Information-theoretic hashing of 3D objects using spectral graph theory

被引:29
作者
Tarmissi, Khaled [1 ]
Ben Hamza, A. [1 ]
机构
[1] Concordia Univ, Concordia Inst Informat Syst Engn, Montreal, PQ, Canada
关键词
Entropy; Graph theory; Cryptography; 3D graphics;
D O I
10.1016/j.eswa.2008.12.062
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Identification and authentication of multimedia content has become one of the most important aspects of multimedia security. In this paper, we present a hashing technique for 3D models using spectral graph theory and entropic spanning trees. The main idea is to partition a 3D triangle mesh into an ensemble of sub-meshes, then apply eigen-decomposition to the Laplace-Beltrami matrix of each sub-mesh, followed by computing the hash value of each sub-mesh. This hash value is defined in terms of spectral coefficients and Tsallis entropy estimate. The experimental results on a variety of 3D models demonstrate the effectiveness of the proposed technique in terms of robustness against the most common attacks including Gaussian noise, mesh smoothing, mesh compression, scaling, rotation as well as combinations of these attacks. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:9409 / 9414
页数:6
相关论文
共 14 条
  • [1] [Anonymous], P IEEE INT C IM PROC
  • [2] Applications of entropic spanning graphs
    Hero, AO
    Ma, B
    Michel, OJJ
    Gorman, J
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2002, 19 (05) : 85 - 95
  • [3] Karni Z, 2000, COMP GRAPH, P279, DOI 10.1145/344779.344924
  • [4] Karypis G, 1998, Technical report
  • [5] LAMIROY B, 1996, P ECCV, P59
  • [6] MEIXNER A, 2004, P SPIE SECURITY STEG
  • [7] Menezes Alfred J., 1997, Handbook of Applied Cryptography
  • [8] Miller G.L., 1993, I MATH ITS APPL, V56
  • [9] Geometric separators for finite-element meshes
    Miller, GL
    Teng, SH
    Thurston, W
    Vavasis, SA
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1998, 19 (02) : 364 - 386
  • [10] Perceptual image hashing via feature points: Performance evaluation and tradeoffs
    Monga, Vishal
    Evans, Brian L.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (11) : 3452 - 3465