Title :
Video concealment via matrix completion at high missing rates
Author :
Dao, Minh D. ; Nguyen, Dzung T. ; Cao, Yuan ; Tran, Trac D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Johns Hopkins Univ., Baltimore, MD, USA
Abstract :
Video error concealment is an important technique in video communication to recover corrupted parts when erroneously transmitting compressed sequences over network. In this work, we propose a novel error concealment scheme by grouping similar patches in the temporal domain to construct a low-rank matrix and recover the missing areas by the matrix completion technique. Different from most state-of-the-art algorithms which recover the lost blocks based on at least one clean frame (I-frame), the proposed algorithm can work for the most general case when all frames are violated. When having I-frames in the receiver, the proposed algorithm also achieves much higher PSNR compared with the Boundary Matching Algorithm (BMA) adopted in H.264.
Keywords :
video coding; video communication; H.264; I-frames; boundary matching algorithm; error concealment scheme; matrix completion technique; state-of-the-art algorithms; video communication; video concealment; video error concealment; Approximation algorithms; Indexes; Minimization; Motion estimation; PSNR; Signal processing algorithms; Video sequences; BMA; Video error concealment; low-rank matrix; matrix completion;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2010 Conference Record of the Forty Fourth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-9722-5
DOI :
10.1109/ACSSC.2010.5757666