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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Cats, not CAT scans: a study of dataset similarity in transfer learning for 2D medical image classification Irma van den Brandt F. Fok B. Mulders Joaquin Vanschoren Veronika Cheplygina 31 4 0 13 Jul 2021
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation V. Nath Dong Yang Ali Hatamizadeh Anas Abidin Andriy Myronenko H. Roth Daguang Xu 33 5 0 12 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 32 144 0 09 Jul 2021
Deep Learning models for benign and malign Ocular Tumor Growth Estimation Mayank Goswami MedIm 4 15 0 09 Jul 2021
Comparison of 2D vs. 3D U-Net Organ Segmentation in abdominal 3D CT images N. Zettler André Mastmeyer SSeg 32 21 0 08 Jul 2021
Comparing Machine Learning based Segmentation Models on Jet Fire Radiation Zones Carmina Pérez-Guerrero A. Palacios Gilberto Ochoa-Ruiz Christian Mata M. González-Mendoza Luis Eduardo Falcón-Morales 22 4 0 07 Jul 2021
Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification Xiaohan Xing Yuenan Hou Han Li Yixuan Yuan Hongsheng Li Max Meng VLM 39 37 0 07 Jul 2021
End-to-End Simultaneous Learning of Single-particle Orientation and 3D Map Reconstruction from Cryo-electron Microscopy Data Y. Nashed Frédéric Poitevin Harshit Gupta G. Woollard Michael Kagan Chuck Yoon Daniel Ratner 3DV 22 7 0 07 Jul 2021
A new smart-cropping pipeline for prostate segmentation using deep learning networks D. Zaridis E. Mylona Nikolaos S. Tachos K. Marias N. Papanikolaou Manolis Tsiknakis D. Fotiadis MedIm 29 6 0 06 Jul 2021
Impact of On-Chip Interconnect on In-Memory Acceleration of Deep Neural Networks Gokul Krishnan Sumit K. Mandal C. Chakrabarti Jae-sun Seo Ümit Y. Ogras Yu Cao 11 18 0 06 Jul 2021
Survey: Leakage and Privacy at Inference Time Marija Jegorova Chaitanya Kaul Charlie Mayor Alison Q. OÑeil Alexander Weir Roderick Murray-Smith Sotirios A. Tsaftaris PILM MIACV 28 71 0 04 Jul 2021
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Chen Chen Kerstin Hammernik Cheng Ouyang C. Qin Wenjia Bai Daniel Rueckert OOD 17 20 0 02 Jul 2021
Polarized Self-Attention: Towards High-quality Pixel-wise Regression Huajun Liu Fuqiang Liu Xinyi Fan Dong Huang 87 212 0 02 Jul 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 29 108 0 01 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 32 338 0 30 Jun 2021
Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast Echocardiography Dewen Zeng Mingqi Li Yukun Ding Xiaowei Xu Qiu Xie Ruixue Xu Hongwen Fei Meiping Huang Zhuang Jian Yiyu Shi 13 8 0 29 Jun 2021
Uncertainty-Guided Progressive GANs for Medical Image Translation Uddeshya Upadhyay Yanbei Chen Tobias Hepp S. Gatidis Zeynep Akata MedIm 23 24 0 29 Jun 2021
Weighted multi-level deep learning analysis and framework for processing breast cancer WSIs P. Bokor L. Hudec O. Fabian Wanda Benesova 22 2 0 28 Jun 2021
Blockchain and AI-based Solutions to Combat Coronavirus (COVID-19)-like Epidemics: A Survey Dinh C. Nguyen Ming Ding P. Pathirana Aruna Seneviratne 33 179 0 28 Jun 2021
Towards Fully Interpretable Deep Neural Networks: Are We There Yet? Sandareka Wickramanayake Wynne Hsu Mong Li Lee FaML AI4CE 21 3 0 24 Jun 2021
Distilling effective supervision for robust medical image segmentation with noisy labels Jialin Shi Ji Wu NoLa 27 32 0 21 Jun 2021
Segmentation of cell-level anomalies in electroluminescence images of photovoltaic modules Urtzi Otamendi Iñigo Martinez M. Quartulli Igor García Olaizola E. Viles W. Cambarau 29 48 0 21 Jun 2021
More than Encoder: Introducing Transformer Decoder to Upsample Yijiang Li Wentian Cai Ying Gao Chengming Li Xiping Hu ViT MedIm 35 51 0 20 Jun 2021
Model-Based Counterfactual Synthesizer for Interpretation Fan Yang Sahan Suresh Alva Jiahao Chen X. Hu 25 30 0 16 Jun 2021
Probabilistic Margins for Instance Reweighting in Adversarial Training Qizhou Wang Feng Liu Bo Han Tongliang Liu Chen Gong Gang Niu Mingyuan Zhou Masashi Sugiyama AAML 37 61 0 15 Jun 2021
Deep Transfer Learning for Brain Magnetic Resonance Image Multi-class Classification Yusuf Brima Mossadek Hossain Kamal Tushar Upama Kabir Tariqul Islam MedIm 33 5 0 14 Jun 2021
An Approach Towards Physics Informed Lung Ultrasound Image Scoring Neural Network for Diagnostic Assistance in COVID-19 Mahesh Raveendranatha Panicker Yale Tung Chen Gayathri Malamal N. MadhavanunniA. K. Narayan C. Kesavadas A. P. Vinod 31 2 0 13 Jun 2021
DeepMMSA: A Novel Multimodal Deep Learning Method for Non-small Cell Lung Cancer Survival Analysis Yujiao Wu Jie Ma Xiaoshui Huang S. Ling Steven W. Su 23 20 0 12 Jun 2021
Hippocampus segmentation in magnetic resonance images of Alzheimer's patients using Deep machine learning Hossein Yousefi-Banaem Saber Malekzadeh 19 0 0 12 Jun 2021
Anatomy-XNet: An Anatomy Aware Convolutional Neural Network for Thoracic Disease Classification in Chest X-rays Uday Kamal Mohammad Zunaed N. Nizam Taufiq Hasan 49 27 0 10 Jun 2021
Implicit field learning for unsupervised anomaly detection in medical images Sergio Naval Marimont G. Tarroni 39 27 0 09 Jun 2021
Analysis of Vision-based Abnormal Red Blood Cell Classification Annika Wong Nantheera Anantrasirichai T. Chalidabhongse D. Palasuwan A. Palasuwan David Bull 20 11 0 01 Jun 2021
Feasibility Assessment of Multitasking in MRI Neuroimaging Analysis: Tissue Segmentation, Cross-Modality Conversion and Bias correction M. Eslami Solale Tabarestani M. Adjouadi 6 1 0 31 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 23 574 0 27 May 2021
Graph-Based Deep Learning for Medical Diagnosis and Analysis: Past, Present and Future David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson 20 178 0 27 May 2021
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation Mst. Tasnim Pervin Li Tao A. Huq Zuoxiang He Li Huo AAML OOD MedIm 33 9 0 25 May 2021
CoRSAI: A System for Robust Interpretation of CT Scans of COVID-19 Patients Using Deep Learning Manvel Avetisian I. Burenko K. Egorov V. Kokh A. Nesterov A. Nikolaev Alexander Ponomarchuk Elena Sokolova Alexander Tuzhilin Dmitry Umerenkov OOD 34 5 0 25 May 2021
Multi-modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Training Jong Hak Moon HyunGyung Lee W. Shin Young-Hak Kim Edward Choi MedIm 29 151 0 24 May 2021
Hierarchical Consistency Regularized Mean Teacher for Semi-supervised 3D Left Atrium Segmentation Shumeng Li Ziyuan Zhao Kaixin Xu Zeng Zeng Cuntai Guan 3DV 24 38 0 21 May 2021
Multi-Task, Multi-Domain Deep Segmentation with Shared Representations and Contrastive Regularization for Sparse Pediatric Datasets Arnaud Boutillon Pierre-Henri Conze C. Pons Valérie Burdin Bhushan S Borotikar 25 7 0 21 May 2021
Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue Alexios Gidiotis Grigorios Tsoumakas UQCV UD BDL 22 9 0 21 May 2021
Wide & Deep neural network model for patch aggregation in CNN-based prostate cancer detection systems L. Durán-López Juan P. Dominguez-Morales Daniel Gutierrez-Galan A. Rios-Navarro Angel Jimenez-Fernandez S. V. Diaz A. Linares-Barranco 28 14 0 20 May 2021
Ensemble machine learning approach for screening of coronary heart disease based on echocardiography and risk factors Jingyi Zhang Huolan Zhu Yongkai Chen Chenguang Yang Hui-zhong Cheng Yi Li Wenxuan Zhong Fang Wang 21 17 0 20 May 2021
Aleatoric uncertainty for Errors-in-Variables models in deep regression J. Martin Clemens Elster UQCV UD BDL 33 8 0 19 May 2021
Dermoscopic Image Classification with Neural Style Transfer J. Y. Li Ruoqing Zhu Annie Qu Mike Yeh MedIm 25 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 44 198 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 30 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 11 8 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 21 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 11 2 0 11 May 2021