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author:

Xu, Y. (Xu, Y..) [1] (Scholars:徐艺文) | Huang, Q. (Huang, Q..) [2] | Zheng, Q. (Zheng, Q..) [3] | Fang, Y. (Fang, Y..) [4] | Zhao, T. (Zhao, T..) [5] (Scholars:赵铁松)

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Abstract:

Integrating haptic feedback with audio and video not only expands the perceptual dimensions of multimedia applications but also enhances user engagement and experience. However, higher signal sampling rates and multi-degree-freedom in haptic interaction increase data significantly. For low-latency and reliable transmission of haptic signal (i.e. tactile and kinesthetic signals), efficient haptic coding is crucial. Existing algorithms overlook haptic signal characteristics, leaving room for improvement. We analyze the statistical characteristics of kinesthetic signals in-depth. Based on the local linear characteristics of position and velocity signals, and the sparse distribution of force signal, we propose an improved kinesthetic coding algorithm by combining dead-zone coding with segmented linear prediction. Extensive experiments on the standard datasets of the IEEE P1918.1.1 Haptic Codecs Task Group demonstrate the superior performance compared to state-of-the-art methods, achieving a more than halved reduction in data transmission rates with high signal-to-noise ratios and structural similarity IEEE

Keyword:

Data compression Encoding Force Haptic interfaces Haptics Kinesthetic coding Linear regression Mathematical models Prediction algorithms Regression algorithm Signal processing algorithms

Community:

  • [ 1 ] [Xu Y.]Fujian Key Lab for Intelligent Processing and Wireless Transmission of Media Information, Fuzhou University, Fuzhou, Fujian, China
  • [ 2 ] [Huang Q.]Fujian Key Lab for Intelligent Processing and Wireless Transmission of Media Information, Fuzhou University, Fuzhou, Fujian, China
  • [ 3 ] [Zheng Q.]Fujian Key Lab for Intelligent Processing and Wireless Transmission of Media Information, Fuzhou University, Fuzhou, Fujian, China
  • [ 4 ] [Fang Y.]Fujian Key Lab for Intelligent Processing and Wireless Transmission of Media Information, Fuzhou University, Fuzhou, Fujian, China
  • [ 5 ] [Zhao T.]Fujian Key Lab for Intelligent Processing and Wireless Transmission of Media Information, Fuzhou University, Fuzhou, Fujian, China

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Source :

IEEE Signal Processing Letters

ISSN: 1070-9908

Year: 2024

Volume: 31

Page: 1-5

3 . 2 0 0

JCR@2023

Cited Count:

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SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

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30 Days PV: 0

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