On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis

23 June 2023

Papers citing "On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis"

45 / 45 papers shown

Title
Feature Re-calibration based Multiple Instance Learning for Whole Slide Image Classification Philip Chikontwe S. Nam H. Go Meejeong Kim H. Sung Sang Hyun Park 59 20 0 22 Jun 2022
On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis Dominik Rivoir Isabel Funke Stefanie Speidel 76 19 0 15 Mar 2022
Deep Multimodal Guidance for Medical Image Classification Mayur Mallya Ghassan Hamarneh 65 16 0 10 Mar 2022
fastMRI+: Clinical Pathology Annotations for Knee and Brain Fully Sampled Multi-Coil MRI Data Ruiyang Zhao Burhaneddin Yaman Yuxin Zhang Russell Stewart Austin X. Dixon Florian Knoll Zhengnan Huang Yvonne W. Lui M. Hansen M. Lungren 68 29 0 08 Sep 2021
Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification Yash Sharma A. Shrivastava L. Ehsan C. Moskaluk Sana Syed Donald E. Brown 63 139 0 19 Mar 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 100 3,506 0 08 Feb 2021
Experimental design for MRI by greedy policy search Tim Bakker H. V. Hoof Max Welling 47 59 0 30 Oct 2020
Revisiting Batch Normalization for Improving Corruption Robustness Philipp Benz Chaoning Zhang Adil Karjauv In So Kweon 97 83 0 07 Oct 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 101 483 0 30 Jun 2020
Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift Zachary Nado Shreyas Padhy D. Sculley Alexander DÁmour Balaji Lakshminarayanan Jasper Snoek OOD AI4TS 107 250 0 19 Jun 2020
End-to-End Variational Networks for Accelerated MRI Reconstruction Anuroop Sriram Jure Zbontar Tullie Murrell Aaron Defazio C. L. Zitnick N. Yakubova Florian Knoll Patricia M. Johnson DRL 75 318 0 14 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 61 171 0 09 Apr 2020
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning Fernando Pérez-García Rachel Sparks Sébastien Ourselin MedIm LM&MA 249 436 0 09 Mar 2020
Invert to Learn to Invert P. Putzky Max Welling 62 76 0 25 Nov 2019
Deep MRI Reconstruction: Unrolled Optimization Algorithms Meet Neural Networks Dong Liang Jing Cheng Ziwen Ke L. Ying 65 56 0 26 Jul 2019
Four Things Everyone Should Know to Improve Batch Normalization Cecilia Summers M. Dinneen 82 52 0 09 Jun 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 144 1,433 0 22 May 2019
EvalNorm: Estimating Batch Normalization Statistics for Evaluation Saurabh Singh Abhinav Shrivastava 88 51 0 12 Apr 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 196 3,458 0 28 Mar 2019
Scalable Learning-Based Sampling Optimization for Compressive Dynamic MRI Thomas Sanchez Baran Gözcü R. Heeswijk Armin Eftekhari E. Ilıcak Tolga Çukur Volkan Cevher 60 30 0 01 Feb 2019
Striking the Right Balance with Uncertainty Salman Khan Munawar Hayat Waqas Zamir Jianbing Shen Ling Shao 81 174 0 22 Jan 2019
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 143 2,676 0 29 Nov 2018
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI Jure Zbontar Florian Knoll Anuroop Sriram Tullie Murrell Zhengnan Huang ... Erich Owens C. L. Zitnick M. Recht D. Sodickson Yvonne W. Lui OOD 75 850 0 21 Nov 2018
Normalization in Training U-Net for 2D Biomedical Semantic Segmentation Xiao-Yun Zhou Guang-Zhong Yang 87 78 0 11 Sep 2018
Brain Tumor Segmentation and Tractographic Feature Extraction from Structural MR Images for Overall Survival Prediction Po-Yu Kao Thuyen Ngo Angela Zhang Jefferson W. Chen B. S. Manjunath 65 84 0 20 Jul 2018
Learning-Based Compressive MRI Baran Gözcü Rabeeh Karimi Mahabadi Yen-Huan Li E. Ilıcak Tolga Çukur Jonathan Scarlett Volkan Cevher 67 121 0 03 May 2018
Group Normalization Yuxin Wu Kaiming He 249 3,676 0 22 Mar 2018
Scalable and accurate deep learning for electronic health records A. Rajkomar Eyal Oren Kai Chen Andrew M. Dai Nissan Hajaj ... A. Butte M. Howell Claire Cui Greg S. Corrado Jeffrey Dean OOD BDL 191 2,156 0 24 Jan 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 226 19,353 0 13 Jan 2018
CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning Pranav Rajpurkar Jeremy Irvin Kaylie Zhu Brandon Yang Hershel Mehta ... Aarti Bagul C. Langlotz K. Shpanskaya M. Lungren A. Ng LM&MA 99 2,713 0 14 Nov 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 427 26,605 0 05 Sep 2017
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities P. Moeskops J. Wolterink Bas H. M. van der Velden K. Gilhuijs T. Leiner M. Viergever Ivana Išgum SSeg 62 314 0 11 Apr 2017
A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction Jo Schlemper Jose Caballero Joseph V. Hajnal Anthony N. Price Daniel Rueckert 92 1,134 0 08 Apr 2017
Learning a Variational Network for Reconstruction of Accelerated MRI Data Kerstin Hammernik Teresa Klatzer Erich Kobler M. Recht D. Sodickson Thomas Pock Florian Knoll 85 1,548 0 03 Apr 2017
VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain Segmentation Hao Chen Qi Dou Lequan Yu Pheng-Ann Heng 83 140 0 21 Aug 2016
Instance Normalization: The Missing Ingredient for Fast Stylization Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 180 3,714 0 27 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 435 10,548 0 21 Jul 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 248 8,737 0 15 Jun 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 354 10,204 0 16 Mar 2016
Revisiting Batch Normalization For Practical Domain Adaptation Yanghao Li Naiyan Wang Jianping Shi Jiaying Liu Xiaodi Hou OOD 94 589 0 15 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,444 0 02 Dec 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 469 43,357 0 11 Feb 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 282 19,145 0 20 Dec 2014
On Causal and Anticausal Learning Bernhard Schölkopf Dominik Janzing J. Peters Eleni Sgouritsa Kun Zhang Joris Mooij CML 100 612 0 27 Jun 2012