TY - GEN
T1 - A Topological Data Analysis Approach to Video Summarization
AU - Hu, Chuan Shen
AU - Yeh, Mei Chen
N1 - Funding Information:
This work was supported by the Ministry of Science and Technology of Taiwan (MOST 106-2221-E-003-031-MY2).
Publisher Copyright:
© 2019 IEEE.
PY - 2019/9
Y1 - 2019/9
N2 - This paper explores the use of simplicial complex to construct a new structure-wise representation for videos. Complementary to the appearance-based representation, which usually involves feature extraction from video content, the proposed method captures the structural properties of a video and can be used for various video processing tasks. We demonstrate a case study of the proposed approach to automated video summarization, which relies only on the developed topological structures and requires no training phase. Experimental results show the potential of this approach to facilitate tasks involving the understanding and analysis of structural information inherent in videos.
AB - This paper explores the use of simplicial complex to construct a new structure-wise representation for videos. Complementary to the appearance-based representation, which usually involves feature extraction from video content, the proposed method captures the structural properties of a video and can be used for various video processing tasks. We demonstrate a case study of the proposed approach to automated video summarization, which relies only on the developed topological structures and requires no training phase. Experimental results show the potential of this approach to facilitate tasks involving the understanding and analysis of structural information inherent in videos.
KW - Video summarization
KW - topological data analysis
KW - video processing
UR - http://www.scopus.com/inward/record.url?scp=85076801755&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85076801755&partnerID=8YFLogxK
U2 - 10.1109/ICIP.2019.8803142
DO - 10.1109/ICIP.2019.8803142
M3 - Conference contribution
AN - SCOPUS:85076801755
T3 - Proceedings - International Conference on Image Processing, ICIP
SP - 1815
EP - 1819
BT - 2019 IEEE International Conference on Image Processing, ICIP 2019 - Proceedings
PB - IEEE Computer Society
T2 - 26th IEEE International Conference on Image Processing, ICIP 2019
Y2 - 22 September 2019 through 25 September 2019
ER -