基于稀疏线性预测和人体触觉灵敏度函数的振动触觉信号压缩

Rania Hassen, E. Steinbach
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引用次数: 12

摘要

在这项工作中,我们提出了一种新的振动触觉编码方案,该方案包含一个稀疏线性预测器和一个感知压缩器。预测器在预测系数和残差上都引入了稀疏性约束。然后使用由振动触觉检测阈值-频率特征生成的人类触觉灵敏度函数对预测残差进行滤波和量化。此外,提出了一种新的振动触觉信号客观质量评估方法(ST-SIM),该方法包含感知频谱和时间相似性度量。然后使用ST-SIM来评估和验证使用不同振动触觉信号内容的整体信号质量和所提出的压缩方案的性能。
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Vibrotactile Signal Compression Based on Sparse Linear Prediction and Human Tactile Sensitivity Function
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.
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