINY_IMAGENET/CRGAN(C)-train-2021_01_01_08_56_13.log) | [Link](https://drive.google.com/drive/folders/1Iv1EilJDQ4V5L28KecRDC1ENoWpbVjwe?usp=sharing) |
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| [**ICRGAN(C)**](https://arxiv.org/abs/2002.04724) | 1024 | 15.830 | 21.940 | 0.980 | 0.944 | [Config](./src/configs/TINY_ILSVRC2012/ICRGAN(C).json) | [Log](./logs/TINY_IMAGENET/ICRGAN(C)-train-2021_01_03_12_11_56.log) | [Link](https://drive.google.com/drive/folders/1VxSRKEk3ZPoNSU1GGzY2phJkagmnsYvX?usp=sharing) |
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| [**DiffAugGAN(C)**](https://arxiv.org/abs/2006.10738) | 1024 | 17.303 | 15.755 | 0.984 | 0.962 | [Config](./src/configs/TINY_ILSVRC2012/DiffAugGAN(C).json) | [Log](./logs/TINY_IMAGENET/DiffAugGAN(C)-train-2021_01_17_04_59_40.log) | [Link](https://drive.google.com/drive/folders/1tk5zDV-HCFEnPhHgST7PzmwR5ZXiaT3S?usp=sharing) |
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| [**ADAGAN(C)**](https://arxiv.org/abs/2006.06676) | 1024 | 8.398 | 55.025 | 0.878 | 0.677 | [Config](./src/configs/TINY_ILSVRC2012/ADAGAN(C).json) | [Log](./logs/TINY_IMAGENET/ADAGAN(C)-train-2021_02_16_15_41_20.log) | [Link](https://drive.google.com/drive/folders/1SmY4l_ns3sXonEsXZG88eLY-X8mb9GT2?usp=sharing) |
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| [**ContraGAN + CR**](https://arxiv.org/abs/1910.12027) | 1024 | 15.623 | 19.716 | 0.983 | 0.941 | [Config](./src/configs/TINY_ILSVRC2012/CRGAN(C).json) | [Log](./logs/TINY_IMAGENET/CRGAN(C)-train-2021_01_01_08_56_13.log) | [Link](https://drive.google.com/drive/folders/1Iv1EilJDQ4V5L28KecRDC1ENoWpbVjwe?usp=sharing) |
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| [**ContraGAN + ICR**](https://arxiv.org/abs/2002.04724) | 1024 | 15.830 | 21.940 | 0.980 | 0.944 | [Config](./src/configs/TINY_ILSVRC2012/ICRGAN(C).json) | [Log](./logs/TINY_IMAGENET/ICRGAN(C)-train-2021_01_03_12_11_56.log) | [Link](https://drive.google.com/drive/folders/1VxSRKEk3ZPoNSU1GGzY2phJkagmnsYvX?usp=sharing) |
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| [**ContraGAN + DiffAug**](https://arxiv.org/abs/2006.10738) | 1024 | 17.303 | 15.755 | 0.984 | 0.962 | [Config](./src/configs/TINY_ILSVRC2012/DiffAugGAN(C).json) | [Log](./logs/TINY_IMAGENET/DiffAugGAN(C)-train-2021_01_17_04_59_40.log) | [Link](https://drive.google.com/drive/folders/1tk5zDV-HCFEnPhHgST7PzmwR5ZXiaT3S?usp=sharing) |
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| [**ContraGAN + ADA**](https://arxiv.org/abs/2006.06676) | 1024 | 8.398 | 55.025 | 0.878 | 0.677 | [Config](./src/configs/TINY_ILSVRC2012/ADAGAN(C).json) | [Log](./logs/TINY_IMAGENET/ADAGAN(C)-train-2021_02_16_15_41_20.log) | [Link](https://drive.google.com/drive/folders/1SmY4l_ns3sXonEsXZG88eLY-X8mb9GT2?usp=sharing) |
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※ IS, FID, and F_beta values are computed using 50K validation and 50K generated Images.
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### ImageNet (3x128x128)
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| Name | Batch size | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
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| Name | B.S. | IS(⭡) | FID(⭣) | F_1/8(⭡) | F_8(⭡) | Config | Log | Weights |
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|:-----------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:|:-------------:
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| [**SNGAN**](https://arxiv.org/abs/1802.05957) | 256 | 32.247 | 26.792 | 0.938 | 0.913 | [Config](./src/configs/ILSVRC2012/SNGAN.json) | [Log](./logs/IMAGENET/SNGAN-train-2021_02_05_01_08_08.log) | [Link](https://drive.google.com/drive/folders/1Ek2wAMlxpajL_M8aub4DKQ9B313K8XhS?usp=sharing) |
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| [**SAGAN**](https://arxiv.org/abs/1805.08318) | 256 | 17.930 | 48.513 | 0.828 | 0.803 | [Config](./src/configs/ILSVRC2012/SAGAN.json) | [Log](./logs/IMAGENET/SAGAN-train-2021_02_11_16_18_59.log) | [Link](https://drive.google.com/drive/folders/1tMaJteLHx3MaYBRhGWHNBH1ZLbtVKuhe?usp=sharing) |
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| [**BigGAN**](https://arxiv.org/abs/1809.11096) | 256 | 28.633 | 24.684 | 0.941 | 0.921 | [Config](./src/configs/ILSVRC2012/BigGAN256.json) | [Log](./logs/IMAGENET/BigGAN256-train-2021_01_24_03_52_15.log) | [Link](https://drive.google.com/drive/folders/1DNX7-q6N0UgOKTqFG45KKZ1aY2o9pAx2?usp=sharing) |
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| [**ContraGAN**](https://arxiv.org/abs/2006.12681) | 256 | 25.249 | 25.161 | 0.947 | 0.855 | [Config](./src/configs/ILSVRC2012/ContraGAN256.json) | [Log](./logs/IMAGENET/ContraGAN256-train-2021_01_25_13_55_18.log) | [Link](https://drive.google.com/drive/folders/1pbP6LQ00VF7si-LXLvd_D00Pk5_E_JnP?usp=sharing) |
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| [**BigGAN**](https://arxiv.org/abs/1809.11096) | 2048 | 99.705 | 7.893 | 0.985 | 0.989 | [Config](./src/configs/ILSVRC2012/BigGAN2048.json) | [Log](./logs/IMAGENET/BigGAN2048-train-2020_11_17_15_17_48.log) | [Link](https://drive.google.com/drive/folders/1_RTYZ0RXbVLWufE7bbWPvp8n_QJbA8K0?usp=sharing) |
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| [**ContraGAN**](https://arxiv.org/abs/2006.12681) | 256 | 25.249 | 25.161 | 0.947 | 0.855 | [Config](./src/configs/ILSVRC2012/ContraGAN256.json) | [Log](./logs/IMAGENET/ContraGAN256-train-2021_01_25_13_55_18.log) | [Link](https://drive.google.com/drive/folders/1pbP6LQ00VF7si-LXLvd_D00Pk5_E_JnP?usp=sharing) |
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※ IS, FID, and F_beta values are computed using 50K validation and 50K generated Images.
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