InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets

12 June 2016

Pieter Abbeel

Papers citing "InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets"

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Title
Globally Injective ReLU Networks Michael Puthawala K. Kothari Matti Lassas Ivan Dokmanić Maarten V. de Hoop 24 26 0 15 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 44 1,586 0 15 Jun 2020
Dissimilarity Mixture Autoencoder for Deep Clustering Juan S. Lara Fabio A. González 22 5 0 15 Jun 2020
Survey on Deep Multi-modal Data Analytics: Collaboration, Rivalry and Fusion Yang Wang 33 195 0 15 Jun 2020
Unbiased Auxiliary Classifier GANs with MINE Ligong Han Anastasis Stathopoulos Tao Xue Dimitris N. Metaxas 4 13 0 13 Jun 2020
ScoreGAN: A Fraud Review Detector based on Multi Task Learning of Regulated GAN with Data Augmentation Saeedreza Shehnepoor R. Togneri Wei Liu Bennamoun 22 4 0 11 Jun 2020
Deep Structural Causal Models for Tractable Counterfactual Inference Nick Pawlowski Daniel Coelho De Castro Ben Glocker CML MedIm 33 229 0 11 Jun 2020
On the Maximum Mutual Information Capacity of Neural Architectures Brandon Foggo Nan Yu TPM 21 3 0 10 Jun 2020
Deep generative models for musical audio synthesis M. Huzaifah L. Wyse 19 20 0 10 Jun 2020
Probabilistic Autoencoder Vanessa Böhm U. Seljak UQCV BDL DRL 16 32 0 09 Jun 2020
On Data Augmentation for GAN Training Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Trung-Kien Nguyen Ngai-man Cheung MedIm 18 35 0 09 Jun 2020
A Survey on Generative Adversarial Networks: Variants, Applications, and Training Abdul Jabbar Xi Li Bourahla Omar 25 266 0 09 Jun 2020
Nested Scale Editing for Conditional Image Synthesis Lingzhi Zhang Jiancong Wang Yinshuang Xu Jie Min Tarmily Wen J. Gee Jianbo Shi DiffM 24 3 0 03 Jun 2020
High-Fidelity Audio Generation and Representation Learning with Guided Adversarial Autoencoder Kazi Nazmul Haque R. Rana Björn W Schuller DRL 26 12 0 01 Jun 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 36 17 0 27 May 2020
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation Yizhe Zhu Martin Renqiang Min Asim Kadav H. Graf CoGe DRL 19 95 0 23 May 2020
An analysis on the use of autoencoders for representation learning: fundamentals, learning task case studies, explainability and challenges D. Charte F. Charte M. J. D. Jesus Francisco Herrera SSL OOD 11 51 0 21 May 2020
CIAGAN: Conditional Identity Anonymization Generative Adversarial Networks Maxim Maximov Ismail Elezi Laura Leal-Taixé PICV GAN 30 166 0 19 May 2020
Face Identity Disentanglement via Latent Space Mapping Yotam Nitzan Amit H. Bermano Yangyan Li Daniel Cohen-Or CVBM CoGe DRL 30 16 0 15 May 2020
Semantic Photo Manipulation with a Generative Image Prior David Bau Hendrik Strobelt William S. Peebles Jonas Wulff Bolei Zhou Jun-Yan Zhu Antonio Torralba GAN 28 349 0 15 May 2020
Cross-domain Face Presentation Attack Detection via Multi-domain Disentangled Representation Learning Guoqing Wang Hu Han Shiguang Shan Xilin Chen CVBM OOD 19 168 0 04 Apr 2020
Self-Supervised Viewpoint Learning From Image Collections Siva Karthik Mustikovela Varun Jampani Shalini De Mello Sifei Liu Umar Iqbal Carsten Rother Jan Kautz SSL 23 39 0 03 Apr 2020
Disassembling Object Representations without Labels Zunlei Feng Xinchao Wang Yongming He Yike Yuan Xin Gao Xiuming Zhang OCL 18 0 0 03 Apr 2020
Controllable Person Image Synthesis with Attribute-Decomposed GAN Yifang Men Yiming Mao Yuning Jiang Wei-Ying Ma Zheng Lian 43 233 0 27 Mar 2020
Unsupervised Domain Adaptation via Structurally Regularized Deep Clustering Hui Tang Ke Chen Kui Jia CML OOD 19 269 0 19 Mar 2020
GMM-UNIT: Unsupervised Multi-Domain and Multi-Modal Image-to-Image Translation via Attribute Gaussian Mixture Modeling Yahui Liu Marco De Nadai Jian Yao N. Sebe Bruno Lepri Xavier Alameda-Pineda 11 25 0 15 Mar 2020
Inducing Optimal Attribute Representations for Conditional GANs Binod Bhattarai Tae-Kyun Kim GAN 37 19 0 13 Mar 2020
Learning Predictive Representations for Deformable Objects Using Contrastive Estimation Wilson Yan Ashwin Vangipuram Pieter Abbeel Lerrel Pinto 12 188 0 11 Mar 2020
Causal Interpretability for Machine Learning -- Problems, Methods and Evaluation Raha Moraffah Mansooreh Karami Ruocheng Guo A. Raglin Huan Liu CML ELM XAI 27 213 0 09 Mar 2020
Semi-Supervised StyleGAN for Disentanglement Learning Weili Nie Tero Karras Animesh Garg Shoubhik Debhath Anjul Patney Ankit B. Patel Anima Anandkumar DRL 89 72 0 06 Mar 2020
Natural Language Processing Advancements By Deep Learning: A Survey A. Torfi Rouzbeh A. Shirvani Yaser Keneshloo Nader Tavvaf Edward A. Fox AI4CE VLM 83 215 0 02 Mar 2020
Unsupervised Discovery, Control, and Disentanglement of Semantic Attributes with Applications to Anomaly Detection William Paul I-J. Wang F. Alajaji Philippe Burlina DiffM DRL 21 6 0 25 Feb 2020
xAI-GAN: Enhancing Generative Adversarial Networks via Explainable AI Systems Vineel Nagisetty Laura Graves Joseph Scott Vijay Ganesh GAN DRL 16 27 0 24 Feb 2020
Disentangled Speech Embeddings using Cross-modal Self-supervision Arsha Nagrani Joon Son Chung Samuel Albanie Andrew Zisserman SSL 21 88 0 20 Feb 2020
Unsupervised Discovery of Interpretable Directions in the GAN Latent Space A. Voynov Artem Babenko 53 417 0 10 Feb 2020
Fully-hierarchical fine-grained prosody modeling for interpretable speech synthesis Guangzhi Sun Yu Zhang Ron J. Weiss Yuanbin Cao Heiga Zen Yonghui Wu 9 130 0 06 Feb 2020
Concept Whitening for Interpretable Image Recognition Zhi Chen Yijie Bei Cynthia Rudin FAtt 31 313 0 05 Feb 2020
Interpretability of Blackbox Machine Learning Models through Dataview Extraction and Shadow Model creation Rupam Patir Shubham Singhal C. Anantaram Vikram Goyal 9 0 0 02 Feb 2020
Controlling generative models with continuous factors of variations Antoine Plumerault Hervé Le Borgne C´eline Hudelot DRL 27 126 0 28 Jan 2020
An Explicit Local and Global Representation Disentanglement Framework with Applications in Deep Clustering and Unsupervised Object Detection Rujikorn Charakorn Y. Thawornwattana Sirawaj Itthipuripat Nick Pawlowski P. Manoonpong Nat Dilokthanakul DRL OCL 19 13 0 24 Jan 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 26 817 0 20 Jan 2020
Towards GAN Benchmarks Which Require Generalization Ishaan Gulrajani Colin Raffel Luke Metz 24 57 0 10 Jan 2020
On Interpretability of Artificial Neural Networks: A Survey Fenglei Fan Jinjun Xiong Mengzhou Li Ge Wang AAML AI4CE 38 300 0 08 Jan 2020
Generating Semantic Adversarial Examples via Feature Manipulation Shuo Wang Surya Nepal Carsten Rudolph M. Grobler Shangyu Chen Tianle Chen AAML 23 12 0 06 Jan 2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends S. Latif R. Rana Sara Khalifa Raja Jurdak Junaid Qadir Björn W. Schuller AI4TS 29 81 0 02 Jan 2020
OneGAN: Simultaneous Unsupervised Learning of Conditional Image Generation, Foreground Segmentation, and Fine-Grained Clustering Yaniv Benny Lior Wolf VLM GAN 21 48 0 31 Dec 2019
Deep Automodulators Ari Heljakka Wenshuai Zhao Arno Solin Arno Solin 31 5 0 21 Dec 2019
Triple Generative Adversarial Networks Chongxuan Li Kun Xu Jiashuo Liu Jun Zhu Bo Zhang GAN 31 41 0 20 Dec 2019
SynSin: End-to-end View Synthesis from a Single Image Olivia Wiles Georgia Gkioxari Richard Szeliski Justin Johnson 3DV 32 467 0 18 Dec 2019
Disentanglement based Active Learning S. SilpaV K. Adarsh S. Sumitra DRL 21 0 0 15 Dec 2019