A near-duplicate 3D video detection algorithm by using hypercomplex representations

被引:0
作者
Sun, Ziqiang [1 ]
Zhu, Yuesheng [1 ]
Xing, Xiaomei [1 ]
Luo, Guibo [1 ]
Liu, Xiyao [1 ]
机构
[1] Peking Univ, Inst Big Data Technol, Shenzhen Grad Sch, Commun & Informat Secur Lab, Beijing, Peoples R China
关键词
Near-duplicate 3D video detection; Video fingerprint; Quaternion; Hypercomplex representation; COPY DETECTION; ROBUST; DIBR;
D O I
10.1007/s11042-015-3086-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Copyright protection is still a crucial open issue in the 3D video industry with the development of 3DTV coupled with the increasing 3D video spread over the internet. In this paper a novel video fingerprinting is proposed for near-duplicate 3D video detection. Instead of generating fingerprints from the color frames and the depth maps separately, the proposed algorithm processes them in a holistic manner. The hypercomplex representation developed from the RGB and depth components is used to represent the 3D contents as quaternion frames and a novel quaternion centroid of the spatio-temporal gradient orientations is exploited to generate 3D video fingerprints based on these quaternion frames. Comprehensive experiments are conducted to evaluate the performance of the proposed method, and the results show that the proposed near-duplicate 3D video detection algorithm outperforms the state-of-the-art approaches in terms of robustness and discrimination. And the proposed fingerprints are also more compact than the existing approaches.
引用
收藏
页码:1055 / 1071
页数:17
相关论文
共 32 条
[1]   Color Image Analysis by Quaternion-Type Moments [J].
Chen, Beijing ;
Shu, Huazhong ;
Coatrieux, Gouenou ;
Chen, Gang ;
Sun, Xingming ;
Coatrieux, Jean Louis .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2015, 51 (01) :124-144
[2]   Histograms of oriented gradients for human detection [J].
Dalal, N ;
Triggs, B .
2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, :886-893
[3]   An Image-Based Approach to Video Copy Detection With Spatio-Temporal Post-Filtering [J].
Douze, Matthijs ;
Jegou, Herve ;
Schmid, Cordelia .
IEEE TRANSACTIONS ON MULTIMEDIA, 2010, 12 (04) :257-266
[4]   A Robust and Fast Video Copy Detection System Using Content-Based Fingerprinting [J].
Esmaeili, Mani Malek ;
Fatourechi, Mehrdad ;
Ward, Rabab Kreidieh .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2011, 6 (01) :213-226
[5]   Depth-image-based rendering (DIBR), compression and transmission for a new approach on 3D-TV [J].
Fehn, C .
STEREOSCOPIC DISPLAYS AND VIRTUAL REALITY SYSTEMS XI, 2004, 5291 :93-104
[6]   A decision-theoretic generalization of on-line learning and an application to boosting [J].
Freund, Y ;
Schapire, RE .
JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1997, 55 (01) :119-139
[7]  
Ghouti Lahouari, 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), P3794, DOI 10.1109/ICASSP.2014.6854311
[8]  
Hamilton W. R., 1848, Transactions of the Royal Irish Academy, V21, P199
[9]  
Hampapur A, 2002, P SOC PHOTO-OPT INS, V4676, P194
[10]  
Jegou H, 2008, LECT NOTES COMPUT SC, V5302, P304, DOI 10.1007/978-3-540-88682-2_24