Title :
A DCT coefficient sign-based background model for moving objects detection from motion JPEG coded movies
Author :
Tachizaki, Yuji ; Fujiyoshi, Masaaki ; Kiya, Hitoshi
Author_Institution :
Dept. of Inf. & Commun. Syst. Eng., Tokyo Metropolitan Univ., Hino, Japan
Abstract :
This paper proposes a robust moving objects detection method for motion JPEG coded movies. The proposed method utilizes the similarity based on of the positive and negative sign of discrete cosine transformed (DCT) coefficients. The proposed method describes a time-varying background by an adaptive model consisting of multiple sets of DCT signs with respect to each 8 Ã 8 DCT block to adapt to non-stationary scenes. In addition, the multi block-based processing reduces false detection. Moreover, since DCT sign is encoded separately from its corresponding magnitude in a motion JPEG codestream, the sign can be obtained without decoding a codestream. Experimental results comparing with a conventional method using Gaussian mixture model show the effectiveness of the proposed method.
Keywords :
cinematography; discrete cosine transforms; image motion analysis; object detection; video coding; DCT coefficient; DCT sign; discrete cosine transform; motion JPEG coded movies; motion JPEG codestream; moving objects detection; multi block-based processing; nonstationary scene; sign-based background model; time-varying background; Decoding; Discrete cosine transforms; Layout; Motion detection; Motion pictures; Object detection; Quantization; Robustness; Signal processing; Signal processing algorithms;
Conference_Titel :
Intelligent Signal Processing and Communication Systems, 2009. ISPACS 2009. International Symposium on
Conference_Location :
Kanazawa
Print_ISBN :
978-1-4244-5015-2
Electronic_ISBN :
978-1-4244-5016-9
DOI :
10.1109/ISPACS.2009.5383908