Title :
Integrating color and spatial features for content-based video retrieval
Author :
Lin, Tong ; Ngo, Chong Wah ; Zhang, Hong-Jiang ; Shi, Qing Yun
Author_Institution :
Nat. Lab. of Machine Perception, Peking Univ., Beijing, China
fDate :
6/23/1905 12:00:00 AM
Abstract :
We present a novel scheme for content-based video retrieval by exploring the spatio-temporal information. A shot with significant content changes can be segmented into several subshots that are of coherent content, and a shot similarity measure for video retrieval can be computed from the similarity between corresponding subshots. To characterize the temporal content variations in one shot, we developed two descriptors: dominant color histograms (DCH) and spatial structure histograms (SSH). By fusing temporal information into color content, DCHs for a "group of frames" (GoF) are trying to capture the dominant colors with long durations, which would be the colors of the focused objects or background. SSH is a set of features extracted from color-blob maps to describe spatial information for one individual frame. Experimental results on real-world sports videos prove that our proposed approach achieves the best performance on the average recall (AR) and average normalized modified retrieval rank (ANMRR) for video shot retrievals
Keywords :
content-based retrieval; feature extraction; image colour analysis; image retrieval; image segmentation; video signal processing; average normalized modified retrieval rank; average recall; color features; content-based video retrieval; dominant color histograms; feature extraction; shot similarity measure; spatial features; spatial structure histograms; sports video; temporal content variations; Computer science; Content based retrieval; Data mining; Feature extraction; Focusing; Histograms; Image color analysis; Image retrieval; Information retrieval; Laboratories;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958188