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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
Robustness, Privacy, and Generalization of Adversarial Training Fengxiang He Shaopeng Fu Bohan Wang Dacheng Tao 125 10 0 25 Dec 2020
Towards Histopathological Stain Invariance by Unsupervised Domain Augmentation using Generative Adversarial Networks Jelica Vasiljević Friedrich Feuerhake Cédric Wemmert T. Lampert GAN OOD MedIm 38 42 0 22 Dec 2020
Multiple Instance Segmentation in Brachial Plexus Ultrasound Image Using BPMSegNet Yi Ding Qiqi Yang Guozheng Wu Jian Zhang Zhiguang Qin 47 5 0 22 Dec 2020
Recent advances in deep learning theory Fengxiang He Dacheng Tao AI4CE 132 51 0 20 Dec 2020
Machine learning applications using diffusion tensor imaging of human brain: A PubMed literature review Ashirbani Saha Pantea Fadaiefard J. Rabski Alireza Sadeghian M. Cusimano MedIm AI4CE 43 3 0 18 Dec 2020
On the performance of deep learning for numerical optimization: an application to protein structure prediction H. Rakhshani L. Idoumghar Soheila Ghambari Julien Lepagnot Mathieu Brévilliers 59 9 0 17 Dec 2020
Cross-Cohort Generalizability of Deep and Conventional Machine Learning for MRI-based Diagnosis and Prediction of Alzheimer's Disease Esther E. Bron S. Klein J. Papma L. Jiskoot Vikram Venkatraghavan ... W. Niessen J. Swieten W. M. van der Flier I. Ramakers A. van der Lugt 107 68 0 16 Dec 2020
Multi-modal AsynDGAN: Learn From Distributed Medical Image Data without Sharing Private Information Qi Chang Zhennan Yan L. Baskaran Hui Qu Yikai Zhang Tong Zhang Shaoting Zhang Dimitris N. Metaxas MedIm 78 12 0 15 Dec 2020
Teach me to segment with mixed supervision: Confident students become masters Jose Dolz Christian Desrosiers Ismail Ben Ayed 70 25 0 15 Dec 2020
Learning Hybrid Representations for Automatic 3D Vessel Centerline Extraction Jiafa He Changzai Pan Can Yang Ming Zhang Yang Wang Xiaowei Zhou Yizhou Yu 3DPC 47 26 0 14 Dec 2020
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 180 59 0 12 Dec 2020
Deep Mining Generation of Lung Cancer Malignancy Models from Chest X-ray Images M. J. Horry Subrata Chakraborty B. Pradhan M. Paul D. Gomes Anwaar-ul Haq 63 11 0 10 Dec 2020
Annotation-efficient deep learning for automatic medical image segmentation Shanshan Wang Cheng Li Rongpin Wang Zaiyi Liu Meiyun Wang ... Xin Liu Jie Chen Hui-Chong Zhou Ismail Ben Ayed Hairong Zheng VLM MedIm 108 187 0 09 Dec 2020
Machine Learning for Cataract Classification and Grading on Ophthalmic Imaging Modalities: A Survey Xiaoqin Zhang Yan Hu Zunjie Xiao Jiansheng Fang Risa Higashita Jiang-Dong Liu 141 41 0 09 Dec 2020
Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Runbin Shi Hayden Kwok-Hay So Xuehai Qian Yanzhi Wang Xue Lin MQ 91 89 0 08 Dec 2020
HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation Alexander I. Cowen-Rivers Wenlong Lyu Rasul Tutunov Zhi Wang Antoine Grosnit ... A. Maraval Hao Jianye Jun Wang Jan Peters H. Ammar 123 80 0 07 Dec 2020
SAM: Self-supervised Learning of Pixel-wise Anatomical Embeddings in Radiological Images K. Yan Jinzheng Cai D. Jin S. Miao Dazhou Guo Adam P. Harrison Youbao Tang Jing Xiao Jingjing Lu Le Lu MedIm 103 86 0 04 Dec 2020
Optical Wavelength Guided Self-Supervised Feature Learning For Galaxy Cluster Richness Estimate G. Liang Yuanyuan Su Sheng-Chieh Lin Yu Zhang Yuanyuan Zhang Nathan Jacobs 31 2 0 04 Dec 2020
Long-range medical image registration through generalized mutual information (GMI): toward a fully automatic volumetric alignment Vinicius Pavanelli Vianna L. Murta 22 1 0 30 Nov 2020
Deep learning approach to left ventricular non-compaction measurement Jesús M. Rodríguez-de-Vera J. González-Carrillo J. M. García Gregorio Bernabé 26 0 0 30 Nov 2020
Inter-slice Context Residual Learning for 3D Medical Image Segmentation Jianpeng Zhang Yutong Xie Yan Wang Yong-quan Xia SSeg MedIm 75 95 0 28 Nov 2020
Trends in deep learning for medical hyperspectral image analysis Uzair Khan Sidike Paheding Colin P. Elkin Vijay Devabhaktuni OOD 87 60 0 27 Nov 2020
Progressively Volumetrized Deep Generative Models for Data-Efficient Contextual Learning of MR Image Recovery Mahmut Yurt Muzaffer Özbey S. Dar Berk Tınaz K. Oguz Tolga Çukur MedIm 103 31 0 27 Nov 2020
Deep Metric Learning-based Image Retrieval System for Chest Radiograph and its Clinical Applications in COVID-19 Aoxiao Zhong Xiang Li Dufan Wu Hui Ren Kyungsang Kim ... W. Chung Ning Guo I. Dayan Mannudeep K. Kalra Quanzheng Li 71 66 0 26 Nov 2020
Multiclass non-Adversarial Image Synthesis, with Application to Classification from Very Small Sample Itamar Winter D. Weinshall GAN 56 0 0 25 Nov 2020
Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy B. Kim Jose Dolz Christian Desrosiers Pierre-Marc Jodoin MedIm 51 4 0 25 Nov 2020
Automatic Recognition of the Supraspinatus Tendinopathy from Ultrasound Images using Convolutional Neural Networks Mostafa Jahanifar Neda Zamani Tajeddin Meisam Hasani B. Shekarchi K. Azema 18 2 0 23 Nov 2020
Discriminative Localized Sparse Representations for Breast Cancer Screening S. Makrogiannis Chelsea E. Harris Keni Zheng 25 0 0 20 Nov 2020
Extracting and Learning Fine-Grained Labels from Chest Radiographs Tanveer Syeda-Mahmood Ph. D Ken C. L. Wong Ph. D Joy T. Wu ... M. P. H A. Jadhav Ph. D Orest Boyko M. D. Ph. D 51 7 0 18 Nov 2020
SoftSeg: Advantages of soft versus binary training for image segmentation C. Gros A. Lemay Julien Cohen-Adad 81 73 0 18 Nov 2020
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Bin Li Yin Li K. Eliceiri 154 624 0 17 Nov 2020
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Rosana El Jurdia Caroline Petitjean P. Honeine Veronika Cheplygina F. Abdallah SSeg MedIm 98 83 0 16 Nov 2020
Deep Learning -- A first Meta-Survey of selected Reviews across Scientific Disciplines, their Commonalities, Challenges and Research Impact Jan Egger Antonio Pepe Christina Schwarz-Gsaxner Yuan Jin Jianning Li Roman Kern OOD VLM AI4CE 55 30 0 16 Nov 2020
Deep multi-modal networks for book genre classification based on its cover Chandra Kundu Lukun Zheng AI4TS 45 8 0 15 Nov 2020
Pollen Grain Microscopic Image Classification Using an Ensemble of Fine-Tuned Deep Convolutional Neural Networks Amirreza Mahbod Gerald Schaefer R. Ecker Isabella Ellinger 56 17 0 15 Nov 2020
Deep Interpretable Classification and Weakly-Supervised Segmentation of Histology Images via Max-Min Uncertainty Soufiane Belharbi Jérôme Rony Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 89 54 0 14 Nov 2020
Detection of masses and architectural distortions in digital breast tomosynthesis: a publicly available dataset of 5,060 patients and a deep learning model Mateusz Buda Ashirbani Saha R. Walsh S. Ghate Nianyi Li Albert Swiecicki J. Lo Maciej A. Mazurowski 85 54 0 13 Nov 2020
Automatic segmentation with detection of local segmentation failures in cardiac MRI Jörg Sander B. D. de Vos Ivana Išgum 104 50 0 13 Nov 2020
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges Moloud Abdar Farhad Pourpanah Sadiq Hussain Dana Rezazadegan Li Liu ... Xiaochun Cao Abbas Khosravi U. Acharya V. Makarenkov S. Nahavandi BDL UQCV 382 1,952 0 12 Nov 2020
Artificial Neural Variability for Deep Learning: On Overfitting, Noise Memorization, and Catastrophic Forgetting Zeke Xie Fengxiang He Shaopeng Fu Issei Sato Dacheng Tao Masashi Sugiyama 77 61 0 12 Nov 2020
Skin disease diagnosis with deep learning: a review Hongfeng Li Yini Pan Jie Zhao Li Zhang 60 109 0 11 Nov 2020
An ensemble-based approach by fine-tuning the deep transfer learning models to classify pneumonia from chest X-ray images Sagar Kora Venu LM&MA 60 20 0 11 Nov 2020
Objective Diagnosis for Histopathological Images Based on Machine Learning Techniques: Classical Approaches and New Trends Naira Elazab Hassan H. Soliman Shaker El-Sappagh S. Islam Mohammed M Elmogy 86 20 0 10 Nov 2020
Find it if You Can: End-to-End Adversarial Erasing for Weakly-Supervised Semantic Segmentation E. Stammes Tom F. H. Runia M. Hofmann Mohsen Ghafoorian 77 10 0 09 Nov 2020
Multi-modal, multi-task, multi-attention (M3) deep learning detection of reticular pseudodrusen: towards automated and accessible classification of age-related macular degeneration Qingyu Chen T. Keenan Alexis Allot Yifan Peng Elvira Agrón ... Chantal Cousineau-Krieger W. Wong Yingying Zhu E. Chew Zhiyong Lu MedIm 61 21 0 09 Nov 2020
Chest X-ray Image Phase Features for Improved Diagnosis of COVID-19 Using Convolutional Neural Network Xiao Qi L. G. Brown D. Foran Ilker Hacihaliloglu 76 52 0 06 Nov 2020
A Tunable Robust Pruning Framework Through Dynamic Network Rewiring of DNNs Souvik Kundu M. Nazemi Peter A. Beerel Massoud Pedram AAML 74 67 0 03 Nov 2020
U-Net and its variants for medical image segmentation: theory and applications N. Siddique Sidike Paheding Colin P. Elkin Vijay Devabhaktuni SSeg 118 1,105 0 02 Nov 2020
Autonomous Robotic Screening of Tubular Structures based only on Real-Time Ultrasound Imaging Feedback Zhongliang Jiang Zhenyu Li Matthias Grimm Mingchuan Zhou M. Esposito W. Wein W. Stechele T. Wendler Nassir Navab 57 66 0 30 Oct 2020
C-Net: A Reliable Convolutional Neural Network for Biomedical Image Classification H. Barzekar Zeyun Yu 56 42 0 30 Oct 2020