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A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Bram van Ginneken

Papers citing "A Survey on Deep Learning in Medical Image Analysis"

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Title
Aleatoric uncertainty for Errors-in-Variables models in deep regression J. Martin Clemens Elster UQCV UD BDL 79 9 0 19 May 2021
Dermoscopic Image Classification with Neural Style Transfer J. Y. Li Ruoqing Zhu Annie Qu Mike Yeh MedIm 46 2 0 17 May 2021
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation Abhishek Srivastava Debesh Jha S. Chanda Umapada Pal Haavard D. Johansen Dag Johansen Michael A. Riegler Sharib Ali Pål Halvorsen 102 209 0 16 May 2021
DARNet: Dual-Attention Residual Network for Automatic Diagnosis of COVID-19 via CT Images Jun Shi Huite Yi Shulan Ruan Zhaohui Wang Xiaoyu Hao Hong An Wei Wei 64 3 0 14 May 2021
Unsupervised Representation Learning from Pathology Images with Multi-directional Contrastive Predictive Coding Jacob Carse F. Carey S. McKenna SSL MedIm 72 9 0 11 May 2021
Development of a Multi-Task Learning V-Net for Pulmonary Lobar Segmentation on Computed Tomography and Application to Diseased Lungs M. Martell Mitchell Chen K. Linton-Reid J. Posma S. Copley E. Aboagye 38 3 0 11 May 2021
Segmentation of Anatomical Layers and Artifacts in Intravascular Polarization Sensitive Optical Coherence Tomography Using Attending Physician and Boundary Cardinality Losses Mohammad Haft-Javaherian M. Villiger K. Otsuka J. Daemen P. Libby Polina Golland B. Bouma 32 2 0 11 May 2021
Weakly supervised pan-cancer segmentation tool Marvin Lerousseau Marion Classe Enzo Battistella Théo Estienne T. Henry ... R. Sun Maria Vakalopoulou J. Scoazec Eric Deutsch Nikos Paragios 47 7 0 10 May 2021
DiagSet: a dataset for prostate cancer histopathological image classification Michał Koziarski B. Cyganek Przemysław Niedziela B. Olborski Z. Antosz ... B. Kwolek P. Wąsowicz Andrzej Bukala J. Swadźba Piotr Sitkowski 42 28 0 09 May 2021
Blockchain Systems, Technologies and Applications: A Methodology Perspective Bin Cao Zixin Wang Long Zhang Daquan Feng M. Peng Lei Zhang 65 62 0 08 May 2021
Human-Aided Saliency Maps Improve Generalization of Deep Learning Aidan Boyd Kevin W. Bowyer A. Czajka AAML 82 26 0 07 May 2021
Deep Learning based Multi-modal Computing with Feature Disentanglement for MRI Image Synthesis Yuchen Fei Bo Zhan Mei Hong Xi Wu Jiliu Zhou Yan Wang MedIm 68 24 0 06 May 2021
SparseConvMIL: Sparse Convolutional Context-Aware Multiple Instance Learning for Whole Slide Image Classification Marvin Lerousseau Maria Vakalopoulou Eric Deutsch Nikos Paragios 66 20 0 06 May 2021
Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! H. Kervadec Houda Bahig L. Létourneau-Guillon Jose Dolz Ismail Ben Ayed 166 14 0 03 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 34 5 0 01 May 2021
Applying physics-based loss functions to neural networks for improved generalizability in mechanics problems Samuel J. Raymond David B. Camarillo PINN AI4CE 116 12 0 30 Apr 2021
Medical Transformer: Universal Brain Encoder for 3D MRI Analysis E. Jun Seungwoo Jeong Da-Woon Heo Heung-Il Suk ViT MedIm 99 43 0 28 Apr 2021
Breast Mass Detection with Faster R-CNN: On the Feasibility of Learning from Noisy Annotations Sina Famouri Lia Morra Leonardo Mangia Fabrizio Lamberti 25 6 0 25 Apr 2021
MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning Xiangde Luo Guotai Wang Tao Song Jingyang Zhang Michael Aertsen Jan Deprest Sebastien Ourselin Tom Vercauteren Shaoting Zhang 117 98 0 25 Apr 2021
GuideBP: Guiding Backpropagation Through Weaker Pathways of Parallel Logits Bodhisatwa Mandal Swarnendu Ghosh Teresa Gonçalves P. Quaresma M. Nasipuri N. Das FAtt 33 0 0 23 Apr 2021
Colonoscopy Polyp Detection and Classification: Dataset Creation and Comparative Evaluations Kaidong Li M. I. Fathan Krushi Patel Tianxiao Zhang Cuncong Zhong A. Bansal A. Rastogi Jean S. Wang Guanghui Wang 181 101 0 22 Apr 2021
Parallel Physics-Informed Neural Networks via Domain Decomposition K. Shukla Ameya Dilip Jagtap George Karniadakis PINN 183 289 0 20 Apr 2021
Do We Really Need Dice? The Hidden Region-Size Biases of Segmentation Losses Bingyuan Liu Jose Dolz Adrian Galdran Riadh Kobbi Ismail Ben Ayed 87 20 0 18 Apr 2021
COVID-19 Modeling: A Review LongBing Cao Qing Liu 96 46 0 16 Apr 2021
Intelligent Monitoring of Stress Induced by Water Deficiency in Plants using Deep Learning S. Azimi Rohan Wadhawan Tapan K. Gandhi 42 26 0 16 Apr 2021
Histopathology WSI Encoding based on GCNs for Scalable and Efficient Retrieval of Diagnostically Relevant Regions Yushan Zheng Zhi-guo Jiang Haopeng Zhang Feng-ying Xie Jun Shi Chenghai Xue 33 4 0 16 Apr 2021
Two layer Ensemble of Deep Learning Models for Medical Image Segmentation Truong Dang T. Nguyen John Mccall Eyad Elyan Carlos Francisco Moreno-García SSeg 27 27 0 10 Apr 2021
Stable deep neural network architectures for mitochondria segmentation on electron microscopy volumes Daniel Franco-Barranco A. Muñoz-Barrutia Ignacio Arganda-Carreras 40 25 0 08 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 81 12 0 07 Apr 2021
Soft-Label Anonymous Gastric X-ray Image Distillation Guang Li Ren Togo Takahiro Ogawa Miki Haseyama DD 157 55 0 07 Apr 2021
3D Convolutional Neural Networks for Stalled Brain Capillary Detection R. Solovyev Alexandr A Kalinin Tatiana Gabruseva MedIm 74 57 0 04 Apr 2021
Synthesizing MR Image Contrast Enhancement Using 3D High-resolution ConvNets Chao Chen Catalina Raymond Bill Speier Xinyu Jin T. Cloughesy D. Enzmann B. Ellingson C. Arnold MedIm 63 40 0 04 Apr 2021
Assessing the Role of Random Forests in Medical Image Segmentation D. Hartmann Dominik Muller Iñaki Soto Rey Frank Kramer MedIm 23 5 0 30 Mar 2021
Automatic airway segmentation from Computed Tomography using robust and efficient 3-D convolutional neural networks Antonio Garcia-Uceda Juarez R. Selvan Z. Saghir H. Tiddens M. de Bruijne 3DV 64 48 0 30 Mar 2021
Deep Learning and Machine Vision for Food Processing: A Survey Lili Zhu P. Spachos E. Pensini Konstantinos Plataniotis FaML 82 216 0 30 Mar 2021
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future Teofilo E. Zosa OOD 48 0 0 27 Mar 2021
Multi-Disease Detection in Retinal Imaging based on Ensembling Heterogeneous Deep Learning Models Dominik Muller Iñaki Soto Rey Frank Kramer 36 19 0 26 Mar 2021
Hybrid analysis and modeling, eclecticism, and multifidelity computing toward digital twin revolution Omer San Adil Rasheed T. Kvamsdal 91 54 0 26 Mar 2021
MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning Akshay Smit Damir Vrabac Yujie He A. Ng Andrew L. Beam Pranav Rajpurkar 49 7 0 26 Mar 2021
Evaluation of Preprocessing Techniques for U-Net Based Automated Liver Segmentation Muhammad Islam Kaleem Nawaz Khan Muhammad Salman Khan 37 11 0 26 Mar 2021
Marine Snow Removal Benchmarking Dataset Reina Kaneko Yuya Sato T. Ueda Hiroshi Higashi Yuichi Tanaka 68 10 0 26 Mar 2021
Preserve, Promote, or Attack? GNN Explanation via Topology Perturbation Yi Sun Abel N. Valente Sijia Liu Dakuo Wang AAML 71 7 0 25 Mar 2021
Explainability Guided Multi-Site COVID-19 CT Classification Ameen Ali Tal Shaharabany Lior Wolf 85 4 0 25 Mar 2021
Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images Muyi Sun Guanhong Zhang 68 17 0 25 Mar 2021
ScanMix: Learning from Severe Label Noise via Semantic Clustering and Semi-Supervised Learning Ragav Sachdeva F. Cordeiro Vasileios Belagiannis Ian Reid G. Carneiro 112 34 0 21 Mar 2021
GLOWin: A Flow-based Invertible Generative Framework for Learning Disentangled Feature Representations in Medical Images Aadhithya Sankar Matthias Keicher R. Eisawy Abhijeet Parida Franz MJ Pfister Seong Tae Kim Nassir Navab OOD DRL MedIm 74 8 0 19 Mar 2021
Interpretable Deep Learning: Interpretation, Interpretability, Trustworthiness, and Beyond Xuhong Li Haoyi Xiong Xingjian Li Xuanyu Wu Xiao Zhang Ji Liu Jiang Bian Dejing Dou AAML FaML XAI HAI 82 344 0 19 Mar 2021
Fourier Transform of Percoll Gradients Boosts CNN Classification of Hereditary Hemolytic Anemias Ario Sadafi Lucía María Moya Sans A. Makhro L. Livshits Nassir Navab A. Bogdanova Shadi Albarqouni Carsten Marr MedIm 33 3 0 17 Mar 2021
Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images Dominik Drees Florian Eilers Xiaoyi Jiang 3DV 27 4 0 17 Mar 2021
Deep Learning for Chest X-ray Analysis: A Survey Ecem Sogancioglu E. Çallı Bram van Ginneken K. G. V. Leeuwen K. Murphy LM&MA 126 330 0 15 Mar 2021