Title :
Video error concealment using Speeded Up Robust Features and affine transformation
Author :
Ranjan, Aravind ; Midya, Abhishek ; Chakraborty, Jayasree ; Sengupta, Somnath
Author_Institution :
Dept. of Electron. & Electr. Commun. Eng., Indian Inst. of Technol. Kharagpur, Kharagpur, India
fDate :
Feb. 28 2014-March 2 2014
Abstract :
Error concealment techniques try to mitigate the effect of channel error, using spatially and/or temporally neighboring macroblocks. This paper proposes a novel method for temporal error concealment. The change from one frame to the next frame is modelled as an affine transformation and Speeded Up Robust Features (SURF) algorithm is used to find correspondence between present and past frame. The set of matching points between the two frames is used to find an affine transformation. Random Sample and Consensus (RANSAC) algorithm is used to effectively remove outliers. The past frame is then affine transformed using the transformation matrix obtained. Corrupted regions are concealed using Temporal Replacement (TR) in the current frame with the transformed past frame as reference. Experimental results established the efficacy of the proposed algorithm over other temporal error concealment scheme in terms of both objective and subjective measurements.
Keywords :
video signal processing; RANSAC algorithm; SURF algorithm; affine transformation; channel error effect; error concealment techniques; neighboring macroblocks; random sample and consensus algorithm; speeded up robust features; temporal error concealment; temporal replacement; transformation matrix; video error concealment; Correlation; Image reconstruction; Multimedia communication; Robustness; Streaming media; Transforms; Vectors; H.264/AVC; Random Sample and Consensus (RANSAC); Speeded Up Robust Features (SURF); Temporal Error Conceal-ment;
Conference_Titel :
Students' Technology Symposium (TechSym), 2014 IEEE
Conference_Location :
Kharagpur
Print_ISBN :
978-1-4799-2607-7
DOI :
10.1109/TechSym.2014.6807917