PiezEnhance
completedDeep 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