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PiezEnhance

completed

Deep network for reconstructing high-quality audio from piezoelectric microphones

deep learningaudiosignal processing

Overview

PiezEnhance is a deep network designed to reconstruct high-quality audio from low-quality piezoelectric microphone recordings. Piezoelectric microphones are useful in wearable and embedded applications but produce significantly degraded audio compared to traditional microphones.

Technical Details

  • Developed a deep neural network architecture for audio super-resolution from piezoelectric sources
  • Tested performance using both qualitative and quantitative analysis to judge reconstructed audio quality
  • Experimented with different loss functions and audio comparison techniques to enhance performance