├── LICENSE ├── README.md ├── align_faces ├── align_face.py └── readme.txt ├── data ├── birds │ └── readme.txt ├── celeba │ └── readme.txt ├── flowers │ ├── flower_test_files.npy │ ├── flower_train_files.npy │ └── readme.txt ├── process_birds.py ├── process_celeba.py ├── process_flowers.py ├── setup_birds.sh ├── setup_celeba.sh └── setup_flowers.sh ├── dcgan └── dcgan.py ├── glow ├── actnorm.py ├── coupling.py ├── flow.py ├── glow.py ├── invertible_conv.py ├── net.py ├── split.py └── squeeze.py ├── images ├── celeba_denoising_s=0,1_z2.png ├── celeba_m=7500_md_panel.png ├── cs_plot_64px.png └── denoising_plot_s0.1,0.2.png ├── plots ├── csv │ ├── cs_results.csv │ ├── cs_z_norm_results.csv │ ├── denoising_results.csv │ ├── dx_dz_natural_direction.csv │ ├── dx_dz_random_direction.csv │ └── inpainting_results.csv ├── plot_utils.py └── plots.ipynb ├── results └── readme.txt ├── run ├── run_birds_cs_dct.sh ├── run_birds_cs_glow_main.sh ├── run_birds_cs_wvt.sh ├── run_celeba_cs_dcgan.sh ├── run_celeba_cs_dct.sh ├── run_celeba_cs_glow_ablation_init_norm.sh ├── run_celeba_cs_glow_gamma_ablation_large_std_init.sh ├── run_celeba_cs_glow_gamma_ablation_nullspace_init.sh ├── run_celeba_cs_glow_gamma_ablation_small_std_init.sh ├── run_celeba_cs_glow_gamma_ablation_wvt_init.sh ├── run_celeba_cs_glow_gamma_ablation_zero_init.sh ├── run_celeba_cs_glow_main.sh ├── run_celeba_cs_wvt.sh ├── run_celeba_denoising_dcgan_noisestd_0.01.sh ├── run_celeba_denoising_dcgan_noisestd_0.05.sh ├── run_celeba_denoising_dcgan_noisestd_0.10.sh ├── run_celeba_denoising_dcgan_noisestd_0.20.sh ├── run_celeba_denoising_glow_noisestd_0.00.sh ├── run_celeba_denoising_glow_noisestd_0.01.sh ├── run_celeba_denoising_glow_noisestd_0.05.sh ├── run_celeba_denoising_glow_noisestd_0.10.sh ├── run_celeba_denoising_glow_noisestd_0.20.sh ├── run_celeba_inpaint_dcgan.sh ├── run_celeba_inpaint_glow_init_std_0.0.sh ├── run_celeba_inpaint_glow_init_std_0.7.sh ├── run_flowers_cs_dct.sh ├── run_flowers_cs_glow_main.sh ├── run_flowers_cs_wvt.sh ├── run_flowers_denoising_glow_noisestd_0.10.sh ├── run_ood_cs_dcgan.sh ├── run_ood_cs_glow_main.sh ├── run_ood_cs_lasso_dct.sh └── run_ood_cs_lasso_wvt.sh ├── solve_cs.py ├── solve_denoising.py ├── solve_inpainting.py ├── solvers ├── cs.py ├── denoiser.py ├── inpainter.py └── lasso_utils │ ├── celebA_estimators.py │ ├── l1regls.py │ ├── readme.txt │ ├── utils.py │ └── wavelet_basis.py ├── test_images ├── birds │ └── imgs │ │ ├── 0040.jpg │ │ ├── 0249.jpg │ │ ├── 1125.jpg │ │ ├── 1206.jpg │ │ ├── 1236.jpg │ │ ├── 1822.jpg │ │ ├── 1835.jpg │ │ ├── 1996.jpg │ │ ├── 3362.jpg │ │ ├── 5326.jpg │ │ ├── 5635.jpg │ │ └── 5712.jpg ├── celeba_N=100 │ └── imgs │ │ ├── 0000076.jpg │ │ ├── 0000083.jpg │ │ ├── 0000110.jpg │ │ ├── 0000118.jpg │ │ ├── 0000134.jpg │ │ ├── 0000150.jpg │ │ ├── 0000154.jpg │ │ ├── 0000177.jpg │ │ ├── 0000181.jpg │ │ ├── 0000207.jpg │ │ ├── 0000277.jpg │ │ ├── 0000301.jpg │ │ ├── 0000316.jpg │ │ ├── 0000417.jpg │ │ ├── 0000435.jpg │ │ ├── 0000461.jpg │ │ ├── 0000470.jpg │ │ ├── 0000525.jpg │ │ ├── 0000543.jpg │ │ ├── 0000591.jpg │ │ ├── 0000614.jpg │ │ ├── 0000637.jpg │ │ ├── 0000669.jpg │ │ ├── 0000671.jpg │ │ ├── 0000763.jpg │ │ ├── 0000816.jpg │ │ ├── 0000818.jpg │ │ ├── 0000842.jpg │ │ ├── 0000894.jpg │ │ ├── 0000897.jpg │ │ ├── 0000898.jpg │ │ ├── 0000908.jpg │ │ ├── 0000948.jpg │ │ ├── 0001004.jpg │ │ ├── 0001046.jpg │ │ ├── 0001058.jpg │ │ ├── 0001073.jpg │ │ ├── 0001081.jpg │ │ ├── 0001174.jpg │ │ ├── 0001218.jpg │ │ ├── 0001232.jpg │ │ ├── 0001250.jpg │ │ ├── 0001320.jpg │ │ ├── 0001371.jpg │ │ ├── 0001382.jpg │ │ ├── 0001411.jpg │ │ ├── 0001437.jpg │ │ ├── 0001455.jpg │ │ ├── 0001494.jpg │ │ ├── 0001508.jpg │ │ ├── 0001521.jpg │ │ ├── 0001558.jpg │ │ ├── 0001576.jpg │ │ ├── 0001601.jpg │ │ ├── 0001647.jpg │ │ ├── 0001714.jpg │ │ ├── 0001749.jpg │ │ ├── 0001753.jpg │ │ ├── 0001772.jpg │ │ ├── 0001846.jpg │ │ ├── 0001887.jpg │ │ ├── 0001925.jpg │ │ ├── 0001933.jpg │ │ ├── 0001957.jpg │ │ ├── 0001984.jpg │ │ ├── 0001998.jpg │ │ ├── 0002005.jpg │ │ ├── 0002049.jpg │ │ ├── 0002056.jpg │ │ ├── 0002098.jpg │ │ ├── 0002176.jpg │ │ ├── 0002187.jpg │ │ ├── 0002203.jpg │ │ ├── 0002304.jpg │ │ ├── 0002306.jpg │ │ ├── 0002309.jpg │ │ ├── 0002325.jpg │ │ ├── 0002399.jpg │ │ ├── 0002409.jpg │ │ ├── 0002450.jpg │ │ ├── 0002464.jpg │ │ ├── 0002509.jpg │ │ ├── 0002517.jpg │ │ ├── 0002546.jpg │ │ ├── 0002579.jpg │ │ ├── 0002620.jpg │ │ ├── 0002692.jpg │ │ ├── 0002696.jpg │ │ ├── 0002700.jpg │ │ ├── 0002721.jpg │ │ ├── 0002759.jpg │ │ ├── 0002788.jpg │ │ ├── 0002793.jpg │ │ ├── 0002816.jpg │ │ ├── 0002852.jpg │ │ ├── 0002909.jpg │ │ ├── 0002910.jpg │ │ ├── 0002934.jpg │ │ ├── 0002950.jpg │ │ └── 0002976.jpg ├── celeba_N=1000 │ └── imgs │ │ ├── 0000004.jpg │ │ ├── 0000013.jpg │ │ ├── 0000015.jpg │ │ ├── 0000019.jpg │ │ ├── 0000021.jpg │ │ ├── 0000022.jpg │ │ ├── 0000023.jpg │ │ ├── 0000025.jpg │ │ ├── 0000027.jpg │ │ ├── 0000029.jpg │ │ ├── 0000035.jpg │ │ ├── 0000042.jpg │ │ ├── 0000045.jpg │ │ ├── 0000050.jpg │ │ ├── 0000053.jpg │ │ ├── 0000057.jpg │ │ ├── 0000058.jpg │ │ ├── 0000059.jpg │ │ ├── 0000062.jpg │ │ ├── 0000067.jpg │ │ ├── 0000069.jpg │ │ ├── 0000070.jpg │ │ ├── 0000075.jpg │ │ ├── 0000076.jpg │ │ ├── 0000077.jpg │ │ ├── 0000081.jpg │ │ ├── 0000083.jpg │ │ ├── 0000085.jpg │ │ ├── 0000094.jpg │ │ ├── 0000096.jpg │ │ ├── 0000103.jpg │ │ ├── 0000104.jpg │ │ ├── 0000105.jpg │ │ ├── 0000107.jpg │ │ ├── 0000109.jpg │ │ ├── 0000110.jpg │ │ ├── 0000116.jpg │ │ ├── 0000117.jpg │ │ ├── 0000118.jpg │ │ ├── 0000119.jpg │ │ ├── 0000120.jpg │ │ ├── 0000121.jpg │ │ ├── 0000122.jpg │ │ ├── 0000123.jpg │ │ ├── 0000124.jpg │ │ ├── 0000128.jpg │ │ ├── 0000129.jpg │ │ ├── 0000132.jpg │ │ ├── 0000134.jpg │ │ ├── 0000135.jpg │ │ ├── 0000136.jpg │ │ ├── 0000140.jpg │ │ ├── 0000145.jpg │ │ ├── 0000147.jpg │ │ ├── 0000148.jpg │ │ ├── 0000149.jpg │ │ ├── 0000150.jpg │ │ ├── 0000151.jpg │ │ ├── 0000154.jpg │ │ ├── 0000156.jpg │ │ ├── 0000158.jpg │ │ ├── 0000159.jpg │ │ ├── 0000160.jpg │ │ ├── 0000162.jpg │ │ ├── 0000168.jpg │ │ ├── 0000169.jpg │ │ ├── 0000175.jpg │ │ ├── 0000177.jpg │ │ ├── 0000178.jpg │ │ ├── 0000180.jpg │ │ ├── 0000181.jpg │ │ ├── 0000186.jpg │ │ ├── 0000191.jpg │ │ ├── 0000194.jpg │ │ ├── 0000196.jpg │ │ ├── 0000198.jpg │ │ ├── 0000200.jpg │ │ ├── 0000206.jpg │ │ ├── 0000207.jpg │ │ ├── 0000214.jpg │ │ ├── 0000216.jpg │ │ ├── 0000218.jpg │ │ ├── 0000220.jpg │ │ ├── 0000223.jpg │ │ ├── 0000224.jpg │ │ ├── 0000227.jpg │ │ ├── 0000230.jpg │ │ ├── 0000231.jpg │ │ ├── 0000235.jpg │ │ ├── 0000236.jpg │ │ ├── 0000239.jpg │ │ ├── 0000241.jpg │ │ ├── 0000244.jpg │ │ ├── 0000247.jpg │ │ ├── 0000253.jpg │ │ ├── 0000255.jpg │ │ ├── 0000259.jpg │ │ ├── 0000260.jpg │ │ ├── 0000261.jpg │ │ ├── 0000266.jpg │ │ ├── 0000267.jpg │ │ ├── 0000268.jpg │ │ ├── 0000270.jpg │ │ ├── 0000272.jpg │ │ ├── 0000273.jpg │ │ ├── 0000277.jpg │ │ ├── 0000281.jpg │ │ ├── 0000282.jpg │ │ ├── 0000284.jpg │ │ ├── 0000286.jpg │ │ ├── 0000288.jpg │ │ ├── 0000291.jpg │ │ ├── 0000292.jpg │ │ ├── 0000293.jpg │ │ ├── 0000297.jpg │ │ ├── 0000299.jpg │ │ ├── 0000301.jpg │ │ ├── 0000309.jpg │ │ ├── 0000310.jpg │ │ ├── 0000315.jpg │ │ ├── 0000316.jpg │ │ ├── 0000317.jpg │ │ ├── 0000322.jpg │ │ ├── 0000324.jpg │ │ ├── 0000331.jpg │ │ ├── 0000334.jpg │ │ ├── 0000336.jpg │ │ ├── 0000338.jpg │ │ ├── 0000343.jpg │ │ ├── 0000353.jpg │ │ ├── 0000357.jpg │ │ ├── 0000363.jpg │ │ ├── 0000368.jpg │ │ ├── 0000377.jpg │ │ ├── 0000378.jpg │ │ ├── 0000382.jpg │ │ ├── 0000384.jpg │ │ ├── 0000388.jpg │ │ ├── 0000389.jpg │ │ ├── 0000404.jpg │ │ ├── 0000409.jpg │ │ ├── 0000411.jpg │ │ ├── 0000416.jpg │ │ ├── 0000417.jpg │ │ ├── 0000420.jpg │ │ ├── 0000423.jpg │ │ ├── 0000424.jpg │ │ ├── 0000427.jpg │ │ ├── 0000429.jpg │ │ ├── 0000430.jpg │ │ ├── 0000433.jpg │ │ ├── 0000435.jpg │ │ ├── 0000438.jpg │ │ ├── 0000443.jpg │ │ ├── 0000444.jpg │ │ ├── 0000451.jpg │ │ ├── 0000452.jpg │ │ ├── 0000456.jpg │ │ ├── 0000460.jpg │ │ ├── 0000461.jpg │ │ ├── 0000462.jpg │ │ ├── 0000463.jpg │ │ ├── 0000465.jpg │ │ ├── 0000466.jpg │ │ ├── 0000470.jpg │ │ ├── 0000477.jpg │ │ ├── 0000483.jpg │ │ ├── 0000487.jpg │ │ ├── 0000488.jpg │ │ ├── 0000490.jpg │ │ ├── 0000496.jpg │ │ ├── 0000501.jpg │ │ ├── 0000503.jpg │ │ ├── 0000512.jpg │ │ ├── 0000513.jpg │ │ ├── 0000515.jpg │ │ ├── 0000516.jpg │ │ ├── 0000520.jpg │ │ ├── 0000521.jpg │ │ ├── 0000522.jpg │ │ ├── 0000525.jpg │ │ ├── 0000526.jpg │ │ ├── 0000529.jpg │ │ ├── 0000530.jpg │ │ ├── 0000532.jpg │ │ ├── 0000536.jpg │ │ ├── 0000539.jpg │ │ ├── 0000540.jpg │ │ ├── 0000543.jpg │ │ ├── 0000545.jpg │ │ ├── 0000546.jpg │ │ ├── 0000547.jpg │ │ ├── 0000551.jpg │ │ ├── 0000554.jpg │ │ ├── 0000555.jpg │ │ ├── 0000561.jpg │ │ ├── 0000563.jpg │ │ ├── 0000564.jpg │ │ ├── 0000565.jpg │ │ ├── 0000568.jpg │ │ ├── 0000575.jpg │ │ ├── 0000576.jpg │ │ ├── 0000580.jpg │ │ ├── 0000581.jpg │ │ ├── 0000582.jpg │ │ ├── 0000587.jpg │ │ ├── 0000589.jpg │ │ ├── 0000590.jpg │ │ ├── 0000591.jpg │ │ ├── 0000596.jpg │ │ ├── 0000600.jpg │ │ ├── 0000601.jpg │ │ ├── 0000608.jpg │ │ ├── 0000614.jpg │ │ ├── 0000620.jpg │ │ ├── 0000626.jpg │ │ ├── 0000628.jpg │ │ ├── 0000630.jpg │ │ ├── 0000633.jpg │ │ ├── 0000637.jpg │ │ ├── 0000639.jpg │ │ ├── 0000641.jpg │ │ ├── 0000645.jpg │ │ ├── 0000649.jpg │ │ ├── 0000651.jpg │ │ ├── 0000655.jpg │ │ ├── 0000657.jpg │ │ ├── 0000666.jpg │ │ ├── 0000669.jpg │ │ ├── 0000670.jpg │ │ ├── 0000671.jpg │ │ ├── 0000672.jpg │ │ ├── 0000678.jpg │ │ ├── 0000681.jpg │ │ ├── 0000682.jpg │ │ ├── 0000687.jpg │ │ ├── 0000688.jpg │ │ ├── 0000692.jpg │ │ ├── 0000694.jpg │ │ ├── 0000701.jpg │ │ ├── 0000708.jpg │ │ ├── 0000709.jpg │ │ ├── 0000710.jpg │ │ ├── 0000711.jpg │ │ ├── 0000714.jpg │ │ ├── 0000717.jpg │ │ ├── 0000719.jpg │ │ ├── 0000720.jpg │ │ ├── 0000721.jpg │ │ ├── 0000724.jpg │ │ ├── 0000729.jpg │ │ ├── 0000740.jpg │ │ ├── 0000742.jpg │ │ ├── 0000743.jpg │ │ ├── 0000744.jpg │ │ ├── 0000746.jpg │ │ ├── 0000751.jpg │ │ ├── 0000758.jpg │ │ ├── 0000762.jpg │ │ ├── 0000763.jpg │ │ ├── 0000767.jpg │ │ ├── 0000768.jpg │ │ ├── 0000769.jpg │ │ ├── 0000774.jpg │ │ ├── 0000775.jpg │ │ ├── 0000778.jpg │ │ ├── 0000780.jpg │ │ ├── 0000783.jpg │ │ ├── 0000784.jpg │ │ ├── 0000785.jpg │ │ ├── 0000793.jpg │ │ ├── 0000797.jpg │ │ ├── 0000800.jpg │ │ ├── 0000803.jpg │ │ ├── 0000804.jpg │ │ ├── 0000808.jpg │ │ ├── 0000811.jpg │ │ ├── 0000815.jpg │ │ ├── 0000816.jpg │ │ ├── 0000818.jpg │ │ ├── 0000823.jpg │ │ ├── 0000829.jpg │ │ ├── 0000833.jpg │ │ ├── 0000834.jpg │ │ ├── 0000835.jpg │ │ ├── 0000841.jpg │ │ ├── 0000842.jpg │ │ ├── 0000843.jpg │ │ ├── 0000850.jpg │ │ ├── 0000851.jpg │ │ ├── 0000855.jpg │ │ ├── 0000860.jpg │ │ ├── 0000862.jpg │ │ ├── 0000863.jpg │ │ ├── 0000867.jpg │ │ ├── 0000869.jpg │ │ ├── 0000870.jpg │ │ ├── 0000873.jpg │ │ ├── 0000879.jpg │ │ ├── 0000880.jpg │ │ ├── 0000881.jpg │ │ ├── 0000883.jpg │ │ ├── 0000884.jpg │ │ ├── 0000894.jpg │ │ ├── 0000897.jpg │ │ ├── 0000898.jpg │ │ ├── 0000905.jpg │ │ ├── 0000908.jpg │ │ ├── 0000911.jpg │ │ ├── 0000918.jpg │ │ ├── 0000924.jpg │ │ ├── 0000925.jpg │ │ ├── 0000926.jpg │ │ ├── 0000927.jpg │ │ ├── 0000930.jpg │ │ ├── 0000936.jpg │ │ ├── 0000943.jpg │ │ ├── 0000947.jpg │ │ ├── 0000948.jpg │ │ ├── 0000953.jpg │ │ ├── 0000954.jpg │ │ ├── 0000955.jpg │ │ ├── 0000961.jpg │ │ ├── 0000962.jpg │ │ ├── 0000965.jpg │ │ ├── 0000966.jpg │ │ ├── 0000969.jpg │ │ ├── 0000972.jpg │ │ ├── 0000977.jpg │ │ ├── 0000980.jpg │ │ ├── 0000983.jpg │ │ ├── 0000986.jpg │ │ ├── 0000988.jpg │ │ ├── 0000994.jpg │ │ ├── 0000996.jpg │ │ ├── 0000997.jpg │ │ ├── 0000999.jpg │ │ ├── 0001001.jpg │ │ ├── 0001002.jpg │ │ ├── 0001004.jpg │ │ ├── 0001005.jpg │ │ ├── 0001011.jpg │ │ ├── 0001012.jpg │ │ ├── 0001015.jpg │ │ ├── 0001018.jpg │ │ ├── 0001023.jpg │ │ ├── 0001024.jpg │ │ ├── 0001035.jpg │ │ ├── 0001040.jpg │ │ ├── 0001042.jpg │ │ ├── 0001044.jpg │ │ ├── 0001045.jpg │ │ ├── 0001046.jpg │ │ ├── 0001048.jpg │ │ ├── 0001049.jpg │ │ ├── 0001050.jpg │ │ ├── 0001053.jpg │ │ ├── 0001058.jpg │ │ ├── 0001060.jpg │ │ ├── 0001064.jpg │ │ ├── 0001068.jpg │ │ ├── 0001073.jpg │ │ ├── 0001074.jpg │ │ ├── 0001078.jpg │ │ ├── 0001079.jpg │ │ ├── 0001080.jpg │ │ ├── 0001081.jpg │ │ ├── 0001083.jpg │ │ ├── 0001084.jpg │ │ ├── 0001086.jpg │ │ ├── 0001087.jpg │ │ ├── 0001089.jpg │ │ ├── 0001092.jpg │ │ ├── 0001095.jpg │ │ ├── 0001097.jpg │ │ ├── 0001098.jpg │ │ ├── 0001109.jpg │ │ ├── 0001119.jpg │ │ ├── 0001122.jpg │ │ ├── 0001124.jpg │ │ ├── 0001130.jpg │ │ ├── 0001131.jpg │ │ ├── 0001132.jpg │ │ ├── 0001137.jpg │ │ ├── 0001138.jpg │ │ ├── 0001141.jpg │ │ ├── 0001145.jpg │ │ ├── 0001149.jpg │ │ ├── 0001151.jpg │ │ ├── 0001158.jpg │ │ ├── 0001160.jpg │ │ ├── 0001166.jpg │ │ ├── 0001169.jpg │ │ ├── 0001173.jpg │ │ ├── 0001174.jpg │ │ ├── 0001178.jpg │ │ ├── 0001179.jpg │ │ ├── 0001181.jpg │ │ ├── 0001184.jpg │ │ ├── 0001186.jpg │ │ ├── 0001187.jpg │ │ ├── 0001188.jpg │ │ ├── 0001195.jpg │ │ ├── 0001198.jpg │ │ ├── 0001201.jpg │ │ ├── 0001204.jpg │ │ ├── 0001206.jpg │ │ ├── 0001210.jpg │ │ ├── 0001218.jpg │ │ ├── 0001220.jpg │ │ ├── 0001223.jpg │ │ ├── 0001224.jpg │ │ ├── 0001231.jpg │ │ ├── 0001232.jpg │ │ ├── 0001233.jpg │ │ ├── 0001237.jpg │ │ ├── 0001239.jpg │ │ ├── 0001242.jpg │ │ ├── 0001247.jpg │ │ ├── 0001250.jpg │ │ ├── 0001252.jpg │ │ ├── 0001256.jpg │ │ ├── 0001257.jpg │ │ ├── 0001261.jpg │ │ ├── 0001262.jpg │ │ ├── 0001265.jpg │ │ ├── 0001267.jpg │ │ ├── 0001271.jpg │ │ ├── 0001276.jpg │ │ ├── 0001277.jpg │ │ ├── 0001279.jpg │ │ ├── 0001283.jpg │ │ ├── 0001286.jpg │ │ ├── 0001288.jpg │ │ ├── 0001291.jpg │ │ ├── 0001294.jpg │ │ ├── 0001301.jpg │ │ ├── 0001306.jpg │ │ ├── 0001308.jpg │ │ ├── 0001311.jpg │ │ ├── 0001314.jpg │ │ ├── 0001315.jpg │ │ ├── 0001317.jpg │ │ ├── 0001320.jpg │ │ ├── 0001323.jpg │ │ ├── 0001324.jpg │ │ ├── 0001326.jpg │ │ ├── 0001327.jpg │ │ ├── 0001332.jpg │ │ ├── 0001338.jpg │ │ ├── 0001345.jpg │ │ ├── 0001356.jpg │ │ ├── 0001365.jpg │ │ ├── 0001369.jpg │ │ ├── 0001371.jpg │ │ ├── 0001372.jpg │ │ ├── 0001374.jpg │ │ ├── 0001375.jpg │ │ ├── 0001378.jpg │ │ ├── 0001380.jpg │ │ ├── 0001382.jpg │ │ ├── 0001384.jpg │ │ ├── 0001389.jpg │ │ ├── 0001391.jpg │ │ ├── 0001394.jpg │ │ ├── 0001396.jpg │ │ ├── 0001397.jpg │ │ ├── 0001398.jpg │ │ ├── 0001400.jpg │ │ ├── 0001401.jpg │ │ ├── 0001408.jpg │ │ ├── 0001409.jpg │ │ ├── 0001411.jpg │ │ ├── 0001413.jpg │ │ ├── 0001414.jpg │ │ ├── 0001419.jpg │ │ ├── 0001421.jpg │ │ ├── 0001423.jpg │ │ ├── 0001425.jpg │ │ ├── 0001426.jpg │ │ ├── 0001433.jpg │ │ ├── 0001434.jpg │ │ ├── 0001435.jpg │ │ ├── 0001437.jpg │ │ ├── 0001439.jpg │ │ ├── 0001441.jpg │ │ ├── 0001445.jpg │ │ ├── 0001446.jpg │ │ ├── 0001455.jpg │ │ ├── 0001456.jpg │ │ ├── 0001464.jpg │ │ ├── 0001470.jpg │ │ ├── 0001474.jpg │ │ ├── 0001475.jpg │ │ ├── 0001478.jpg │ │ ├── 0001480.jpg │ │ ├── 0001481.jpg │ │ ├── 0001484.jpg │ │ ├── 0001485.jpg │ │ ├── 0001486.jpg │ │ ├── 0001487.jpg │ │ ├── 0001488.jpg │ │ ├── 0001489.jpg │ │ ├── 0001491.jpg │ │ ├── 0001494.jpg │ │ ├── 0001496.jpg │ │ ├── 0001497.jpg │ │ ├── 0001499.jpg │ │ ├── 0001504.jpg │ │ ├── 0001508.jpg │ │ ├── 0001512.jpg │ │ ├── 0001521.jpg │ │ ├── 0001522.jpg │ │ ├── 0001523.jpg │ │ ├── 0001530.jpg │ │ ├── 0001535.jpg │ │ ├── 0001538.jpg │ │ ├── 0001541.jpg │ │ ├── 0001552.jpg │ │ ├── 0001557.jpg │ │ ├── 0001558.jpg │ │ ├── 0001559.jpg │ │ ├── 0001562.jpg │ │ ├── 0001563.jpg │ │ ├── 0001564.jpg │ │ ├── 0001567.jpg │ │ ├── 0001568.jpg │ │ ├── 0001569.jpg │ │ ├── 0001570.jpg │ │ ├── 0001571.jpg │ │ ├── 0001576.jpg │ │ ├── 0001577.jpg │ │ ├── 0001578.jpg │ │ ├── 0001580.jpg │ │ ├── 0001583.jpg │ │ ├── 0001585.jpg │ │ ├── 0001587.jpg │ │ ├── 0001588.jpg │ │ ├── 0001589.jpg │ │ ├── 0001590.jpg │ │ ├── 0001594.jpg │ │ ├── 0001596.jpg │ │ ├── 0001597.jpg │ │ ├── 0001598.jpg │ │ ├── 0001599.jpg │ │ ├── 0001601.jpg │ │ ├── 0001604.jpg │ │ ├── 0001609.jpg │ │ ├── 0001610.jpg │ │ ├── 0001614.jpg │ │ ├── 0001616.jpg │ │ ├── 0001617.jpg │ │ ├── 0001619.jpg │ │ ├── 0001620.jpg │ │ ├── 0001623.jpg │ │ ├── 0001632.jpg │ │ ├── 0001639.jpg │ │ ├── 0001647.jpg │ │ ├── 0001649.jpg │ │ ├── 0001650.jpg │ │ ├── 0001653.jpg │ │ ├── 0001656.jpg │ │ ├── 0001659.jpg │ │ ├── 0001662.jpg │ │ ├── 0001665.jpg │ │ ├── 0001668.jpg │ │ ├── 0001669.jpg │ │ ├── 0001672.jpg │ │ ├── 0001674.jpg │ │ ├── 0001677.jpg │ │ ├── 0001682.jpg │ │ ├── 0001684.jpg │ │ ├── 0001686.jpg │ │ ├── 0001690.jpg │ │ ├── 0001695.jpg │ │ ├── 0001699.jpg │ │ ├── 0001706.jpg │ │ ├── 0001707.jpg │ │ ├── 0001709.jpg │ │ ├── 0001713.jpg │ │ ├── 0001714.jpg │ │ ├── 0001717.jpg │ │ ├── 0001718.jpg │ │ ├── 0001721.jpg │ │ ├── 0001723.jpg │ │ ├── 0001728.jpg │ │ ├── 0001733.jpg │ │ ├── 0001735.jpg │ │ ├── 0001739.jpg │ │ ├── 0001740.jpg │ │ ├── 0001745.jpg │ │ ├── 0001749.jpg │ │ ├── 0001750.jpg │ │ ├── 0001753.jpg │ │ ├── 0001755.jpg │ │ ├── 0001757.jpg │ │ ├── 0001758.jpg │ │ ├── 0001759.jpg │ │ ├── 0001765.jpg │ │ ├── 0001771.jpg │ │ ├── 0001772.jpg │ │ ├── 0001773.jpg │ │ ├── 0001775.jpg │ │ ├── 0001777.jpg │ │ ├── 0001779.jpg │ │ ├── 0001781.jpg │ │ ├── 0001784.jpg │ │ ├── 0001790.jpg │ │ ├── 0001791.jpg │ │ ├── 0001795.jpg │ │ ├── 0001797.jpg │ │ ├── 0001798.jpg │ │ ├── 0001801.jpg │ │ ├── 0001802.jpg │ │ ├── 0001804.jpg │ │ ├── 0001811.jpg │ │ ├── 0001812.jpg │ │ ├── 0001814.jpg │ │ ├── 0001823.jpg │ │ ├── 0001824.jpg │ │ ├── 0001829.jpg │ │ ├── 0001837.jpg │ │ ├── 0001838.jpg │ │ ├── 0001839.jpg │ │ ├── 0001841.jpg │ │ ├── 0001843.jpg │ │ ├── 0001846.jpg │ │ ├── 0001848.jpg │ │ ├── 0001850.jpg │ │ ├── 0001852.jpg │ │ ├── 0001854.jpg │ │ ├── 0001856.jpg │ │ ├── 0001857.jpg │ │ ├── 0001860.jpg │ │ ├── 0001861.jpg │ │ ├── 0001862.jpg │ │ ├── 0001867.jpg │ │ ├── 0001880.jpg │ │ ├── 0001883.jpg │ │ ├── 0001887.jpg │ │ ├── 0001889.jpg │ │ ├── 0001891.jpg │ │ ├── 0001892.jpg │ │ ├── 0001894.jpg │ │ ├── 0001902.jpg │ │ ├── 0001907.jpg │ │ ├── 0001910.jpg │ │ ├── 0001916.jpg │ │ ├── 0001918.jpg │ │ ├── 0001922.jpg │ │ ├── 0001925.jpg │ │ ├── 0001928.jpg │ │ ├── 0001929.jpg │ │ ├── 0001932.jpg │ │ ├── 0001933.jpg │ │ ├── 0001935.jpg │ │ ├── 0001937.jpg │ │ ├── 0001939.jpg │ │ ├── 0001940.jpg │ │ ├── 0001941.jpg │ │ ├── 0001942.jpg │ │ ├── 0001944.jpg │ │ ├── 0001945.jpg │ │ ├── 0001948.jpg │ │ ├── 0001949.jpg │ │ ├── 0001951.jpg │ │ ├── 0001953.jpg │ │ ├── 0001956.jpg │ │ ├── 0001957.jpg │ │ ├── 0001958.jpg │ │ ├── 0001971.jpg │ │ ├── 0001977.jpg │ │ ├── 0001984.jpg │ │ ├── 0001989.jpg │ │ ├── 0001990.jpg │ │ ├── 0001996.jpg │ │ ├── 0001997.jpg │ │ ├── 0001998.jpg │ │ ├── 0002003.jpg │ │ ├── 0002005.jpg │ │ ├── 0002007.jpg │ │ ├── 0002008.jpg │ │ ├── 0002011.jpg │ │ ├── 0002013.jpg │ │ ├── 0002015.jpg │ │ ├── 0002019.jpg │ │ ├── 0002021.jpg │ │ ├── 0002022.jpg │ │ ├── 0002023.jpg │ │ ├── 0002024.jpg │ │ ├── 0002025.jpg │ │ ├── 0002029.jpg │ │ ├── 0002030.jpg │ │ ├── 0002033.jpg │ │ ├── 0002034.jpg │ │ ├── 0002035.jpg │ │ ├── 0002041.jpg │ │ ├── 0002045.jpg │ │ ├── 0002046.jpg │ │ ├── 0002049.jpg │ │ ├── 0002050.jpg │ │ ├── 0002053.jpg │ │ ├── 0002056.jpg │ │ ├── 0002061.jpg │ │ ├── 0002062.jpg │ │ ├── 0002070.jpg │ │ ├── 0002072.jpg │ │ ├── 0002073.jpg │ │ ├── 0002085.jpg │ │ ├── 0002088.jpg │ │ ├── 0002096.jpg │ │ ├── 0002097.jpg │ │ ├── 0002098.jpg │ │ ├── 0002100.jpg │ │ ├── 0002103.jpg │ │ ├── 0002117.jpg │ │ ├── 0002126.jpg │ │ ├── 0002128.jpg │ │ ├── 0002131.jpg │ │ ├── 0002132.jpg │ │ ├── 0002133.jpg │ │ ├── 0002135.jpg │ │ ├── 0002143.jpg │ │ ├── 0002144.jpg │ │ ├── 0002148.jpg │ │ ├── 0002154.jpg │ │ ├── 0002155.jpg │ │ ├── 0002157.jpg │ │ ├── 0002159.jpg │ │ ├── 0002160.jpg │ │ ├── 0002162.jpg │ │ ├── 0002168.jpg │ │ ├── 0002169.jpg │ │ ├── 0002171.jpg │ │ ├── 0002172.jpg │ │ ├── 0002176.jpg │ │ ├── 0002180.jpg │ │ ├── 0002185.jpg │ │ ├── 0002186.jpg │ │ ├── 0002187.jpg │ │ ├── 0002189.jpg │ │ ├── 0002190.jpg │ │ ├── 0002191.jpg │ │ ├── 0002192.jpg │ │ ├── 0002197.jpg │ │ ├── 0002198.jpg │ │ ├── 0002203.jpg │ │ ├── 0002213.jpg │ │ ├── 0002214.jpg │ │ ├── 0002216.jpg │ │ ├── 0002224.jpg │ │ ├── 0002225.jpg │ │ ├── 0002226.jpg │ │ ├── 0002228.jpg │ │ ├── 0002229.jpg │ │ ├── 0002235.jpg │ │ ├── 0002242.jpg │ │ ├── 0002245.jpg │ │ ├── 0002247.jpg │ │ ├── 0002256.jpg │ │ ├── 0002258.jpg │ │ ├── 0002259.jpg │ │ ├── 0002264.jpg │ │ ├── 0002266.jpg │ │ ├── 0002273.jpg │ │ ├── 0002280.jpg │ │ ├── 0002282.jpg │ │ ├── 0002290.jpg │ │ ├── 0002292.jpg │ │ ├── 0002293.jpg │ │ ├── 0002296.jpg │ │ ├── 0002302.jpg │ │ ├── 0002304.jpg │ │ ├── 0002306.jpg │ │ ├── 0002309.jpg │ │ ├── 0002312.jpg │ │ ├── 0002313.jpg │ │ ├── 0002319.jpg │ │ ├── 0002321.jpg │ │ ├── 0002325.jpg │ │ ├── 0002330.jpg │ │ ├── 0002334.jpg │ │ ├── 0002336.jpg │ │ ├── 0002340.jpg │ │ ├── 0002344.jpg │ │ ├── 0002346.jpg │ │ ├── 0002349.jpg │ │ ├── 0002350.jpg │ │ ├── 0002356.jpg │ │ ├── 0002360.jpg │ │ ├── 0002367.jpg │ │ ├── 0002374.jpg │ │ ├── 0002375.jpg │ │ ├── 0002377.jpg │ │ ├── 0002382.jpg │ │ ├── 0002383.jpg │ │ ├── 0002384.jpg │ │ ├── 0002386.jpg │ │ ├── 0002387.jpg │ │ ├── 0002389.jpg │ │ ├── 0002393.jpg │ │ ├── 0002396.jpg │ │ ├── 0002398.jpg │ │ ├── 0002399.jpg │ │ ├── 0002400.jpg │ │ ├── 0002402.jpg │ │ ├── 0002403.jpg │ │ ├── 0002407.jpg │ │ ├── 0002408.jpg │ │ ├── 0002409.jpg │ │ ├── 0002410.jpg │ │ ├── 0002412.jpg │ │ ├── 0002415.jpg │ │ ├── 0002416.jpg │ │ ├── 0002418.jpg │ │ ├── 0002420.jpg │ │ ├── 0002431.jpg │ │ ├── 0002433.jpg │ │ ├── 0002434.jpg │ │ ├── 0002438.jpg │ │ ├── 0002444.jpg │ │ ├── 0002445.jpg │ │ ├── 0002449.jpg │ │ ├── 0002450.jpg │ │ ├── 0002452.jpg │ │ ├── 0002456.jpg │ │ ├── 0002457.jpg │ │ ├── 0002458.jpg │ │ ├── 0002460.jpg │ │ ├── 0002464.jpg │ │ ├── 0002469.jpg │ │ ├── 0002473.jpg │ │ ├── 0002478.jpg │ │ ├── 0002479.jpg │ │ ├── 0002480.jpg │ │ ├── 0002481.jpg │ │ ├── 0002483.jpg │ │ ├── 0002487.jpg │ │ ├── 0002489.jpg │ │ ├── 0002490.jpg │ │ ├── 0002491.jpg │ │ ├── 0002492.jpg │ │ ├── 0002498.jpg │ │ ├── 0002500.jpg │ │ ├── 0002503.jpg │ │ ├── 0002508.jpg │ │ ├── 0002509.jpg │ │ ├── 0002517.jpg │ │ ├── 0002519.jpg │ │ ├── 0002520.jpg │ │ ├── 0002524.jpg │ │ ├── 0002527.jpg │ │ ├── 0002529.jpg │ │ ├── 0002530.jpg │ │ ├── 0002533.jpg │ │ ├── 0002543.jpg │ │ ├── 0002546.jpg │ │ ├── 0002550.jpg │ │ ├── 0002551.jpg │ │ ├── 0002563.jpg │ │ ├── 0002564.jpg │ │ ├── 0002565.jpg │ │ ├── 0002567.jpg │ │ ├── 0002571.jpg │ │ ├── 0002579.jpg │ │ ├── 0002584.jpg │ │ ├── 0002585.jpg │ │ ├── 0002589.jpg │ │ ├── 0002595.jpg │ │ ├── 0002599.jpg │ │ ├── 0002600.jpg │ │ ├── 0002601.jpg │ │ ├── 0002603.jpg │ │ ├── 0002616.jpg │ │ ├── 0002620.jpg │ │ ├── 0002628.jpg │ │ ├── 0002634.jpg │ │ ├── 0002635.jpg │ │ ├── 0002638.jpg │ │ ├── 0002639.jpg │ │ ├── 0002643.jpg │ │ ├── 0002645.jpg │ │ ├── 0002656.jpg │ │ ├── 0002657.jpg │ │ ├── 0002660.jpg │ │ ├── 0002661.jpg │ │ ├── 0002662.jpg │ │ ├── 0002665.jpg │ │ ├── 0002667.jpg │ │ ├── 0002670.jpg │ │ ├── 0002679.jpg │ │ ├── 0002681.jpg │ │ ├── 0002682.jpg │ │ ├── 0002686.jpg │ │ ├── 0002687.jpg │ │ ├── 0002692.jpg │ │ ├── 0002693.jpg │ │ ├── 0002694.jpg │ │ ├── 0002696.jpg │ │ ├── 0002700.jpg │ │ ├── 0002701.jpg │ │ ├── 0002703.jpg │ │ ├── 0002706.jpg │ │ ├── 0002710.jpg │ │ ├── 0002712.jpg │ │ ├── 0002714.jpg │ │ ├── 0002716.jpg │ │ ├── 0002720.jpg │ │ ├── 0002721.jpg │ │ ├── 0002724.jpg │ │ ├── 0002731.jpg │ │ ├── 0002734.jpg │ │ ├── 0002735.jpg │ │ ├── 0002737.jpg │ │ ├── 0002739.jpg │ │ ├── 0002740.jpg │ │ ├── 0002750.jpg │ │ ├── 0002751.jpg │ │ ├── 0002753.jpg │ │ ├── 0002759.jpg │ │ ├── 0002761.jpg │ │ ├── 0002762.jpg │ │ ├── 0002772.jpg │ │ ├── 0002773.jpg │ │ ├── 0002774.jpg │ │ ├── 0002779.jpg │ │ ├── 0002780.jpg │ │ ├── 0002788.jpg │ │ ├── 0002793.jpg │ │ ├── 0002797.jpg │ │ ├── 0002800.jpg │ │ ├── 0002804.jpg │ │ ├── 0002808.jpg │ │ ├── 0002809.jpg │ │ ├── 0002810.jpg │ │ ├── 0002816.jpg │ │ ├── 0002818.jpg │ │ ├── 0002819.jpg │ │ ├── 0002820.jpg │ │ ├── 0002825.jpg │ │ ├── 0002829.jpg │ │ ├── 0002835.jpg │ │ ├── 0002839.jpg │ │ ├── 0002842.jpg │ │ ├── 0002846.jpg │ │ ├── 0002847.jpg │ │ ├── 0002848.jpg │ │ ├── 0002852.jpg │ │ ├── 0002858.jpg │ │ ├── 0002859.jpg │ │ ├── 0002860.jpg │ │ ├── 0002861.jpg │ │ ├── 0002862.jpg │ │ ├── 0002863.jpg │ │ ├── 0002867.jpg │ │ ├── 0002870.jpg │ │ ├── 0002872.jpg │ │ ├── 0002878.jpg │ │ ├── 0002881.jpg │ │ ├── 0002885.jpg │ │ ├── 0002886.jpg │ │ ├── 0002891.jpg │ │ ├── 0002893.jpg │ │ ├── 0002895.jpg │ │ ├── 0002897.jpg │ │ ├── 0002901.jpg │ │ ├── 0002902.jpg │ │ ├── 0002907.jpg │ │ ├── 0002908.jpg │ │ ├── 0002909.jpg │ │ ├── 0002910.jpg │ │ ├── 0002912.jpg │ │ ├── 0002915.jpg │ │ ├── 0002918.jpg │ │ ├── 0002919.jpg │ │ ├── 0002922.jpg │ │ ├── 0002930.jpg │ │ ├── 0002934.jpg │ │ ├── 0002935.jpg │ │ ├── 0002936.jpg │ │ ├── 0002938.jpg │ │ ├── 0002940.jpg │ │ ├── 0002945.jpg │ │ ├── 0002949.jpg │ │ ├── 0002950.jpg │ │ ├── 0002951.jpg │ │ ├── 0002956.jpg │ │ ├── 0002964.jpg │ │ ├── 0002965.jpg │ │ ├── 0002968.jpg │ │ ├── 0002972.jpg │ │ ├── 0002975.jpg │ │ ├── 0002976.jpg │ │ ├── 0002977.jpg │ │ ├── 0002984.jpg │ │ ├── 0002986.jpg │ │ ├── 0002990.jpg │ │ ├── 0002991.jpg │ │ ├── 0002995.jpg │ │ └── 0002997.jpg ├── celeba_N=12 │ └── imgs │ │ ├── 0000021.jpg │ │ ├── 0000023.jpg │ │ ├── 0000035.jpg │ │ ├── 0000045.jpg │ │ ├── 0000075.jpg │ │ ├── 0000122.jpg │ │ ├── 0000223.jpg │ │ ├── 0000292.jpg │ │ ├── 0000377.jpg │ │ ├── 0000600.jpg │ │ ├── 0001089.jpg │ │ └── 0001480.jpg ├── ffhq_N=100 │ └── imgs │ │ ├── 00207.png │ │ ├── 00317.png │ │ ├── 01372.png │ │ ├── 01718.png │ │ ├── 01816.png │ │ ├── 02330.png │ │ ├── 02820.png │ │ ├── 02960.png │ │ ├── 04552.png │ │ ├── 04590.png │ │ ├── 04593.png │ │ ├── 04830.png │ │ ├── 05245.png │ │ ├── 05700.png │ │ ├── 06251.png │ │ ├── 06386.png │ │ ├── 06596.png │ │ ├── 07519.png │ │ ├── 07522.png │ │ ├── 07618.png │ │ ├── 07914.png │ │ ├── 09432.png │ │ ├── 10070.png │ │ ├── 10252.png │ │ ├── 11012.png │ │ ├── 11063.png │ │ ├── 11629.png │ │ ├── 11634.png │ │ ├── 13293.png │ │ ├── 15420.png │ │ ├── 15470.png │ │ ├── 15768.png │ │ ├── 15826.png │ │ ├── 17595.png │ │ ├── 19901.png │ │ ├── 20397.png │ │ ├── 21077.png │ │ ├── 21257.png │ │ ├── 21351.png │ │ ├── 21417.png │ │ ├── 21930.png │ │ ├── 22471.png │ │ ├── 22887.png │ │ ├── 23104.png │ │ ├── 23243.png │ │ ├── 23383.png │ │ ├── 23905.png │ │ ├── 23977.png │ │ ├── 24779.png │ │ ├── 25073.png │ │ ├── 25242.png │ │ ├── 25285.png │ │ ├── 25626.png │ │ ├── 27011.png │ │ ├── 27140.png │ │ ├── 27416.png │ │ ├── 27595.png │ │ ├── 28086.png │ │ ├── 28098.png │ │ ├── 30557.png │ │ ├── 31830.png │ │ ├── 32512.png │ │ ├── 32665.png │ │ ├── 33806.png │ │ ├── 38035.png │ │ ├── 40807.png │ │ ├── 41019.png │ │ ├── 41864.png │ │ ├── 41969.png │ │ ├── 42617.png │ │ ├── 44403.png │ │ ├── 45598.png │ │ ├── 45776.png │ │ ├── 46538.png │ │ ├── 47125.png │ │ ├── 47277.png │ │ ├── 47369.png │ │ ├── 47807.png │ │ ├── 47963.png │ │ ├── 51239.png │ │ ├── 51924.png │ │ ├── 52072.png │ │ ├── 53061.png │ │ ├── 54303.png │ │ ├── 56146.png │ │ ├── 57230.png │ │ ├── 57882.png │ │ ├── 59713.png │ │ ├── 59970.png │ │ ├── 60717.png │ │ ├── 62905.png │ │ ├── 62962.png │ │ ├── 63136.png │ │ ├── 63294.png │ │ ├── 64326.png │ │ ├── 66021.png │ │ ├── 67855.png │ │ ├── 68145.png │ │ ├── 68226.png │ │ └── 68750.png ├── ffhq_N=1000 │ └── imgs │ │ ├── 00057.png │ │ ├── 00128.png │ │ ├── 00145.png │ │ ├── 00162.png │ │ ├── 00207.png │ │ ├── 00289.png │ │ ├── 00305.png │ │ ├── 00317.png │ │ ├── 00333.png │ │ ├── 00431.png │ │ ├── 00528.png │ │ ├── 00620.png │ │ ├── 00875.png │ │ ├── 01056.png │ │ ├── 01135.png │ │ ├── 01145.png │ │ ├── 01159.png │ │ ├── 01183.png │ │ ├── 01261.png │ │ ├── 01372.png │ │ ├── 01401.png │ │ ├── 01513.png │ │ ├── 01538.png │ │ ├── 01560.png │ │ ├── 01594.png │ │ ├── 01679.png │ │ ├── 01718.png │ │ ├── 01816.png │ │ ├── 02038.png │ │ ├── 02047.png │ │ ├── 02072.png │ │ ├── 02231.png │ │ ├── 02330.png │ │ ├── 02341.png │ │ ├── 02406.png │ │ ├── 02433.png │ │ ├── 02445.png │ │ ├── 02609.png │ │ ├── 02724.png │ │ ├── 02820.png │ │ ├── 02960.png │ │ ├── 03055.png │ │ ├── 03063.png │ │ ├── 03110.png │ │ ├── 03205.png │ │ ├── 03285.png │ │ ├── 03346.png │ │ ├── 03434.png │ │ ├── 03509.png │ │ ├── 03558.png │ │ ├── 03604.png │ │ ├── 03659.png │ │ ├── 03665.png │ │ ├── 03788.png │ │ ├── 03813.png │ │ ├── 03836.png │ │ ├── 03842.png │ │ ├── 03869.png │ │ ├── 03942.png │ │ ├── 04010.png │ │ ├── 04169.png │ │ ├── 04180.png │ │ ├── 04237.png │ │ ├── 04371.png │ │ ├── 04437.png │ │ ├── 04440.png │ │ ├── 04470.png │ │ ├── 04474.png │ │ ├── 04519.png │ │ ├── 04552.png │ │ ├── 04554.png │ │ ├── 04590.png │ │ ├── 04593.png │ │ ├── 04641.png │ │ ├── 04695.png │ │ ├── 04770.png │ │ ├── 04797.png │ │ ├── 04800.png │ │ ├── 04830.png │ │ ├── 04857.png │ │ ├── 04984.png │ │ ├── 05050.png │ │ ├── 05081.png │ │ ├── 05091.png │ │ ├── 05245.png │ │ ├── 05255.png │ │ ├── 05284.png │ │ ├── 05355.png │ │ ├── 05419.png │ │ ├── 05425.png │ │ ├── 05428.png │ │ ├── 05627.png │ │ ├── 05680.png │ │ ├── 05700.png │ │ ├── 05713.png │ │ ├── 05723.png │ │ ├── 05806.png │ │ ├── 05913.png │ │ ├── 05998.png │ │ ├── 06050.png │ │ ├── 06060.png │ │ ├── 06062.png │ │ ├── 06066.png │ │ ├── 06078.png │ │ ├── 06134.png │ │ ├── 06152.png │ │ ├── 06178.png │ │ ├── 06235.png │ │ ├── 06251.png │ │ ├── 06386.png │ │ ├── 06415.png │ │ ├── 06427.png │ │ ├── 06475.png │ │ ├── 06590.png │ │ ├── 06596.png │ │ ├── 06899.png │ │ ├── 06989.png │ │ ├── 07133.png │ │ ├── 07189.png │ │ ├── 07238.png │ │ ├── 07371.png │ │ ├── 07501.png │ │ ├── 07519.png │ │ ├── 07522.png │ │ ├── 07545.png │ │ ├── 07547.png │ │ ├── 07551.png │ │ ├── 07618.png │ │ ├── 07635.png │ │ ├── 07694.png │ │ ├── 07729.png │ │ ├── 07740.png │ │ ├── 07795.png │ │ ├── 07833.png │ │ ├── 07872.png │ │ ├── 07914.png │ │ ├── 07987.png │ │ ├── 08010.png │ │ ├── 08067.png │ │ ├── 08072.png │ │ ├── 08125.png │ │ ├── 08126.png │ │ ├── 08193.png │ │ ├── 08270.png │ │ ├── 08314.png │ │ ├── 08347.png │ │ ├── 08389.png │ │ ├── 08413.png │ │ ├── 08557.png │ │ ├── 08650.png │ │ ├── 08785.png │ │ ├── 08848.png │ │ ├── 08889.png │ │ ├── 09026.png │ │ ├── 09076.png │ │ ├── 09096.png │ │ ├── 09113.png │ │ ├── 09178.png │ │ ├── 09192.png │ │ ├── 09214.png │ │ ├── 09234.png │ │ ├── 09275.png │ │ ├── 09313.png │ │ ├── 09432.png │ │ ├── 09441.png │ │ ├── 09479.png │ │ ├── 09509.png │ │ ├── 09513.png │ │ ├── 09544.png │ │ ├── 09578.png │ │ ├── 09691.png │ │ ├── 09848.png │ │ ├── 09922.png │ │ ├── 09986.png │ │ ├── 10070.png │ │ ├── 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│ │ ├── 14633.png │ │ ├── 14639.png │ │ ├── 14656.png │ │ ├── 14752.png │ │ ├── 14771.png │ │ ├── 14877.png │ │ ├── 15029.png │ │ ├── 15106.png │ │ ├── 15137.png │ │ ├── 15145.png │ │ ├── 15178.png │ │ ├── 15412.png │ │ ├── 15420.png │ │ ├── 15461.png │ │ ├── 15470.png │ │ ├── 15517.png │ │ ├── 15602.png │ │ ├── 15631.png │ │ ├── 15652.png │ │ ├── 15703.png │ │ ├── 15738.png │ │ ├── 15768.png │ │ ├── 15776.png │ │ ├── 15826.png │ │ ├── 16017.png │ │ ├── 16095.png │ │ ├── 16101.png │ │ ├── 16230.png │ │ ├── 16262.png │ │ ├── 16549.png │ │ ├── 16700.png │ │ ├── 16809.png │ │ ├── 16860.png │ │ ├── 16916.png │ │ ├── 17140.png │ │ ├── 17276.png │ │ ├── 17398.png │ │ ├── 17467.png │ │ ├── 17595.png │ │ ├── 17700.png │ │ ├── 17711.png │ │ ├── 17743.png │ │ ├── 17871.png │ │ ├── 17890.png │ │ ├── 17904.png │ │ ├── 17976.png │ │ ├── 18000.png │ │ ├── 18063.png │ │ ├── 18079.png │ │ ├── 18140.png │ │ ├── 18178.png │ │ ├── 18236.png │ │ ├── 18420.png │ │ ├── 18512.png │ │ ├── 18539.png │ │ ├── 18629.png │ │ ├── 18880.png │ │ ├── 18987.png │ │ ├── 18997.png │ │ ├── 19069.png │ │ ├── 19073.png │ │ ├── 19108.png │ │ ├── 19123.png │ │ ├── 19205.png │ │ ├── 19292.png │ │ ├── 19619.png │ │ ├── 19637.png │ │ ├── 19739.png │ │ ├── 19858.png │ │ ├── 19893.png │ │ ├── 19899.png │ │ ├── 19901.png │ │ ├── 19916.png │ │ ├── 20036.png │ │ ├── 20069.png │ │ ├── 20099.png │ │ ├── 20186.png │ │ ├── 20388.png │ │ ├── 20397.png │ │ ├── 20541.png │ │ ├── 20705.png │ │ ├── 20733.png │ │ ├── 20819.png │ │ ├── 20894.png │ │ ├── 20932.png │ │ ├── 20938.png │ │ ├── 20941.png │ │ ├── 21077.png │ │ ├── 21160.png │ │ ├── 21257.png │ │ ├── 21266.png │ │ ├── 21322.png │ │ ├── 21351.png │ │ ├── 21417.png │ │ ├── 21444.png │ │ ├── 21452.png │ │ ├── 21486.png │ │ ├── 21501.png │ │ ├── 21556.png │ │ ├── 21600.png │ │ ├── 21655.png │ │ ├── 21822.png │ │ ├── 21930.png │ │ ├── 21972.png │ │ ├── 22138.png │ │ ├── 22141.png │ │ ├── 22154.png │ │ ├── 22190.png │ │ ├── 22373.png │ │ ├── 22381.png │ │ ├── 22383.png │ │ ├── 22396.png │ │ ├── 22471.png │ │ ├── 22530.png │ │ ├── 22586.png │ │ ├── 22604.png │ │ ├── 22701.png │ │ ├── 22880.png │ │ ├── 22887.png │ │ ├── 22949.png │ │ ├── 22970.png │ │ ├── 23070.png │ │ ├── 23104.png │ │ ├── 23243.png │ │ ├── 23362.png │ │ ├── 23383.png │ │ ├── 23578.png │ │ ├── 23727.png │ │ ├── 23748.png │ │ ├── 23849.png │ │ ├── 23905.png │ │ ├── 23977.png │ │ ├── 24054.png │ │ ├── 24066.png │ │ ├── 24107.png │ │ ├── 24138.png │ │ ├── 24141.png │ │ ├── 24320.png │ │ ├── 24327.png │ │ ├── 24411.png │ │ ├── 24456.png │ │ ├── 24534.png │ │ ├── 24571.png │ │ ├── 24619.png │ │ ├── 24646.png │ │ ├── 24779.png │ │ ├── 24996.png │ │ ├── 25041.png │ │ ├── 25047.png │ │ ├── 25073.png │ │ ├── 25095.png │ │ ├── 25129.png │ │ ├── 25224.png │ │ ├── 25229.png │ │ ├── 25242.png │ │ ├── 25285.png │ │ ├── 25376.png │ │ ├── 25609.png │ │ ├── 25624.png │ │ ├── 25626.png │ │ ├── 25682.png │ │ ├── 25732.png │ │ ├── 25892.png │ │ ├── 25907.png │ │ ├── 25968.png │ │ ├── 26030.png │ │ ├── 26073.png │ │ ├── 26119.png │ │ ├── 26121.png │ │ ├── 26146.png │ │ ├── 26391.png │ │ ├── 26441.png │ │ ├── 26511.png │ │ ├── 26515.png │ │ ├── 26577.png │ │ ├── 26613.png │ │ ├── 26706.png │ │ ├── 26726.png │ │ ├── 26746.png │ │ ├── 27011.png │ │ ├── 27033.png │ │ ├── 27100.png │ │ ├── 27140.png │ │ ├── 27153.png │ │ ├── 27370.png │ │ ├── 27416.png │ │ ├── 27578.png │ │ ├── 27595.png │ │ ├── 27647.png │ │ ├── 27732.png │ │ ├── 27735.png │ │ ├── 27857.png │ │ ├── 27886.png │ │ ├── 27915.png │ │ ├── 27917.png │ │ ├── 28004.png │ │ ├── 28086.png │ │ ├── 28098.png │ │ ├── 28222.png │ │ ├── 28265.png │ │ ├── 28281.png │ │ ├── 28337.png │ │ ├── 28455.png │ │ ├── 28500.png │ │ ├── 28642.png │ │ ├── 28712.png │ │ ├── 28801.png │ │ ├── 28826.png │ │ ├── 28870.png │ │ ├── 29119.png │ │ ├── 29122.png │ │ ├── 29123.png │ │ ├── 29177.png │ │ ├── 29201.png │ │ ├── 29239.png │ │ ├── 29287.png │ │ ├── 29299.png │ │ ├── 29311.png │ │ ├── 29452.png │ │ ├── 29479.png │ │ ├── 29711.png │ │ ├── 29718.png │ │ ├── 29720.png │ │ ├── 29751.png │ │ ├── 29780.png │ │ ├── 29792.png │ │ ├── 29794.png │ │ ├── 29861.png │ │ ├── 29863.png │ │ ├── 29916.png │ │ ├── 29946.png │ │ ├── 29989.png │ │ ├── 30025.png │ │ ├── 30033.png │ │ ├── 30065.png │ │ ├── 30245.png │ │ ├── 30252.png │ │ ├── 30440.png │ │ ├── 30538.png │ │ ├── 30540.png │ │ ├── 30557.png │ │ ├── 30558.png │ │ ├── 30606.png │ │ ├── 30655.png │ │ ├── 30848.png │ │ ├── 30884.png │ │ ├── 30996.png │ │ ├── 31057.png │ │ ├── 31121.png │ │ ├── 31143.png │ │ ├── 31160.png │ │ ├── 31200.png │ │ ├── 31245.png │ │ ├── 31266.png │ │ ├── 31287.png │ │ ├── 31302.png │ │ ├── 31314.png │ │ ├── 31326.png │ │ ├── 31520.png │ │ ├── 31773.png │ │ ├── 31830.png │ │ ├── 31860.png │ │ ├── 32142.png │ │ ├── 32243.png │ │ ├── 32271.png │ │ ├── 32292.png │ │ ├── 32301.png │ │ ├── 32332.png │ │ ├── 32377.png │ │ ├── 32512.png │ │ ├── 32579.png │ │ ├── 32628.png │ │ ├── 32665.png │ │ ├── 32679.png │ │ ├── 32860.png │ │ ├── 32978.png │ │ ├── 33051.png │ │ ├── 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│ │ ├── 37373.png │ │ ├── 37460.png │ │ ├── 37739.png │ │ ├── 37942.png │ │ ├── 37950.png │ │ ├── 37969.png │ │ ├── 37972.png │ │ ├── 38035.png │ │ ├── 38169.png │ │ ├── 38174.png │ │ ├── 38196.png │ │ ├── 38242.png │ │ ├── 38278.png │ │ ├── 38456.png │ │ ├── 38459.png │ │ ├── 38510.png │ │ ├── 38535.png │ │ ├── 38700.png │ │ ├── 38770.png │ │ ├── 38945.png │ │ ├── 39076.png │ │ ├── 39167.png │ │ ├── 39362.png │ │ ├── 39367.png │ │ ├── 39393.png │ │ ├── 39521.png │ │ ├── 39536.png │ │ ├── 39581.png │ │ ├── 39944.png │ │ ├── 40062.png │ │ ├── 40069.png │ │ ├── 40073.png │ │ ├── 40083.png │ │ ├── 40124.png │ │ ├── 40137.png │ │ ├── 40162.png │ │ ├── 40220.png │ │ ├── 40228.png │ │ ├── 40239.png │ │ ├── 40241.png │ │ ├── 40262.png │ │ ├── 40763.png │ │ ├── 40807.png │ │ ├── 40880.png │ │ ├── 40893.png │ │ ├── 40907.png │ │ ├── 40932.png │ │ ├── 41019.png │ │ ├── 41137.png │ │ ├── 41236.png │ │ ├── 41436.png │ │ ├── 41474.png │ │ ├── 41612.png │ │ ├── 41778.png │ │ ├── 41789.png │ │ ├── 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│ │ ├── 45479.png │ │ ├── 45598.png │ │ ├── 45666.png │ │ ├── 45747.png │ │ ├── 45773.png │ │ ├── 45776.png │ │ ├── 45781.png │ │ ├── 45909.png │ │ ├── 45966.png │ │ ├── 46066.png │ │ ├── 46141.png │ │ ├── 46202.png │ │ ├── 46331.png │ │ ├── 46351.png │ │ ├── 46370.png │ │ ├── 46459.png │ │ ├── 46528.png │ │ ├── 46538.png │ │ ├── 46575.png │ │ ├── 46732.png │ │ ├── 46763.png │ │ ├── 46848.png │ │ ├── 47033.png │ │ ├── 47125.png │ │ ├── 47251.png │ │ ├── 47264.png │ │ ├── 47277.png │ │ ├── 47369.png │ │ ├── 47397.png │ │ ├── 47632.png │ │ ├── 47643.png │ │ ├── 47788.png │ │ ├── 47805.png │ │ ├── 47807.png │ │ ├── 47810.png │ │ ├── 47834.png │ │ ├── 47850.png │ │ ├── 47853.png │ │ ├── 47885.png │ │ ├── 47907.png │ │ ├── 47963.png │ │ ├── 48023.png │ │ ├── 48196.png │ │ ├── 48311.png │ │ ├── 48428.png │ │ ├── 48505.png │ │ ├── 48517.png │ │ ├── 48568.png │ │ ├── 48573.png │ │ ├── 48589.png │ │ ├── 48609.png │ │ ├── 48658.png │ │ ├── 48838.png │ │ ├── 49063.png │ │ ├── 49088.png │ │ ├── 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│ ├── image_01793.jpg │ │ ├── image_02271.jpg │ │ ├── image_05447.jpg │ │ ├── image_05577.jpg │ │ ├── image_06383.jpg │ │ ├── image_07907.jpg │ │ └── image_08187.jpg └── ood │ └── imgs │ ├── 001.png │ ├── 002.png │ ├── 003.png │ ├── 004.png │ ├── 005.png │ ├── 006.png │ ├── 007.png │ ├── 008.png │ ├── 009.png │ ├── 010.png │ ├── 011.png │ ├── 012.png │ ├── 013.png │ ├── 014.png │ ├── 015.jpg │ ├── 016.jpg │ ├── 017.jpg │ ├── 018.jpg │ ├── 019.jpg │ ├── 020.jpg │ ├── 021.png │ ├── 022.png │ ├── 023.png │ ├── 024.jpg │ ├── 025.jpg │ ├── 026.jpg │ ├── 027.jpg │ └── 028.jpg ├── train_dcgan.py ├── train_glow.py └── trained_models └── readme.txt /data/birds/readme.txt: -------------------------------------------------------------------------------- 1 | Downloaded dataset will be placed here. 2 | -------------------------------------------------------------------------------- /data/celeba/readme.txt: -------------------------------------------------------------------------------- 1 | Downloaded dataset will be placed here. 2 | -------------------------------------------------------------------------------- /data/flowers/flower_test_files.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/CACTuS-AI/GlowIP/7173408f2dfa147d461ca46c97470843aff1b937/data/flowers/flower_test_files.npy -------------------------------------------------------------------------------- /data/flowers/flower_train_files.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/CACTuS-AI/GlowIP/7173408f2dfa147d461ca46c97470843aff1b937/data/flowers/flower_train_files.npy -------------------------------------------------------------------------------- /data/flowers/readme.txt: -------------------------------------------------------------------------------- 1 | Downloaded dataset will be placed here. 2 | -------------------------------------------------------------------------------- /data/setup_birds.sh: -------------------------------------------------------------------------------- 1 | wget http://www.vision.caltech.edu/visipedia-data/CUB-200-2011/CUB_200_2011.tgz -P ./birds/ 2 | tar -C ./birds/ -zxvf ./birds/CUB_200_2011.tgz 3 | -------------------------------------------------------------------------------- /data/setup_celeba.sh: -------------------------------------------------------------------------------- 1 | wget https://storage.googleapis.com/glow-demo/data/celeba-tfr.tar -P ./celeba/ 2 | tar -C ./celeba/ -zxvf ./celeba/celeba-tfr.tar 3 | -------------------------------------------------------------------------------- /images/celeba_denoising_s=0,1_z2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/CACTuS-AI/GlowIP/7173408f2dfa147d461ca46c97470843aff1b937/images/celeba_denoising_s=0,1_z2.png 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-------------------------------------------------------------------------------- /results/readme.txt: -------------------------------------------------------------------------------- 1 | results will be saved here... 2 | -------------------------------------------------------------------------------- /solvers/lasso_utils/readme.txt: -------------------------------------------------------------------------------- 1 | this code was sourced from "https://github.com/AshishBora/csgm" 2 | -------------------------------------------------------------------------------- /test_images/birds/imgs/0040.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/CACTuS-AI/GlowIP/7173408f2dfa147d461ca46c97470843aff1b937/test_images/birds/imgs/0040.jpg -------------------------------------------------------------------------------- /test_images/birds/imgs/0249.jpg: 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