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
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 14 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 21 4 0 22 Jun 2022
Leveraging Uncertainty in Deep Learning for Pancreatic Adenocarcinoma Grading Biraja Ghoshal Bhargab Ghoshal A. Tucker UQCV MedIm 19 4 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 25 33 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 24 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 23 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 25 0 0 11 Jun 2022
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation Samayan Bhattacharya Sk Shahnawaz Avigyan Bhattacharya 22 1 0 10 Jun 2022
Deep radiomic signature with immune cell markers predicts the survival of glioma patients A. Chaddad Mingli Zhang Saima Rathore P. Sargos Christian Desrosiers T. Niazi 16 22 0 09 Jun 2022
HMRNet: High and Multi-Resolution Network with Bidirectional Feature Calibration for Brain Structure Segmentation in Radiotherapy Hao Fu Guotai Wang Wenhui Lei Wei Xu Qianfei Zhao Shichuan Zhang Kang Li Shaoting Zhang 18 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 14 0 0 05 Jun 2022
Deep Radiomic Analysis for Predicting Coronavirus Disease 2019 in Computerized Tomography and X-ray Images A. Chaddad Lama Hassan Christian Desrosiers 38 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 23 66 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 22 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 44 82 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 33 6 0 01 Jun 2022
Deep learning pipeline for image classification on mobile phones Muhammad Muneeb Samuel F. Feng A. Henschel MedIm 6 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 36 21 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 47 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 21 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 8 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 4 0 0 25 May 2022
COVID-19 Severity Classification on Chest X-ray Images Aditi Sagar Aman Swaraj Karan Verma 27 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 42 110 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 19 21 0 23 May 2022
Cardiomegaly Detection using Deep Convolutional Neural Network with U-Net Soham S. Sarpotdar 17 6 0 23 May 2022
Deep Feature Fusion via Graph Convolutional Network for Intracranial Artery Labeling Yaxin Zhu Peisheng Qian Ziyuan Zhao Zeng Zeng MedIm 28 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 31 19 0 18 May 2022
Test-Time Adaptation with Shape Moments for Image Segmentation M. Bateson H. Lombaert Ismail Ben Ayed OOD 48 20 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 26 8 0 11 May 2022
Explainable Deep Learning Methods in Medical Image Classification: A Survey Cristiano Patrício João C. Neves Luís F. Teixeira XAI 24 52 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 27 5 0 09 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 38 398 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 11 14 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 24 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 35 31 0 12 Apr 2022
MS-HLMO: Multi-scale Histogram of Local Main Orientation for Remote Sensing Image Registration Chen Gao Wei Li Ran Tao Qian Du 17 42 0 01 Apr 2022
Tooth Instance Segmentation on Panoramic Dental Radiographs Using U-Nets and Morphological Processing Serdar Helli̇ A. Hamamci 20 10 0 31 Mar 2022
Automatic Classification of Alzheimer's Disease using brain MRI data and deep Convolutional Neural Networks Z. S. Aaraji Hawraa Abbas 6 6 0 31 Mar 2022
An Efficient Anchor-free Universal Lesion Detection in CT-scans Manu Sheoran Meghal Dani Monika Sharma L. Vig MedIm 20 6 0 30 Mar 2022
Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis Yunlong Zhang Xin Lin Yihong Zhuang LiyanSun Yue Huang Xinghao Ding Guisheng Wang L. Yang Yizhou Yu MedIm 14 6 0 29 Mar 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 23 59 0 29 Mar 2022
Deep Interactive Learning-based ovarian cancer segmentation of H&E-stained whole slide images to study morphological patterns of BRCA mutation D. J. Ho M. Chui Chad M. Vanderbilt J. Jung M. Robson Chan-Sik Park Jin Roh Thomas J. Fuchs 31 22 0 28 Mar 2022
A Two-Stage Federated Transfer Learning Framework in Medical Images Classification on Limited Data: A COVID-19 Case Study Alex Zhang Naomi Fengqi Li OOD FedML 32 4 0 24 Mar 2022
Unsupervised Anomaly Detection in Medical Images with a Memory-augmented Multi-level Cross-attentional Masked Autoencoder Yu Tian Guansong Pang Yuyuan Liu Chong Wang Yuanhong Chen Fengbei Liu Rajvinder Singh Johan W. Verjans Mengyu Wang G. Carneiro ViT 39 24 0 22 Mar 2022
End-to-End Learned Block-Based Image Compression with Block-Level Masked Convolutions and Asymptotic Closed Loop Training Fatih Kamisli 21 2 0 22 Mar 2022
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic Images Yongwei Wang Yuheng Wang Tim K. Lee Chunyan Miao Z. J. Wang 28 74 0 22 Mar 2022
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation Zhaotao Wu Jia Wei Jiabing Wang Rui Li 22 4 0 21 Mar 2022
Phase Recognition in Contrast-Enhanced CT Scans based on Deep Learning and Random Sampling B. Dao Thang V. Nguyen Hieu H. Pham H. Nguyen 11 18 0 20 Mar 2022
Learning from Multiple Expert Annotators for Enhancing Anomaly Detection in Medical Image Analysis Khiem H. Le Tuan V. Tran Hieu H. Pham Hieu T. Nguyen T. Le H. Nguyen 19 24 0 20 Mar 2022