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Wavelet-based 2-D ECG data compression method using SPIHT and VQ coding
Sahraeian, S. M. E ; Sharif University of Technology | 2007
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- Type of Document: Article
- DOI: 10.1109/EURCON.2007.4400442
- Publisher: 2007
- Abstract:
- An improved wavelet-based 2-D ECG data compression method is presented which employs a double stage compression. In the first stage the set partitioning in hierarchical trees (SPIHT) algorithm is used to compress the 2-D data array formed by cutting and beat-aligning the heartbeat data sequence. In the second stage vector quantization is applied to the residual image obtained from the previous stage. The 2-D approach utilizes both inter-beat and inter-sample redundancies in the ECG signal The proposed algorithm is applied to several records in the MIT-BIH arrhythmia database. Results show lower Percent Root mean square Difference (PRD) than 1-D methods and several 2-D methods for the same Compression Ratio (CR)
- Keywords:
- Boolean functions ; Chromium ; Compression ratio (machinery) ; Electrocardiography ; Electrochromic devices ; Programming theory ; Stages ; Trees (mathematics) ; Vector quantization ; Applied (CO) ; Compression methods ; Compression ratios ; Data arrays ; Double stage compression ; ECG data ; ECG signals ; Heartbeat data ; International conferences ; Residual images ; Root-mean-square-difference (RMSD) ; Set partitioning in hierarchical trees (SPIHT) algorithm ; VQ coding ; Data compression
- Source: EUROCON 2007 - The International Conference on Computer as a Tool, Warsaw, 9 September 2007 through 12 September 2007 ; December , 2007 , Pages 133-137 ; 142440813X (ISBN); 9781424408139 (ISBN)
- URL: https://ieeexplore.ieee.org/document/4400442