4.7 Article

Privacy-Preserving Object Detection for Medical Images With Faster R-CNN

Related references

Note: Only part of the references are listed.
Article Computer Science, Hardware & Architecture

A Lightweight Privacy-Preserving CNN Feature Extraction Framework for Mobile Sensing

Kai Huang et al.

Summary: This paper proposes a lightweight framework for privacy-preserving CNN feature extraction based on edge computing, utilizing secure interaction protocols and two edge servers to collaboratively reduce the latency and overhead of end devices while preserving privacy. The scheme demonstrates security, effectiveness, and efficiency through theoretical analysis and empirical experiments.

IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING (2021)

Article Computer Science, Information Systems

Privacy-Preserving Reinforcement Learning Design for Patient-Centric Dynamic Treatment Regimes

Ximeng Liu et al.

Summary: This paper introduces a privacy-preserving reinforcement learning framework called Preyer for patient-centric dynamic treatment regime, which ensures the privacy of patient's health state and treatment decision. The framework includes new storage and computation methods, a secure plaintext length control protocol, and uses experience replay to build a secure model for treatment policymaking without leaking sensitive information to unauthorized parties. The utility and efficiency of Preyer are demonstrated through simulations and analysis.

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING (2021)

Article Computer Science, Information Systems

Compressive Sensing of Medical Images With Confidentially Homomorphic Aggregations

Licheng Wang et al.

IEEE INTERNET OF THINGS JOURNAL (2019)

Article Computer Science, Information Systems

Lightweight Privacy-Preserving Ensemble Classification for Face Recognition

Zhuo Ma et al.

IEEE INTERNET OF THINGS JOURNAL (2019)

Review Computer Science, Artificial Intelligence

Recent Deep Learning Techniques, Challenges and Its Applications for Medical Healthcare System: A Review

Saroj Kumar Pandey et al.

NEURAL PROCESSING LETTERS (2019)

Article Computer Science, Information Systems

A ROI-based high capacity reversible data hiding scheme with contrast enhancement for medical images

Yang Yang et al.

MULTIMEDIA TOOLS AND APPLICATIONS (2018)

Article Computer Science, Artificial Intelligence

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

Liang-Chieh Chen et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2018)

Article Computer Science, Hardware & Architecture

Whirlpool Algorithm with Hash Function Based Watermarking Algorithm for the Secured Transmission of Digital Medical Images

Priya Selvaraj et al.

MOBILE NETWORKS & APPLICATIONS (2018)

Article Computer Science, Information Systems

A dynamic approach for a lightweight and secure cipher for medical images

Mohammad Noura et al.

MULTIMEDIA TOOLS AND APPLICATIONS (2018)

Article Computer Science, Information Systems

Deep Learning Applications in Medical Image Analysis

Justin Ker et al.

IEEE ACCESS (2018)

Proceedings Paper Computer Science, Artificial Intelligence

Quality Assessment of Fetal Head Ultrasound Images Based on Faster R-CNN

Zehui Lin et al.

SIMULATION, IMAGE PROCESSING, AND ULTRASOUND SYSTEMS FOR ASSISTED DIAGNOSIS AND NAVIGATION (2018)

Proceedings Paper Computer Science, Artificial Intelligence

DSL: Automatic Liver Segmentation with Faster R-CNN and DeepLab

Wei Tang et al.

ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2018, PT II (2018)

Article Medical Informatics

Applying Deep Learning in Medical Images: The Case of Bone Age Estimation

Jang Hyung Lee et al.

HEALTHCARE INFORMATICS RESEARCH (2018)

Article Computer Science, Theory & Methods

Privacy-Preserving Image Denoising From External Cloud Databases

Yifeng Zheng et al.

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY (2017)

Article Computer Science, Artificial Intelligence

A survey on deep learning in medical image analysis

Geert Litjens et al.

MEDICAL IMAGE ANALYSIS (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Face Detection with the Faster R-CNN

Huaizu Jiang et al.

2017 12TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG 2017) (2017)

Proceedings Paper Computer Science, Theory & Methods

Medical Image Security with Cheater Identification Using Secret Sharing Scheme

Arun Krishnan et al.

PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SIGNAL, NETWORKS, COMPUTING, AND SYSTEMS (ICSNCS 2016), VOL 1 (2017)

Article Computer Science, Theory & Methods

An Efficient Privacy-Preserving Outsourced Calculation Toolkit With Multiple Keys

Ximeng Liu et al.

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY (2016)

Review Computer Science, Information Systems

Edge Computing: Vision and Challenges

Weisong Shi et al.

IEEE INTERNET OF THINGS JOURNAL (2016)

Proceedings Paper Computer Science, Information Systems

Automated Synthesis of Optimized Circuits for Secure Computation

Daniel Demmler et al.

CCS'15: PROCEEDINGS OF THE 22ND ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY (2015)

Article Radiology, Nuclear Medicine & Medical Imaging

Watermarking Techniques used in Medical Images: a Survey

Seyed Mojtaba Mousavi et al.

JOURNAL OF DIGITAL IMAGING (2014)

Article Computer Science, Information Systems

High-performance secure multi-party computation for data mining applications

Dan Bogdanov et al.

INTERNATIONAL JOURNAL OF INFORMATION SECURITY (2012)

Article Computer Science, Artificial Intelligence

Hierarchical annotation of medical images

Ivica Dimitrovski et al.

PATTERN RECOGNITION (2011)