Summaries of papers in deep learning.
InstaGAN: Instance-aware Image-to-Image Translation. [Paper ] [Summary ]
Sangwoo Mo, Minsu Cho, Jinwoo Shin . ICLR 2019
Learning Disentangled Joint Continuous and Discrete Representations. [Paper ] [Summary ]
Emilien Dupont . NIPS 2018
Disentangling by Factorising. [Paper ] [Summary ]
Hyunjik Kim, Andriy Mnih . ICML 2018
DeepLab Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs. [Paper ] [Summary ]
Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos, Kevin Murphy, Alan L. Yuille . IEEE Transactions on Pattern Analysis and Machine Intelligence 2018
Video-to-Video Synthesis. [Paper ] [Summary ]
Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Guilin Liu, Andrew Tao, Jan Kautz, Bryan Catanzaro . NeurIPS 2018
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs. [Paper ] [Summary ]
Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Andrew Tao, Jan Kautz, Bryan Catanzaro . CVPR 2018
beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework. [Paper ] [Summary ]
Irina Higgins, Loic Matthey, Arka Pal, Christopher Burgess, Xavier Glorot, Matthew Botvinick, Shakir Mohamed, Alexander Lerchner . ICLR 2017
Visual Dialog. [Paper ] [Summary ]
Abhishek Das, Satwik Kottur, Khushi Gupta, Avi Singh, Deshraj Yadav, José M. F. Moura, Devi Parikh, Dhruv Batra . CVPR 2017
InfoVAE: Information Maximizing Variational Autoencoders. [Paper ] [Summary ]
Shengjia Zhao, Jiaming Song, Stefano Ermon . arXiv 2017
Rethinking Atrous Convolution for Semantic Image Segmentation. [Paper ] [Summary ]
Liang-Chieh Chen, George Papandreou, Florian Schroff, Hartwig Adam . arXiv 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks. [Paper ] [Summary ]
Jun-Yan Zhu, Taesung Park, Phillip Isola, Alexei A. Efros . ICCV 2017
Image-to-Image Translation with Conditional Adversarial Networks. [Paper ] [Summary ]
Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, Alexei A. Efros . CVPR 2017
Least Squares Generative Adversarial Networks. [Paper ] [Summary ]
Xudong Mao, Qing Li, Haoran Xie, Raymond Y.K. Lau, Zhen Wang, Stephen Paul Smolley . ICCV 2017
About Summaries of some of the deep learning research papers I have read.