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
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 21 12 0 15 Dec 2020
Teach me to segment with mixed supervision: Confident students become masters Jose Dolz Christian Desrosiers Ismail Ben Ayed 33 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 28 25 0 14 Dec 2020
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 128 57 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 23 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 39 177 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 56 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 26 83 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 27 74 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 27 82 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 12 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 12 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 21 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 24 88 0 28 Nov 2020
Trends in deep learning for medical hyperspectral image analysis Uzair Khan Sidike Paheding Colin P. Elkin Vijay Devabhaktuni OOD 27 58 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 35 29 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 35 64 0 26 Nov 2020
Multiclass non-Adversarial Image Synthesis, with Application to Classification from Very Small Sample Itamar Winter D. Weinshall GAN 22 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 30 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 6 2 0 23 Nov 2020
Discriminative Localized Sparse Representations for Breast Cancer Screening S. Makrogiannis Chelsea E. Harris Keni Zheng 18 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 33 7 0 18 Nov 2020
SoftSeg: Advantages of soft versus binary training for image segmentation C. Gros A. Lemay Julien Cohen-Adad 38 72 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 9 593 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 33 79 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 31 30 0 16 Nov 2020
Deep multi-modal networks for book genre classification based on its cover Chandra Kundu Lukun Zheng AI4TS 18 7 0 15 Nov 2020
Pollen Grain Microscopic Image Classification Using an Ensemble of Fine-Tuned Deep Convolutional Neural Networks A. Mahbod Gerald Schaefer R. Ecker Isabella Ellinger 6 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 24 52 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 18 52 0 13 Nov 2020
Automatic segmentation with detection of local segmentation failures in cardiac MRI Jörg Sander B. D. de Vos Ivana Išgum 25 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 56 1,883 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 21 60 0 12 Nov 2020
Skin disease diagnosis with deep learning: a review Hongfeng Li Yini Pan Jie Zhao Li Zhang 24 101 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 21 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 17 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 21 9 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 33 20 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 31 51 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 18 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 33 1,046 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 22 66 0 30 Oct 2020
C-Net: A Reliable Convolutional Neural Network for Biomedical Image Classification H. Barzekar Zeyun Yu 22 40 0 30 Oct 2020
ProCAN: Progressive Growing Channel Attentive Non-Local Network for Lung Nodule Classification M. Al-Shabi Kelvin Shak Maxine Tan 24 53 0 29 Oct 2020
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis Jiancheng Yang Rui Shi Bingbing Ni VLM 34 295 0 28 Oct 2020
What is the best data augmentation for 3D brain tumor segmentation? M. Cirillo David Abramian Anders Eklund 30 4 0 26 Oct 2020
Fine-tuning ERNIE for chest abnormal imaging signs extraction Zhaoning Li Jiangtao Ren MedIm 22 6 0 25 Oct 2020
Tissue characterization based on the analysis on i3DUS data for diagnosis support in neurosurgery Moucheng Xu 13 0 0 24 Oct 2020
Feature matching in Ultrasound images Hangwei Zhu Zihao Wang 19 2 0 23 Oct 2020
Learning Black-Box Attackers with Transferable Priors and Query Feedback Jiancheng Yang Yangzhou Jiang Xiaoyang Huang Bingbing Ni Chenglong Zhao AAML 18 81 0 21 Oct 2020