HSIC-InfoGAN: Learning Unsupervised Disentangled Representations by Maximising Approximated Mutual Information

6 August 2022

Sotirios A. Tsaftaris

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Papers citing "HSIC-InfoGAN: Learning Unsupervised Disentangled Representations by Maximising Approximated Mutual Information"

21 / 21 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 280 30,103 0 01 Mar 2022
Diffusion Causal Models for Counterfactual Estimation Pedro Sanchez Sotirios A. Tsaftaris DiffM BDL 85 74 0 21 Feb 2022
Unsupervised Learning of Compositional Energy Concepts Yilun Du Shuang Li Yash Sharma J. Tenenbaum Igor Mordatch CoGe OCL 74 81 0 04 Nov 2021
Learning Disentangled Representations in the Imaging Domain Xiao Liu Pedro Sanchez Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris OOD DRL 102 72 0 26 Aug 2021
Controllable cardiac synthesis via disentangled anatomy arithmetic Spyridon Thermos Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 75 14 0 04 Jul 2021
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation Xiao Liu Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris OOD 70 49 0 24 Jun 2021
Disentangled Representations for Domain-generalized Cardiac Segmentation Xiao Liu Spyridon Thermos A. Chartsias Alison Q. OÑeil Sotirios A. Tsaftaris OOD 36 22 0 26 Aug 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 86 552 0 18 Jun 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 207 1,697 0 05 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,449 0 03 Dec 2019
The HSIC Bottleneck: Deep Learning without Back-Propagation Kurt Wan-Duo Ma J. P. Lewis W. Kleijn BDL 69 130 0 05 Aug 2019
Disentangled Representation Learning in Cardiac Image Analysis A. Chartsias T. Joyce G. Papanastasiou M. Williams D. Newby R. Dharmakumar Sotirios A. Tsaftaris DRL 107 126 0 22 Mar 2019
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 124 1,467 0 29 Nov 2018
Multimodal Unsupervised Image-to-Image Translation Xun Huang Ming-Yuan Liu Serge J. Belongie Jan Kautz 133 2,482 0 12 Apr 2018
MINE: Mutual Information Neural Estimation Mohamed Ishmael Belghazi A. Baratin Sai Rajeswar Sherjil Ozair Yoshua Bengio Aaron Courville R. Devon Hjelm DRL 194 1,279 0 12 Jan 2018
Toward Multimodal Image-to-Image Translation Jun-Yan Zhu Richard Y. Zhang Deepak Pathak Trevor Darrell Alexei A. Efros Oliver Wang Eli Shechtman 123 1,352 0 30 Nov 2017
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 430 3,215 0 30 Oct 2016
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 159 4,235 0 12 Jun 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,929 0 20 Dec 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 269 12,439 0 24 Jun 2012