Abstract
In this paper, a two-stage coder based near-lossless compression of Electroencephalogram (EEG) is discussed. It consists of wavelet based lossy coding layer (until bitplane n d ) followed by entropy coding of the wavelet domain residuals. L ∞ -error bound is fixed in wavelet domain and the corresponding time-domain absolute error variation is studied. Studies show that intermediate demarcating bit-planes (n d ) register a higher compression and gives a nearly constant time-domain error. Both the normal and epileptic EEG registered a comparable compression performance.
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References
Antoniol, G., Tonella, P.: EEG data compression techniques. IEEE Transactions on Biomedical Engineering 44(2), 105–114 (1997)
Calderbank, R., Daubechies, I., Sweldens, W., Yeo, B.L.: Wavelet transforms that map integers to integers. Appl. Comput. Harmon. Anal. 5(3), 332–369 (1998)
Lu, Z., Kim, D.Y., Pearlman, W.: Wavelet compression of ECG signals by the set partitioning in hierarchial trees algorithm. IEEE Transactions on Biomedical Engineering 47(7), 849–855 (2000)
Memon, N., Kong, X., Cinkler, J.: Context-based lossless and near-lossless compression of EEG signals. IEEE Transactions on information technology in Biomedicine 3(3), 231–238 (1999)
Sriraam, N., Eswaran, C.: Performance evaluation of neural network and linear predictors for near-lossless compression of EEG signals. IEEE Transactions on Information Technology in Biomedicine 12(1), 87–93 (2008)
Srinivasan, K., Reddy, M.R.: Efficient pre-processing technnique for real-time lossless EEG compression. IET Electrionics Letters (in press)
Srinivasan, K., Reddy, M.R.: Selection of optimal wavelet for lossless EEG compression for real-time applications. In: 2nd National conference on Bio-mechanics, IIT Roorke, India (March 2009)
Yea, S., Pearlman, W.: A wavelet-based two stage near lossless coder. IEEE transactions in Image processing 15(11), 3488–3500 (2006)
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Srinivasan, K., Reddy, M.R. (2010). Wavelet-Domain L ∞ -Constrained Two-Stage Near-Lossless EEG Coder. In: Das, V.V., et al. Information Processing and Management. BAIP 2010. Communications in Computer and Information Science, vol 70. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-12214-9_14
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DOI: https://doi.org/10.1007/978-3-642-12214-9_14
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-12213-2
Online ISBN: 978-3-642-12214-9
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