CONTENT BASED IMAGE AUTHENTICATION USING HOG FEATURE DESCRIPTOR

被引:0
|
作者
Shin, Jinse [1 ]
Kim, Dongsung [2 ]
Ruland, Christoph [1 ]
机构
[1] Univ Siegen, Chair Data Commun Syst, D-57068 Siegen, Germany
[2] Soongsil Univ, Sch Elect Engn, Seoul, South Korea
关键词
Content based image authentication; perceptual image hashing; tamper detection;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Although the perceptual image hashing is one of the promising techniques for image authentication, most existing methods cannot well distinguish content changing manipulations from acceptable content preserving modifications, especially when the size of the manipulated area is relatively small. In this regard, a new image hash algorithm is proposed to enhance the tamper detection capability by employing one of the most well-known local feature descriptors, Histogram of Oriented Gradients (HOG), for the feature extraction method. In this paper, image intensity transform using a random number generator, HOG feature computation, Successive Mean Quantization Transform (SMQT), and bit-level permutation are utilized to obtain a secure and robust hash value. Additionally, the performance of the proposed method is measured, and compared with existing algorithms by the Receiver Operating Characteristics (ROC) analysis.
引用
收藏
页码:5292 / 5296
页数:5
相关论文
共 50 条
  • [21] Contourlet domain feature extraction for image content authentication
    Bouzidi, Ali
    Baaziz, Nadia
    2006 IEEE WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING, 2006, : 202 - +
  • [22] Local Tetra Patterns: A New Feature Descriptor for Content-Based Image Retrieval
    Murala, Subrahmanyam
    Maheshwari, R. P.
    Balasubramanian, R.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (05) : 2874 - 2886
  • [23] Image Registration of Satellite Images with Varying Illumination Level using HOG Descriptor based SURF
    Patel, Manish I.
    Thakar, Vishvjit K.
    Shah, Shishir K.
    PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING AND COMMUNICATIONS, 2016, 93 : 382 - 388
  • [24] HaarHOG: Improving the HOG Descriptor for Image Classification
    Banerji, Sugata
    Sinha, Atreyee
    Liu, Chengjun
    2013 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2013), 2013, : 4276 - 4281
  • [25] Content Based Image Retrieval using Local and Global features descriptor
    Kabbai, Leila
    Abdellaoui, Mehrez
    Douik, Ali
    2016 2ND INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR SIGNAL AND IMAGE PROCESSING (ATSIP), 2016, : 151 - 154
  • [26] A content based image watermarking scheme for authentication using quadtrees
    Parameswaran, Latha
    Anburnani, K.
    2006 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND COMMUNICATIONS, VOLS 1 AND 2, 2007, : 146 - +
  • [27] Content based medical image retrieval based on new efficient local neighborhood wavelet feature descriptor
    Amita Shinde
    Amol Rahulkar
    Chetankumar Patil
    Biomedical Engineering Letters, 2019, 9 : 387 - 394
  • [28] Fast uniform content-based satellite image registration using the scale-invariant feature transform descriptor
    Hamed Bozorgi
    Ali Jafari
    Frontiers of Information Technology & Electronic Engineering, 2017, 18 : 1108 - 1116
  • [30] Content based medical image retrieval based on new efficient local neighborhood wavelet feature descriptor
    Shinde, Amita
    Rahulkar, Amol
    Patil, Chetankumar
    BIOMEDICAL ENGINEERING LETTERS, 2019, 9 (03) : 387 - 394