TY - GEN
T1 - Structure tensor series-based matching for near-duplicate video retrieval
AU - Zhou, Xiangmin
AU - Chen, Lei
AU - Zhou, Xiaofang
PY - 2011
Y1 - 2011
N2 - Near duplicate video retrieval has attracted much attention due to its wide spectrum of applications including copyright detection, commercial monitoring and news video tracking. In recent years, there has been significant research effort on efficiently identifying near duplicates from large video collections. However, existing approaches for large video databases suffer from low accuracy due to the serious information loss. In this paper, we propose a practical solution based on 3D structure tensor model for this problem. We first propose a novel video representation scheme, adaptive structure video tensor series (ASVT series), together with a robust similarity measure, to improve the retrieval effectiveness. Then, we prove the effectiveness of the proposed method by extensive experiments on hundreds hours real video data.
AB - Near duplicate video retrieval has attracted much attention due to its wide spectrum of applications including copyright detection, commercial monitoring and news video tracking. In recent years, there has been significant research effort on efficiently identifying near duplicates from large video collections. However, existing approaches for large video databases suffer from low accuracy due to the serious information loss. In this paper, we propose a practical solution based on 3D structure tensor model for this problem. We first propose a novel video representation scheme, adaptive structure video tensor series (ASVT series), together with a robust similarity measure, to improve the retrieval effectiveness. Then, we prove the effectiveness of the proposed method by extensive experiments on hundreds hours real video data.
KW - Asvt series
KW - Near duplicates
KW - Similarity measure
UR - http://www.scopus.com/inward/record.url?scp=84455205993&partnerID=8YFLogxK
U2 - 10.1145/2072298.2071937
DO - 10.1145/2072298.2071937
M3 - Conference contribution
SN - 9781450306164
T3 - MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops
SP - 1057
EP - 1060
BT - MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops
T2 - 19th ACM International Conference on Multimedia ACM Multimedia 2011, MM'11
Y2 - 28 November 2011 through 1 December 2011
ER -