4.8 Article

Secure human action recognition by encrypted neural network inference

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Multidisciplinary Sciences

Truly privacy-preserving federated analytics for precision medicine with multiparty homomorphic encryption

David Froelicher et al.

Summary: The authors propose a federated analytics system based on multiparty homomorphic encryption to protect patient privacy and ensure accurate results in biomedical research. They demonstrate the system's effectiveness in various essential biomedical analysis tasks. This work represents a key step towards enabling multi-centric scientific collaborations and overcoming privacy obstacles.

NATURE COMMUNICATIONS (2021)

Article Biochemistry & Molecular Biology

Ultrafast homomorphic encryption models enable secure outsourcing of genotype imputation

Miran Kim et al.

Summary: Genotype imputation is a crucial step in genomic data analysis, and researchers have developed secure imputation using efficient homomorphic encryption techniques. The results show that HE-based methods offer genetic data security with comparable accuracy and resource requirements as non-secure methods.

CELL SYSTEMS (2021)

Proceedings Paper Computer Science, Information Systems

Labeled PSI from Homomorphic Encryption with Reduced Computation and Communication

Kelong Cong et al.

Summary: This study presents algorithmic improvements on using fully homomorphic encryption for private set intersection protocols in unbalanced settings. The new protocol shows better computation cost and communication complexity compared to previous works, performing particularly well in practical scenarios.

CCS '21: PROCEEDINGS OF THE 2021 ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY (2021)

Proceedings Paper Computer Science, Information Systems

On the Security of Homomorphic Encryption on Approximate Numbers

Baiyu Li et al.

Summary: This paper introduces passive attacks against CKKS, demonstrating that traditional security definitions are inadequate for approximate encryption schemes when facing passive adversaries. The proposed new definitions extend the concept of IND-CPA security to approximate computation settings, providing a theoretical basis for evaluating homomorphic encryption on approximate numbers against passive attacks.

ADVANCES IN CRYPTOLOGY - EUROCRYPT 2021, PT I (2021)

Article Genetics & Heredity

Semi-Parallel logistic regression for GWAS on encrypted data

Miran Kim et al.

BMC MEDICAL GENOMICS (2020)

Proceedings Paper Computer Science, Software Engineering

EVA: An Encrypted Vector Arithmetic Language and Compiler for Efficient Homomorphic Computation

Roshan Dathathri et al.

PROCEEDINGS OF THE 41ST ACM SIGPLAN CONFERENCE ON PROGRAMMING LANGUAGE DESIGN AND IMPLEMENTATION (PLDI '20) (2020)

Review Computer Science, Artificial Intelligence

Secure, privacy-preserving and federated machine learning in medical imaging

Georgios A. Kaissis et al.

NATURE MACHINE INTELLIGENCE (2020)

Proceedings Paper Computer Science, Software Engineering

CHET: An Optimizing Compiler for Fully-Homomorphic Neural-Network Inferencing

Roshan Dathathri et al.

PROCEEDINGS OF THE 40TH ACM SIGPLAN CONFERENCE ON PROGRAMMING LANGUAGE DESIGN AND IMPLEMENTATION (PLDI '19) (2019)

Proceedings Paper Computer Science, Theory & Methods

nGraph-HE: A Graph Compiler for Deep Learning on Homomorphically Encrypted Data

Fabian Boemer et al.

CF '19 - PROCEEDINGS OF THE 16TH ACM INTERNATIONAL CONFERENCE ON COMPUTING FRONTIERS (2019)

Article Genetics & Heredity

Logistic regression model training based on the approximate homomorphic encryption

Andrey Kim et al.

BMC MEDICAL GENOMICS (2018)

Proceedings Paper Computer Science, Software Engineering

Faster Homomorphic Linear Transformations in HElib

Shai Halevi et al.

ADVANCES IN CRYPTOLOGY - CRYPTO 2018, PT I (2018)

Proceedings Paper Computer Science, Theory & Methods

Homomorphic Encryption for Arithmetic of Approximate Numbers

Jung Hee Cheon et al.

ADVANCES IN CRYPTOLOGY - ASIACRYPT 2017, PT I (2017)

Proceedings Paper Computer Science, Information Systems

Oblivious Neural Network Predictions via MiniONN Transformations

Jian Liu et al.

CCS'17: PROCEEDINGS OF THE 2017 ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Mask R-CNN

Kaiming He et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields

Zhe Cao et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Proceedings Paper Computer Science, Theory & Methods

Faster Fully Homomorphic Encryption: Bootstrapping in Less Than 0.1 Seconds

Ilaria Chillotti et al.

ADVANCES IN CRYPTOLOGY - ASIACRYPT 2016, PT I (2016)

Review Computer Science, Theory & Methods

On the concrete hardness of Learning with Errors

Martin R. Albrecht et al.

JOURNAL OF MATHEMATICAL CRYPTOLOGY (2015)

Proceedings Paper Computer Science, Information Systems

Homomorphic Computation of Edit Distance

Jung Hee Cheon et al.

FINANCIAL CRYPTOGRAPHY AND DATA SECURITY (FC 2015) (2015)

Article Computer Science, Interdisciplinary Applications

Human fall detection on embedded platform using depth maps and wireless accelerometer

Bogdan Kwolek et al.

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE (2014)

Article Computer Science, Theory & Methods

Fully homomorphic SIMD operations

N. P. Smart et al.

DESIGNS CODES AND CRYPTOGRAPHY (2014)

Proceedings Paper Computer Science, Artificial Intelligence

2D Human Pose Estimation: New Benchmark and State of the Art Analysis

Mykhaylo Andriluka et al.

2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2014)

Review Engineering, Biomedical

A review of approaches to mobility telemonitoring of the elderly in their living environment

CN Scanaill et al.

ANNALS OF BIOMEDICAL ENGINEERING (2006)

Article Computer Science, Information Systems

Impact of monitoring technology in assisted living: Outcome pilot

M Alwan et al.

IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE (2006)