TY - GEN
T1 - Vibrotactile Signal Compression Based on Sparse Linear Prediction and Human Tactile Sensitivity Function
AU - Hassen, Rania
AU - Steinbach, Eckehard
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/7
Y1 - 2019/7
N2 - In this work, we present a novel vibrotactile coding scheme that encompasses a sparse linear predictor and a perceptual compressor. The predictor introduces a sparsity constraint both on the prediction coefficients and the residual. The prediction residual is then filtered and quantized using a human tactile sensitivity function generated from the vibrotactile detection threshold-frequency characteristics. Furthermore, a novel objective quality assessment method (ST-SIM) for vibrotactile signals that embraces perceptual spectral and temporal similarity measures is developed. ST-SIM is then used to evaluate and validate the overall signal quality and proposed compression scheme performance using different vibrotactile signal contents.
AB - In this work, we present a novel vibrotactile coding scheme that encompasses a sparse linear predictor and a perceptual compressor. The predictor introduces a sparsity constraint both on the prediction coefficients and the residual. The prediction residual is then filtered and quantized using a human tactile sensitivity function generated from the vibrotactile detection threshold-frequency characteristics. Furthermore, a novel objective quality assessment method (ST-SIM) for vibrotactile signals that embraces perceptual spectral and temporal similarity measures is developed. ST-SIM is then used to evaluate and validate the overall signal quality and proposed compression scheme performance using different vibrotactile signal contents.
UR - https://www.scopus.com/pages/publications/85072780948
U2 - 10.1109/WHC.2019.8816110
DO - 10.1109/WHC.2019.8816110
M3 - Conference contribution
AN - SCOPUS:85072780948
T3 - 2019 IEEE World Haptics Conference, WHC 2019
SP - 301
EP - 306
BT - 2019 IEEE World Haptics Conference, WHC 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2019 IEEE World Haptics Conference, WHC 2019
Y2 - 9 July 2019 through 12 July 2019
ER -