AN ADAPTIVE ENCRYPTION BASED GENETIC ALGORITHMS FOR MEDICAL IMAGES

被引:0
|
作者
Mahmood, Ahmed [1 ]
Dony, Robert [1 ]
Areibi, Shawki [1 ]
机构
[1] Univ Guelph, Sch Engn, Guelph, ON N1G 2W1, Canada
来源
2013 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP) | 2013年
关键词
Selective encryption; Genetic algorithms; Medical image encryption; DICOM; Information theory; SELECTIVE ENCRYPTION;
D O I
10.1109/MLSP.2013.6661920
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents a novel efficient symmetric encryption technique that can be applied to medical images. It uses genetic algorithm which makes it highly adaptive. Standard DICOM images are segmented into a number of regions based on pixel intensity and entropy measurements. The novelty of the selective encryption method lies in the use of several encryption algorithms with variable key lengths to control the processing time required for the encryption process and the robustness quality. Encryption processing time, robustness of the encrypted image and the side information required for transmission of the decryption key are the main parameters for optimization. The trade-off among them stems from the variation in processing time with the key length of encryption algorithm, image size, number of regions and the side information to reduce processing time while maintaining a high level of robustness.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Region-based selective encryption for medical imaging
    Ou, Yang
    Sur, Chul
    Rhee, Kyung Hyune
    FRONTIERS IN ALGORITHMICS, PROCEEDINGS, 2007, 4613 : 62 - +
  • [22] Securing DICOM images based on adaptive pixel thresholding approach
    Natsheh, Qamar
    Salagean, Ana
    Edirisinghe, Eran
    2018 31ST IEEE INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS 2018), 2018, : 280 - 285
  • [23] A new selective encryption technique of JPEG2000 codestream for medical images transmission
    Brahimi, Zahia
    Bessalah, Hamid
    Tarabet, A.
    Kholladi, M. K.
    NEW ASPECTS OF TELECOMMUNICATIONS AND INFORMATICS, 2008, : 104 - +
  • [24] Resource Optimized Selective Image Encryption of Medical Images Using Multiple Chaotic Systems
    Kiran, P.
    Parameshachari, B. D.
    MICROPROCESSORS AND MICROSYSTEMS, 2022, 91
  • [25] Advanced genetic image encryption algorithms for intelligent transport systems
    Souici, Ismahane
    Mahamdioua, Meriama
    Jacques, Sébastien
    Ouahabi, Abdeldjalil
    Computers and Electrical Engineering, 2025, 123
  • [26] Adaptive generalized crowding for genetic algorithms
    Mengshoel, Ole J.
    Galan, Severino F.
    de Dios, Antonio
    INFORMATION SCIENCES, 2014, 258 : 140 - 159
  • [27] Rigid Medical Image Registration Based on Genetic Algorithms and Mutual Information
    Wei, Wei
    Liu, Liang
    Hu, Zhongqin
    Zhou, Yujing
    MATERIALS SCIENCE AND PROCESSING, ENVIRONMENTAL ENGINEERING AND INFORMATION TECHNOLOGIES, 2014, 665 : 712 - 717
  • [28] A new selective encryption technique of JPEG2000 codestream for medical images transmission
    Brahimi, Zahia
    Bessalah, Hamid
    Tarabet, A.
    Kholladi, M. K.
    2008 5TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS AND DEVICES, VOLS 1 AND 2, 2008, : 46 - +
  • [29] HUMAN POSTURE RECONSTRUCTION AND ANIMATION FROM MONOCULAR IMAGES BASED ON GENETIC ALGORITHMS
    Zhao, Jianhui
    Li, Ling
    Keong, Kwoh Chee
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2005, 5 (02) : 371 - 395
  • [30] A Lightweight Encryption Algorithm for Images
    Chen, Zhen
    AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION, 2012, 137 : 235 - 241