EFFECTIVE IMAGE SPLICING DETECTION BASED ON IMAGE CHROMA

被引:0
|
作者
Wang, Wei [1 ]
Dong, Jing [1 ]
Tan, Tieniu [1 ]
机构
[1] Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
关键词
image chroma; co-occurrence matrix; boosting feature selection; image splicing detection; SVM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A color image splicing detection method based on gray level co-occurrence matrix (GLCM) of thresholded edge image of image chroma is proposed in this paper. Edge images are generated by subtracting horizontal, vertical, main and minor diagonal pixel values from current pixel values respectively and then thresholded with a predefined threshold T. The GLCMs of edge images along the four directions serve as features for image splicing detection. Boosting feature selection is applied to select optimal features and Support Vector Machine (SVM) is utilized as classifier in our approach. The effectiveness of the proposed method has been demonstrated by our experimental results.
引用
收藏
页码:1257 / 1260
页数:4
相关论文
共 50 条
  • [21] Multitask Image Splicing Tampering Detection Based on Attention Mechanism
    Zeng, Pingping
    Tong, Lianhui
    Liang, Yaru
    Zhou, Nanrun
    Wu, Jianhua
    MATHEMATICS, 2022, 10 (20)
  • [22] Natural Image Splicing Detection Based on Defocus Blur at Edges
    Song, Chunhe
    Lin, Xiaodong
    2014 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), 2014, : 225 - 230
  • [23] Texture Operator based Image Splicing Detection Hybrid Technique
    Agarwal, Saurabh
    Chand, Satish
    2016 SECOND INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE & COMMUNICATION TECHNOLOGY (CICT), 2016, : 116 - 120
  • [24] Efficient image splicing detection algorithm based on markov features
    Nam Thanh Pham
    Lee, Jong-Weon
    Kwon, Goo-Rak
    Park, Chun-Su
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (09) : 12405 - 12419
  • [25] A Novel Algorithm Of Image Splicing Detection
    Zhu Kaizhen
    Zhen Zhang
    2012 INTERNATIONAL CONFERENCE ON INDUSTRIAL CONTROL AND ELECTRONICS ENGINEERING (ICICEE), 2012, : 1927 - 1930
  • [26] Image splicing detection based on Markov features in QDCT domain
    Li, Ce
    Ma, Qiang
    Xiao, Limei
    Li, Ming
    Zhang, Aihua
    NEUROCOMPUTING, 2017, 228 : 29 - 36
  • [27] Image Splicing Detection Based on the Q-Markov Features
    Sheng, Hongda
    Shen, Xuanjing
    Shi, Zenan
    ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2018, PT II, 2018, 11165 : 453 - 464
  • [28] Digital image splicing detection based on approximate run length
    He, Zhongwei
    Sun, Wei
    Lu, Wei
    Lu, Hongtao
    PATTERN RECOGNITION LETTERS, 2011, 32 (12) : 1591 - 1597
  • [29] CHROMA: A content-based image retrieval system
    Lai, TS
    Tait, J
    SIGIR'99: PROCEEDINGS OF 22ND INTERNATIONAL CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 1999, : 324 - 324
  • [30] The Image Processing Method of Spraying Target Based on Chroma
    Zhang Fajun
    Zhang Minsong
    2009 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 3, 2009, : 529 - 532