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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
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 141 173 0 28 Jul 2022
Generalizable multi-task, multi-domain deep segmentation of sparse pediatric imaging datasets via multi-scale contrastive regularization and multi-joint anatomical priors Arnaud Boutillon Pierre-Henri Conze C. Pons Valérie Burdin Bhushan S Borotikar 59 18 0 27 Jul 2022
A Study on the Use of Edge TPUs for Eye Fundus Image Segmentation Javier Civit-Masot Francisco Luna-Perejón José María Rodríguez Corral M. Domínguez-Morales Arturo Morgado-Estévez A. C. Balcells 64 39 0 26 Jul 2022
PCA: Semi-supervised Segmentation with Patch Confidence Adversarial Training Zihang Xu Zhenghua Xu Shuo Zhang Thomas Lukasiewicz 60 3 0 24 Jul 2022
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images Nasir Hayat Krzysztof J. Geras Farah E. Shamout MedIm 82 44 0 14 Jul 2022
BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks Uddeshya Upadhyay Shyamgopal Karthik Yanbei Chen Massimiliano Mancini Zeynep Akata UQCV BDL 105 23 0 14 Jul 2022
Tutorial on the development of AI models for medical image analysis Thijs Kooi MedIm 30 0 0 14 Jul 2022
PseudoClick: Interactive Image Segmentation with Click Imitation Qin Liu Meng Zheng Benjamin Planche Srikrishna Karanam Terrence Chen Marc Niethammer Ziyan Wu VLM 78 60 0 12 Jul 2022
Regression Metric Loss: Learning a Semantic Representation Space for Medical Images Hanqing Chao Jiajin Zhang Pingkun Yan 69 2 0 12 Jul 2022
Towards the Use of Saliency Maps for Explaining Low-Quality Electrocardiograms to End Users Ana Lucic Sheeraz Ahmad Amanda Furtado Brinhosa Q. V. Liao Himani Agrawal Umang Bhatt K. Kenthapadi Alice Xiang Maarten de Rijke N. Drabowski 111 2 0 06 Jul 2022
Abstraction and Refinement: Towards Scalable and Exact Verification of Neural Networks Jiaxiang Liu Yunhan Xing Xiaomu Shi Fu Song Zhiwu Xu Zhong Ming 68 11 0 02 Jul 2022
Implicit U-Net for volumetric medical image segmentation Sergio Naval Marimont G. Tarroni SSeg 71 2 0 30 Jun 2022
InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation Yi Lin Zeyu Wang Kwang-Ting Cheng Hao Chen MedIm 52 27 0 30 Jun 2022
Detecting Schizophrenia with 3D Structural Brain MRI Using Deep Learning Junhao Zhang Vishwanatha M. Rao Ye Tian Yanting Yang Nicolas Acosta ... Pin-Yu Lee Chloe Zhang Lawrence S. Kegeles S. Small Jia Guo 31 26 0 26 Jun 2022
Placental Vessel Segmentation and Registration in Fetoscopy: Literature Review and MICCAI FetReg2021 Challenge Findings Sophia Bano Alessandro Casella Francisco Vasconcelos Abdul Qayyum A. Benzinou ... Jan Deprest Elena De Momi L. Mattos S. Moccia Danail Stoyanov 74 6 0 24 Jun 2022
Influence of uncertainty estimation techniques on false-positive reduction in liver lesion detection Ishaan Bhat J. Pluim M. Viergever Hugo J. Kuijf MedIm 113 5 0 22 Jun 2022
Leveraging Uncertainty in Deep Learning for Pancreatic Adenocarcinoma Grading Biraja Ghoshal Bhargab Ghoshal A. Tucker UQCV MedIm 43 5 0 15 Jun 2022
Segmentation in large-scale cellular electron microscopy with deep learning: A literature survey A. Aswath A. Alsahaf B. Giepmans George Azzopardi 108 39 0 14 Jun 2022
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and Dice M. Nordström Henrik Hult J. Söderberg F. Löfman 72 6 0 13 Jun 2022
Prostate Cancer Malignancy Detection and localization from mpMRI using auto-Deep Learning: One Step Closer to Clinical Utilization Weiwei Zong Eric N Carver Simeng Zhu E. Schaff Daniel Chapman ... I. Chetty B. Movsas W. Wen Tarik K. Alafif X. Zong MedIm 51 4 0 13 Jun 2022
Differentiable Projection from Optical Coherence Tomography B-Scan without Retinal Layer Segmentation Supervision Dingyi Rong Jiancheng Yang Bingbing Ni B. Ke 38 0 0 11 Jun 2022
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation Samayan Bhattacharya Sk Shahnawaz Avigyan Bhattacharya 39 1 0 10 Jun 2022
Deep radiomic signature with immune cell markers predicts the survival of glioma patients Ahmad Chaddad Mingli Zhang Saima Rathore P. Sargos Christian Desrosiers T. Niazi 67 22 0 09 Jun 2022
HMRNet: High and Multi-Resolution Network with Bidirectional Feature Calibration for Brain Structure Segmentation in Radiotherapy Hao Xu Guotai Wang Wenhui Lei Wei Xu Qianfei Zhao Shichuan Zhang Kang Li Shaoting Zhang 60 12 0 07 Jun 2022
Computer Vision-based Characterization of Large-scale Jet Flames using a Synthetic Infrared Image Generation Approach Carmina Pérez-Guerrero J. F. Ciprián-Sánchez A. Palacios Gilberto Ochoa-Ruiz M. González-Mendoza V. Foroughi E. Pastor Gerardo Rodriguez-Hernandez AI4CE 99 0 0 05 Jun 2022
Deep Radiomic Analysis for Predicting Coronavirus Disease 2019 in Computerized Tomography and X-ray Images Ahmad Chaddad Lama Hassan Christian Desrosiers 62 24 0 04 Jun 2022
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation Mehreen Mubashar Hazrat Ali C. Grönlund Shoaib Azmat SSeg 84 70 0 03 Jun 2022
Automatic Quantification of Volumes and Biventricular Function in Cardiac Resonance. Validation of a New Artificial Intelligence Approach A. Curiale Matías Calandrelli Lucca Dellazoppa Mariano Trevisan Jorge Luis BociÁn Juan Pablo Bonifacio G. Mato 43 0 0 03 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 123 88 0 01 Jun 2022
Self-Supervised Learning as a Means To Reduce the Need for Labeled Data in Medical Image Analysis Marin Benvcević Marija Habijan Irena Galić A. Pižurica SSL 44 6 0 01 Jun 2022
Deep learning pipeline for image classification on mobile phones Muhammad Muneeb Samuel F. Feng A. Henschel MedIm 45 9 0 31 May 2022
FHIST: A Benchmark for Few-shot Classification of Histological Images Fereshteh Shakeri Malik Boudiaf S. Mohammadi Ivaxi Sheth Mohammad Havaei Ismail Ben Ayed Samira Ebrahimi Kahou OOD VLM 89 23 0 31 May 2022
Contrastive Centroid Supervision Alleviates Domain Shift in Medical Image Classification Wenshuo Zhou Dalu Yang Binghong Wu Yehui Yang Junde Wu Xiaorong Wang Lei Wang Haifeng Huang Yanwu Xu OOD 85 1 0 31 May 2022
Classification of COVID-19 Patients with their Severity Level from Chest CT Scans using Transfer Learning Mansi Gupta Aman Swaraj Karan Verma 68 1 0 27 May 2022
Learning to segment with limited annotations: Self-supervised pretraining with regression and contrastive loss in MRI L. Umapathy Zhiyang Fu Rohit C. Philip Diego R. Martin M. Altbach A. Bilgin SSL 41 0 0 26 May 2022
Structure Unbiased Adversarial Model for Medical Image Segmentation Tianyang Zhang Shaoming Zheng Jun Cheng Xi Jia Joseph Bartlett Xinxing Cheng Huazhu Fu Zhaowen Qiu Jiang-Dong Liu Jinming Duan GAN MedIm 66 0 0 25 May 2022
COVID-19 Severity Classification on Chest X-ray Images Aditi Sagar Aman Swaraj Karan Verma 64 1 0 25 May 2022
Causal Machine Learning for Healthcare and Precision Medicine Pedro Sanchez J. Voisey Tian Xia Hannah I. Watson Alison Q. OÑeil Sotirios A. Tsaftaris OOD CML 103 125 0 23 May 2022
A Fine-grained Interpretability Evaluation Benchmark for Neural NLP Lijie Wang Yaozong Shen Shu-ping Peng Shuai Zhang Xinyan Xiao Hao Liu Hongxuan Tang Ying-Cong Chen Hua Wu Haifeng Wang ELM 104 22 0 23 May 2022
Cardiomegaly Detection using Deep Convolutional Neural Network with U-Net Soham S. Sarpotdar 31 8 0 23 May 2022
Deep Feature Fusion via Graph Convolutional Network for Intracranial Artery Labeling Yaxin Zhu Peisheng Qian Ziyuan Zhao Zeng Zeng MedIm 63 2 0 22 May 2022
Global Contrast Masked Autoencoders Are Powerful Pathological Representation Learners Hao Quan Xingyu Li Weixing Chen Qun Bai Mingchen Zou Ruijie Yang Tingting Zheng R. Qi Xin Gao Xiaoyu Cui MedIm 110 21 0 18 May 2022
Test-Time Adaptation with Shape Moments for Image Segmentation M. Bateson H. Lombaert Ismail Ben Ayed OOD 86 23 0 16 May 2022
Deep Learning and Computer Vision Techniques for Microcirculation Analysis: A Review Maged Abdalla Helmy Abdou T. Truong E. Jul Paulo Ferreira 100 8 0 11 May 2022
Explainable Deep Learning Methods in Medical Image Classification: A Survey Cristiano Patrício João C. Neves Luís F. Teixeira XAI 96 60 0 10 May 2022
Towards Measuring Domain Shift in Histopathological Stain Translation in an Unsupervised Manner Zeeshan Nisar Jelica Vasiljević P. Gançarski T. Lampert MedIm 48 5 0 09 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 128 432 0 03 May 2022
Brain Tumor Detection and Classification Using a New Evolutionary Convolutional Neural Network Amin Abdollahi Dehkordi Minaye Hashemi Mehdi Neshat Seyedali Mirjalili A. Sadiq 23 17 0 26 Apr 2022
CapillaryX: A Software Design Pattern for Analyzing Medical Images in Real-time using Deep Learning Maged Abdalla Helmy Abdou Paulo Ferreira E. Jul T. Truong 56 1 0 13 Apr 2022
LifeLonger: A Benchmark for Continual Disease Classification Mohammad Mahdi Derakhshani Ivona Najdenkoska Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring Cees G. M. Snoek 61 31 0 12 Apr 2022