Mesh Discriminative Features for 3D Steganalysis

被引:26
作者
Yang, Ying [1 ]
Ivrissimtzis, Ioannis [2 ]
机构
[1] Yale Univ, Dept Comp Sci, New Haven, CT 06520 USA
[2] Univ Durham, Sch Engn & Comp Sci, Durham DH1 3HP, England
关键词
Security; Triangle meshes; discriminative feature vector; data embedding; steganalysis; WATERMARKING; STEGANOGRAPHY; COMPRESSION;
D O I
10.1145/2535555
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a steganalytic algorithm for triangle meshes, based on the supervised training of a classifier by discriminative feature vectors. After a normalization step, the triangle mesh is calibrated by one step of Laplacian smoothing and then a feature vector is computed, encoding geometric information corresponding to vertices, edges and faces. For a given steganographic or watermarking algorithm, we create a training set containing unmarked meshes and meshes marked by that algorithm, and train a classifier using Quadratic Discriminant Analysis. The performance of the proposed method was evaluated on six well-known watermarking/steganographic schemes with satisfactory accuracy rates.
引用
收藏
页数:13
相关论文
共 41 条
  • [1] [Anonymous], 2001, Information hiding, DOI 10.1007/3-540-
  • [2] [Anonymous], 2000, Principles of multivariate analysis
  • [3] [Anonymous], 2013, Modern graph theory
  • [4] Distortion-free steganography for polygonal meshes
    Bogomjakov, Alexander
    Gotsman, Craig
    Isenburg, Martin
    [J]. COMPUTER GRAPHICS FORUM, 2008, 27 (02) : 637 - 642
  • [5] Data hiding on 3-D triangle meshes
    Cayre, F
    Macq, B
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (04) : 939 - 949
  • [6] A High Capacity 3D Steganography Algorithm
    Chao, Min-Wen
    Lin, Chao-hung
    Yu, Cheng-Wei
    Lee, Tong-Yee
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2009, 15 (02) : 274 - 284
  • [7] A Benchmark for 3D Mesh Segmentation
    Chen, Xiaobai
    Golovinskiy, Aleksey
    Funkhouser, Thomas
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (03):
  • [8] An oblivious watermarking for 3-D polygonal meshes using distribution of vertex norms
    Cho, Jae-Won
    Prost, Remy
    Jung, Ho-Youl
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (01) : 142 - 155
  • [9] Farid H, 2002, 2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, P905
  • [10] ON THE HISTOGRAM AS A DENSITY ESTIMATOR - L2 THEORY
    FREEDMAN, D
    DIACONIS, P
    [J]. ZEITSCHRIFT FUR WAHRSCHEINLICHKEITSTHEORIE UND VERWANDTE GEBIETE, 1981, 57 (04): : 453 - 476