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variational-autoencoder's Introduction

Criação de auto encoder variacional.

O dataset utilizado encontra-se em: https://github.com/bchao1/Anime-Face-Dataset

As seguintes imagens foram removidas do treinamento por estarem corrompidas aparentemente: 2125_2001.jpg, 26648_2009.jpg, 20330_2007.jpg, 55382_2016.jpg, 38922_2012.jpg, 20561_2008.jpg, 46998_2014.jpg, 43570_2013.jpg, 62823_2019.jpg, 62546_2019.jpg, 28555_2010.jpg, 8565_2004.jpg, 46529_2014.jpg, 26406_2009.jpg, 35611_2011.jpg, 32445_2011.jpg, 44478_2013.jpg, 5964_2003.jpg, 6339_2003.jpg, 4221_2002.jpg, 3781_2002.jpg, 26439_2009.jpg, 32898_2011.jpg, 23057_2008.jpg, 6268_2003.jpg, 7058_2003.jpg, 54885_2016.jpg, 24884_2009.jpg, 55501_2016.jpg, 1147_2001.jpg, 6955_2003.jpg, 36800_2012.jpg, 27828_2009.jpg, 55695_2016.jpg, 21135_2008.jpg, 55266_2016.jpg, 3901_2002.jpg, 154_2000.jpg, 24453_2009.jpg, 61050_2018.jpg, 48378_2014.jpg, 35412_2011.jpg, 35751_2011.jpg, 23163_2008.jpg, 54405_2016.jpg, 45303_2014.jpg, 23762_2008.jpg, 58070_2017.jpg, 3651_2002.jpg , 32128_2010.jpg, 23647_2008.jpg, 20399_2007.jpg, 28321_2010.jpg, 46240_2014.jpg, 40505_2012.jpg, 10877_2005.jpg, 55062_2016.jpg, 8331_2004.jpg , 25213_2009.jpg, 46234_2014.jpg, 6188_2003.jpg , 4118_2002.jpg , 13131_2005.jpg

Referências: https://blog.keras.io/building-autoencoders-in-keras.html https://keras.io/examples/generative/vae/ https://towardsdatascience.com/generating-new-faces-with-variational-autoencoders-d13cfcb5f0a8

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