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Privacy-preserving Time-series Medical Images Analysis Using a Hybrid Deep Learning Framework

https://doi.org/10.1145/3383779
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs
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Improved Security for a Ring-Based Fully Homomorphic Encryption Scheme
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Computer-aided diagnosis system combining FCN and Bi-LSTM model for efficient breast cancer detection from histopathological images
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Organoid Models of Human and Mouse Ductal Pancreatic Cancer
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Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning
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Secure and robust digital image watermarking scheme using logistic and RSA encryption
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Smart electronic gastroscope system using a cloud–edge collaborative framework
inferredcites →https://doi.org/10.1016/j.ins.2018.02.058openalex-snapshot
Privacy-preserving Naive Bayes classifiers secure against the substitution-then-comparison attack
inferredcites →https://doi.org/10.1016/j.media.2018.09.001openalex-snapshot
Direct delineation of myocardial infarction without contrast agents using a joint motion feature learning architecture
inferredcites →https://doi.org/10.1016/j.patcog.2016.09.027openalex-snapshot
Multi-feature based benchmark for cervical dysplasia classification evaluation
inferredcites →https://doi.org/10.1016/j.patcog.2017.06.016openalex-snapshot
Training Support Vector Machines with privacy-protected data
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Breast mass classification via deeply integrating the contextual information from multi-view data
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Asymmetric 3D Convolutional Neural Networks for action recognition
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Script identification in natural scene image and video frames using an attention based Convolutional-LSTM network
inferredcites →https://doi.org/10.1016/j.sigpro.2017.10.004openalex-snapshot
Medical image encryption using high-speed scrambling and pixel adaptive diffusion
inferredcites →https://doi.org/10.1016/s1474-4422(14)70238-8openalex-snapshot
Prediction of manifest Huntington's disease with clinical and imaging measures: a prospective observational study
inferredcites →https://doi.org/10.1038/506034bopenalex-snapshot
Medical data: widen use in research
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Dermatologist-level classification of skin cancer with deep neural networks
inferredcites →https://doi.org/10.1038/s41591-018-0272-7openalex-snapshot
Privacy in the age of medical big data
inferredcites →https://doi.org/10.1080/00207543.2018.1464232openalex-snapshot
Smart connected electronic gastroscope system for gastric cancer screening using multi-column convolutional neural networks
inferredcites →https://doi.org/10.1090/s0025-5718-1987-0866109-5openalex-snapshot
Elliptic Curve Cryptosystems
inferredcites →https://doi.org/10.1109/cvpr.2009.5206848openalex-snapshot
ImageNet: A large-scale hierarchical image database
inferredcites →https://doi.org/10.1109/tc.2015.2470255openalex-snapshot
Privacy Preserving Deep Computation Model on Cloud for Big Data Feature Learning
inferredcites →https://doi.org/10.1109/tcbb.2018.2854782openalex-snapshot
Protecting Privacy and Security of Genomic Data in i2b2 with Homomorphic Encryption and Differential Privacy
inferredcites →https://doi.org/10.1109/tetc.2019.2902799openalex-snapshot
Implementation and Performance Evaluation of RNS Variants of the BFV Homomorphic Encryption Scheme
inferredcites →https://doi.org/10.1109/tip.2018.2795742openalex-snapshot
Her2Net: A Deep Framework for Semantic Segmentation and Classification of Cell Membranes and Nuclei in Breast Cancer Evaluation
inferredcites →https://doi.org/10.1109/tip.2018.2819820openalex-snapshot
Vehicle Re-Identification by Deep Hidden Multi-View Inference
inferredcites →https://doi.org/10.1109/tmi.2016.2535865openalex-snapshot
Lung Pattern Classification for Interstitial Lung Diseases Using a Deep Convolutional Neural Network
inferredcites →https://doi.org/10.1109/tmi.2017.2787657openalex-snapshot
SV-RCNet: Workflow Recognition From Surgical Videos Using Recurrent Convolutional Network
inferredcites →https://doi.org/10.1109/tmi.2018.2849959openalex-snapshot
Deep Recurrent Neural Networks for Prostate Cancer Detection: Analysis of Temporal Enhanced Ultrasound
inferredcites →https://doi.org/10.1109/tmi.2018.2864150openalex-snapshot
Sensitivity and Specificity Estimation Using Patient-Specific Microwave Imaging in Diverse Experimental Breast Phantoms
inferredcites →https://doi.org/10.1109/tmm.2016.2589160openalex-snapshot
ConfidentCare: A Clinical Decision Support System for Personalized Breast Cancer Screening
inferredcites →https://doi.org/10.1109/tmm.2018.2875512openalex-snapshot
Learning Multi-View Representation With LSTM for 3-D Shape Recognition and Retrieval
inferredcites →https://doi.org/10.1109/tmm.2018.2888822openalex-snapshot
High-Quality Image Captioning With Fine-Grained and Semantic-Guided Visual Attention
inferredcites →https://doi.org/10.1109/tmm.2018.2889934openalex-snapshot
Enabling Trusted and Privacy-Preserving Healthcare Services in Social Media Health Networks
inferredcites →https://doi.org/10.1109/tpami.2012.59openalex-snapshot
3D Convolutional Neural Networks for Human Action Recognition
inferredcites →https://doi.org/10.1109/tpami.2016.2599174openalex-snapshot
Long-Term Recurrent Convolutional Networks for Visual Recognition and Description
inferredcites →https://doi.org/10.1109/tsc.2014.2363654openalex-snapshot
CDA Generation and Integration for Health Information Exchange Based on Cloud Computing System
inferredcites →https://doi.org/10.1109/tvlsi.2019.2943127openalex-snapshot
Design and Implementation of Encryption/Decryption Architectures for BFV Homomorphic Encryption Scheme
inferredcites →https://doi.org/10.1111/exsy.12499openalex-snapshot
A homogeneous ensemble method for predicting gastric cancer based on gastroscopy reports
inferredcites →https://doi.org/10.1145/2783437openalex-snapshot
Progressive Batch Medical Image Retrieval Processing in Mobile Wireless Networks
inferredcites →https://doi.org/10.1145/3007190openalex-snapshot
Secure Data-Centric Access Control for Smart Grid Services Based on Publish/Subscribe Systems
inferredcites →https://doi.org/10.1145/3301442openalex-snapshot
CloseUp—A Community-Driven Live Online Search Engine
inferredcites →https://doi.org/10.1287/isre.2016.0676openalex-snapshot
Anonymizing and Sharing Medical Text Records

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions
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Privacy-Preserving Machine Learning for Healthcare: Open Challenges and Future Perspectives
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Secure Multicenter Medical Model Inference from Homomorphic Encryption
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Securing EHR in Smart Healthcare: Integrating Deep Learning and Cryptographic Techniques
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Privacy-preserving deep learning in medical informatics: applications, challenges, and solutions
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A Review of Predictive and Contrastive Self-supervised Learning for Medical Images
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A Deep Learning Approach for Robust, Multi-oriented, and Curved Text Detection
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Sleep apnea detection using hybrid deep learning model
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Homomorphic encryption for secure healthcare artificial intelligence
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A comprehensive survey and taxonomy on privacy-preserving deep learning
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Lite-MixedNet: Lightweight and efficient hybrid network for medical image segmentation
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Influence maximization in social networks with privacy protection
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In-Network Caching and Learning Optimization for Federated Learning in Mobile Edge Networks
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Qualitative Analysis of Homomorphic Encryption in Medical Field
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Privacy-preserving time series prediction with temporal convolutional neural networks
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Guided Activity Prediction for Minimally Invasive Surgery Safety Improvement in the Internet of Medical Things
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Privacy-Preserving Ensemble Learning for Medical Image Diagnostics using Post-Quantum Cryptography
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Federated Learning Framework with Straggling Mitigation and Privacy-Awareness for AI-based Mobile Application Services
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Encrypted Data Caching and Learning Framework for Robust Federated Learning-Based Mobile Edge Computing
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Cross-Level Dependability Assessment With a Distributed Split Mechanism for Wireless Communication Systems
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Distributed Computation Offloading and Power Control for UAV-Enabled Internet of Medical Things
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SSWMNet: Solving the Speech Separation Problem While the Target is Wearing a Mask
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