Title :
Two-dimensional compression of surface electromyographic signals using column-correlation sorting and image encoders
Author :
Costa, Marcus V C ; Carvalho, João L A ; Berger, Pedro A. ; Zaghetto, Alexandre ; Da Rocha, Adson F. ; Nascimento, Francisco A O
Author_Institution :
Dept. of Electr. Eng., Univ. of Brasilia, Brasilia, Brazil
Abstract :
We present a new preprocessing technique for two-dimensional compression of surface electromyographic (S-EMG) signals, based on correlation sorting. We show that the JPEG2000 coding system (originally designed for compression of still images) and the H.264/AVC encoder (video compression algorithm operating in intraframe mode) can be used for compression of S-EMG signals. We compare the performance of these two off-the-shelf image compression algorithms for S-EMG compression, with and without the proposed preprocessing step. Compression of both isotonic and isometric contraction S-EMG signals is evaluated. The proposed methods were compared with other S-EMG compression algorithms from the literature.
Keywords :
data compression; electromyography; image coding; medical signal processing; .264/AVC; JPEG2000; column-correlation sorting; image encoder; surface electromyography; two-dimensional signal compression; Adult; Algorithms; Data Compression; Diagnosis, Computer-Assisted; Electromyography; Humans; Male; Muscle Contraction; Muscle, Skeletal; Reproducibility of Results; Sensitivity and Specificity; Statistics as Topic;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5333134