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Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space?


Authors:  RameenAbdal, YipengQin, PeterWonka....
Published date-04/05/2019
Tasks:  ImageMorphing, StyleTransfer

Abstract: We propose an efficient algorithm to embed a given image into the latent space of StyleGAN. This embedding enables semantic image editing operations that can be applied to existing photographs. …

ChainerCV: a Library for Deep Learning in Computer Vision


Authors:  YusukeNiitani, ToruOgawa, ShuntaSaito....
Published date-09/28/2017
Tasks:  object-detection, semantic-segmentation

Abstract: Despite significant progress of deep learning in the field of computer vision, there has not been a software library that covers these methods in a unifying manner. We introduce ChainerCV, …

Dynamic Evaluation of Neural Sequence Models


Authors:  BenKrause, EmmanuelKahembwe, IainMurray....
Published date-09/21/2017
Tasks:  LanguageModelling

Abstract: We present methodology for using dynamic evaluation to improve neural sequence models. Models are adapted to recent history via a gradient descent based mechanism, causing them to assign higher probabilities …

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