Disentangled Uncertainty and Out of Distribution Detection in Medical Generative Models

11 November 2022

Kumud Lakara

Matias Valdenegro-Toro

UQCV

OOD

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Papers citing "Disentangled Uncertainty and Out of Distribution Detection in Medical Generative Models"

34 / 34 papers shown

Title
A Mixed-Supervision Multilevel GAN Framework for Image Quality Enhancement Uddeshya Upadhyay Suyash P. Awate GAN MedIm 40 21 0 29 Jun 2021
Uncertainty-Guided Progressive GANs for Medical Image Translation Uddeshya Upadhyay Yanbei Chen Tobias Hepp S. Gatidis Zeynep Akata MedIm 45 24 0 29 Jun 2021
Uncertainty-aware Generalized Adaptive CycleGAN Uddeshya Upadhyay Yanbei Chen Zeynep Akata 31 6 0 23 Feb 2021
Contrastive Learning for Unpaired Image-to-Image Translation Taesung Park Alexei A. Efros Richard Y. Zhang Jun-Yan Zhu SSL 71 1,202 0 30 Jul 2020
A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks Angelos Filos Sebastian Farquhar Aidan Gomez Tim G. J. Rudner Zachary Kenton Lewis Smith Milad Alizadeh A. D. Kroon Y. Gal BDL AAML OOD UQCV 41 108 0 22 Dec 2019
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods Eyke Hüllermeier Willem Waegeman PER UD 187 1,388 0 21 Oct 2019
Intracranial Hemorrhage Segmentation Using Deep Convolutional Model Murtadha D. Hssayeni M. S. M. Croock Ph. D. A. Al-Ani ... M. D. Zakaria A. Yahya M. D. Behnaz Ghoraani Ph. D OOD 47 161 0 18 Oct 2019
Unsupervised Adversarial Correction of Rigid MR Motion Artifacts Karim Armanious Aastha Tanwar Sherif Abdulatif Thomas Kustner S. Gatidis Bin Yang AAML MedIm 74 30 0 12 Oct 2019
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep Networks Aryan Mobiny H. Nguyen S. Moulik Naveen Garg Carol C. Wu UQCV BDL 44 155 0 07 Jun 2019
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection Changhee Han L. Rundo Ryosuke Araki Yudai Nagano Yujiro Furukawa G. Mauri Hideki Nakayama Hideaki Hayashi MedIm 34 158 0 31 May 2019
Robust Super-Resolution GAN, with Manifold-based and Perception Loss Uddeshya Upadhyay Suyash P. Awate SupR OOD 42 24 0 16 Mar 2019
Unsupervised Medical Image Translation Using Cycle-MedGAN Karim Armanious Chenming Jiang Sherif Abdulatif Thomas Kustner S. Gatidis Bin Yang MedIm 82 113 0 08 Mar 2019
Automatic Brain Tumor Segmentation using Convolutional Neural Networks with Test-Time Augmentation Guotai Wang Wenqi Li Sebastien Ourselin Tom Vercauteren 31 151 0 18 Oct 2018
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation T. Nair Doina Precup Douglas L. Arnold Tal Arbel UQCV 58 446 0 03 Aug 2018
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks Guotai Wang Wenqi Li Michael Aertsen Jan Deprest Sebastien Ourselin Tom Vercauteren UQCV MedIm OOD 134 588 0 19 Jul 2018
Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNIT Per Welander Simon Karlsson Anders Eklund GAN MedIm 41 104 0 20 Jun 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 56 545 0 17 Jun 2018
Dist-GAN: An Improved GAN using Distance Constraints Ngoc-Trung Tran Tuan-Anh Bui Ngai-Man Cheung DRL GAN 121 91 0 23 Mar 2018
Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches Yeming Wen Paul Vicol Jimmy Ba Dustin Tran Roger C. Grosse BDL 43 308 0 12 Mar 2018
Deep MR to CT Synthesis using Unpaired Data J. Wolterink A. Dinkla M. Savenije P. Seevinck C. Berg Ivana Isgum GAN MedIm 51 600 0 03 Aug 2017
Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss Qingsong Yang Pingkun Yan Yanbo Zhang Hengyong Yu Yongyi Shi X. Mou Mannudeep K. Kalra Ge Wang GAN MedIm 61 1,193 0 03 Aug 2017
Bayesian Image Quality Transfer with CNNs: Exploring Uncertainty in dMRI Super-Resolution Ryutaro Tanno Daniel E. Worrall Aurobrata Ghosh Enrico Kaden S. Sotiropoulos A. Criminisi Daniel C. Alexander UQCV DiffM MedIm SupR 74 152 0 01 May 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 319 4,667 0 15 Mar 2017
Unsupervised Image-to-Image Translation Networks Ming-Yuan Liu Thomas Breuel Jan Kautz VLM 138 2,731 0 02 Mar 2017
Age Progression/Regression by Conditional Adversarial Autoencoder Zhifei Zhang Yang Song Hairong Qi GAN CVBM 38 1,109 0 27 Feb 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 577 10,726 0 19 Feb 2017
Low-Dose CT with a Residual Encoder-Decoder Convolutional Neural Network (RED-CNN) Hu Chen Yi Zhang Mannudeep K. Kalra Feng Lin Yang Chen Peixi Liao Jiliu Zhou Ge Wang MedIm 100 1,299 0 01 Feb 2017
Image De-raining Using a Conditional Generative Adversarial Network He Zhang Vishwanath A. Sindagi Vishal M. Patel GAN 136 1,015 0 21 Jan 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 589 5,748 0 05 Dec 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 302 19,560 0 21 Nov 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 126 3,420 0 07 Oct 2016
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation Konstantinos Kamnitsas C. Ledig Virginia Newcombe Joanna P. Simpson A. D. Kane David Menon Daniel Rueckert Ben Glocker MedIm 3DV 114 3,049 0 18 Mar 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 568 9,233 0 06 Jun 2015
Brain Tumor Segmentation with Deep Neural Networks Mohammad Havaei Axel Davy David Warde-Farley A. Biard Aaron Courville Yoshua Bengio C. Pal Pierre-Marc Jodoin Hugo Larochelle 3DV 102 2,869 0 13 May 2015