Title :
Efficient dictionary based video coding with reduced side information
Author :
Kang, Je-Won ; Kuo, C. -C Jay ; Cohen, Robert ; Vetro, Anthony
Author_Institution :
Ming Hsieh Dept. of Electr. Eng. Signal, Univ. of Southern California, Los Angeles, CA, USA
Abstract :
In this paper, we propose a novel dictionary based video coding technique with adaptive construction of over complete dictionaries and advanced coding methods tailored to sparse signal representations. A set of dictionaries is trained off-line using inter or intra predicted residual samples and is applied for encoding. New coding tools are developed so that the encoder can more compactly represent the residual signal. The same set of dictionary elements can be reused for neighboring blocks, and the optimal number of dictionary elements can be decided using rate-distortion optimization. Experimental results demonstrate that the proposed algorithm yields both improved coding performance and improved perceptual quality at low bit rates.
Keywords :
dictionaries; image representation; rate distortion theory; video coding; adaptive construction; advanced coding method; coding performance; coding tool; dictionary based video coding; dictionary element; encoding; inter predicted residual sample; intra predicted residual sample; rate-distortion optimization; reduced side information; sparse signal representation; Dictionaries; Discrete cosine transforms; Encoding; Image coding; Indexes; Matching pursuit algorithms; Video coding;
Conference_Titel :
Circuits and Systems (ISCAS), 2011 IEEE International Symposium on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-4244-9473-6
Electronic_ISBN :
0271-4302
DOI :
10.1109/ISCAS.2011.5937513