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This Intestine Does Not Exist: Multiscale Residual Variational Autoencoder for Realistic Wireless Capsule Endoscopy Image Generation

4 February 2023

Dimitrios E. Diamantis

Panagiota Gatoula

Anastasios Koulaouzidis

D. Iakovidis

MedIm

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Papers citing "This Intestine Does Not Exist: Multiscale Residual Variational Autoencoder for Realistic Wireless Capsule Endoscopy Image Generation"

32 / 32 papers shown

Title
Simple U-net Based Synthetic Polyp Image Generation: Polyp to Negative and Negative to Polyp H. Qadir I. Balasingham Younghak Shin MedIm 34 6 0 20 Feb 2023
Evaluating clinical diversity and plausibility of synthetic capsule endoscopic images Anuja Vats Marius Pedersen A. Mohammed Ø. Hovde MedIm 60 9 0 16 Jan 2023
The Vendi Score: A Diversity Evaluation Metric for Machine Learning Dan Friedman Adji Bousso Dieng EGVM 159 127 0 05 Oct 2022
Time-based Self-supervised Learning for Wireless Capsule Endoscopy Guillem Pascual Pablo Laiz A. García Hagen Wenzek Jordi Vitrià Santi Seguí 57 11 0 20 Apr 2022
Roadmap on Signal Processing for Next Generation Measurement Systems D. Iakovidis M. Ooi Y. Kuang S. Demidenko A. Shestakov ... S. Kamnis K. Delibasis Dong Wang Jianjing Zhang R. X. Gao AI4TS 73 22 0 03 Nov 2021
Mutually improved endoscopic image synthesis and landmark detection in unpaired image-to-image translation Lalith Sharan Gabriele Romano Sven Koehler Halvar Kelm M. Karck R. de Simone Sandy Engelhardt MedIm 72 28 0 14 Jul 2021
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 175 1,890 0 11 Jun 2020
A Close Look at Deep Learning with Small Data Lorenzo Brigato Luca Iocchi 126 144 0 28 Mar 2020
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 323 5,829 0 03 Dec 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 105 2,372 0 06 Jun 2019
SinGAN: Learning a Generative Model from a Single Natural Image Tamar Rott Shaham Tali Dekel T. Michaeli GAN VLM 111 843 0 02 May 2019
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 119 1,396 0 19 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 67 415 0 13 Sep 2018
Unpaired Brain MR-to-CT Synthesis using a Structure-Constrained CycleGAN Heran Yang Jian Sun A. Carass Can Zhao Junghoon Lee Zongben Xu Jerry L. Prince GAN MedIm 41 144 0 12 Sep 2018
Generating Highly Realistic Images of Skin Lesions with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 76 79 0 05 Sep 2018
IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis Huaibo Huang Zhihang Li Ran He Zhenan Sun Tieniu Tan DRL 53 266 0 17 Jul 2018
Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran M. Reyes GAN MedIm 97 176 0 14 Jun 2018
CT-Realistic Lung Nodule Simulation from 3D Conditional Generative Adversarial Networks for Robust Lung Segmentation D. Jin Ziyue Xu Youbao Tang Adam P. Harrison D. Mollura MedIm 102 185 0 11 Jun 2018
Learning Implicit Brain MRI Manifolds with Deep Learning Camilo Bermudez A. Plassard L. Davis A. Newton Susan M. Resnick Bennett A. Landman DiffM MedIm 67 129 0 05 Jan 2018
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Ting-Chun Wang Ming-Yuan Liu Jun-Yan Zhu Andrew Tao Jan Kautz Bryan Catanzaro SSeg 185 3,948 0 30 Nov 2017
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training Faisal Mahmood Richard J. Chen Nicholas J. Durr OOD MedIm 83 232 0 17 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 178 7,377 0 27 Oct 2017
Unsupervised Image-to-Image Translation Networks Ming-Yuan Liu Thomas Breuel Jan Kautz VLM 160 2,737 0 02 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 335 19,697 0 21 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 522 10,351 0 16 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 335 20,110 0 07 Oct 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.5K 14,618 0 07 Oct 2016
Autoencoding beyond pixels using a learned similarity metric Anders Boesen Lindbo Larsen Søren Kaae Sønderby Hugo Larochelle Ole Winther GAN 183 2,075 0 31 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,510 0 10 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 275 14,027 0 19 Nov 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 494 43,717 0 17 Sep 2014