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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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 24 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 11 24 0 09 May 2021
Blockchain Systems, Technologies and Applications: A Methodology Perspective Bin Cao Zixin Wang Long Zhang Daquan Feng M. Peng Lei Zhang 32 61 0 08 May 2021
Human-Aided Saliency Maps Improve Generalization of Deep Learning Aidan Boyd Kevin W. Bowyer A. Czajka AAML 29 25 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 16 23 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 27 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 129 13 0 03 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 30 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 47 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 45 42 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 21 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 Kamiel Magda Vercauteren Shaoting Zhang 50 96 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 17 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 120 95 0 22 Apr 2021
Parallel Physics-Informed Neural Networks via Domain Decomposition K. Shukla Ameya Dilip Jagtap George Karniadakis PINN 105 274 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 40 15 0 18 Apr 2021
COVID-19 Modeling: A Review LongBing Cao Qing Liu 48 44 0 16 Apr 2021
Intelligent Monitoring of Stress Induced by Water Deficiency in Plants using Deep Learning S. Azimi Rohan Wadhawan Tapan K. Gandhi 6 24 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 28 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 25 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 14 25 0 08 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 33 11 0 07 Apr 2021
Soft-Label Anonymous Gastric X-ray Image Distillation Guang Li Ren Togo Takahiro Ogawa Miki Haseyama DD 53 51 0 07 Apr 2021
3D Convolutional Neural Networks for Stalled Brain Capillary Detection R. Solovyev Alexandr A Kalinin Tatiana Gabruseva MedIm 6 54 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 24 38 0 04 Apr 2021
Assessing the Role of Random Forests in Medical Image Segmentation D. Hartmann Dominik Muller Iñaki Soto Rey Frank Kramer MedIm 8 4 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 33 44 0 30 Mar 2021
Deep Learning and Machine Vision for Food Processing: A Survey Lili Zhu P. Spachos E. Pensini Konstantinos Plataniotis FaML 24 205 0 30 Mar 2021
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future Teofilo E. Zosa OOD 18 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 8 19 0 26 Mar 2021
Hybrid analysis and modeling, eclecticism, and multifidelity computing toward digital twin revolution Omer San Adil Rasheed T. Kvamsdal 50 50 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 19 7 0 26 Mar 2021
Evaluation of Preprocessing Techniques for U-Net Based Automated Liver Segmentation Muhammad Islam Kaleem Nawaz Khan Muhammad Salman Khan 22 9 0 26 Mar 2021
Marine Snow Removal Benchmarking Dataset Reina Kaneko Yuya Sato T. Ueda Hiroshi Higashi Yuichi Tanaka 29 9 0 26 Mar 2021
Preserve, Promote, or Attack? GNN Explanation via Topology Perturbation Yi Sun Abel N. Valente Sijia Liu Dakuo Wang AAML 16 7 0 25 Mar 2021
Explainability Guided Multi-Site COVID-19 CT Classification Ameen Ali Tal Shaharabany Lior Wolf 34 4 0 25 Mar 2021
Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images Muyi Sun Guanhong Zhang 31 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 31 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 21 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 23 318 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 6 3 0 17 Mar 2021
Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images Dominik Drees Florian Eilers Xiaoyi Jiang 3DV 14 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 31 317 0 15 Mar 2021
Membership Inference Attacks on Machine Learning: A Survey Hongsheng Hu Z. Salcic Lichao Sun Gillian Dobbie Philip S. Yu Xuyun Zhang MIACV 37 412 0 14 Mar 2021
Efficient Sparse Artificial Neural Networks Seyed Majid Naji Azra Abtahi F. Marvasti 44 3 0 13 Mar 2021
Fusing Medical Image Features and Clinical Features with Deep Learning for Computer-Aided Diagnosis Songxiao Yang Xiabi Liu Zhongshu Zheng Wei Wang Xiaohong Ma MedIm 14 0 0 10 Mar 2021
Stabilized Medical Image Attacks Gege Qi Lijun Gong Yibing Song Kai Ma Yefeng Zheng OOD AAML MedIm 36 25 0 09 Mar 2021
CovidGAN: Data Augmentation Using Auxiliary Classifier GAN for Improved Covid-19 Detection Abdul Waheed Muskan Goyal Deepak Gupta Ashish Khanna F. Al-turjman P. Pinheiro MedIm 22 574 0 08 Mar 2021
LongReMix: Robust Learning with High Confidence Samples in a Noisy Label Environment F. Cordeiro Ragav Sachdeva Vasileios Belagiannis Ian Reid G. Carneiro NoLa 19 77 0 06 Mar 2021
NVUM: Non-Volatile Unbiased Memory for Robust Medical Image Classification Fengbei Liu Yuanhong Chen Yu Tian Yuyuan Liu Chong Wang Vasileios Belagiannis G. Carneiro 26 11 0 06 Mar 2021