Signal Processing

Musical Instrument Classification with Joint Time-Frequency Scattering

Classify musical instruments using joint time-frequency features paired with a 3-D convolutional network.

Denoise EEG Signals Using Differentiable Signal Processing Layers

Remove EOG noise from EEG signals using deep learning regression.

(Signal Processing Toolbox)

Classify ECG Signals Using Long Short-Term Memory Networks

Classify heartbeat electrocardiogram data using deep learning and signal processing.

Wireless Resource Allocation Using Graph Neural Network

Use graph neural networks for power allocation in wireless networks.

Generate Synthetic Signals Using Conditional GAN

Use a conditional generative adversarial network to produce synthetic data for model training.

Time-Frequency Convolutional Network for EEG Data Classification

Classify electroencephalographic (EEG) time series from persons with and without epilepsy.

Human Health Monitoring Using Continuous Wave Radar and Deep Learning

Reconstruct electrocardiogram signals using a bidirectional long short-term memory network and wavelet multiresolution analysis.

Learn Pre-Emphasis Filter Using Deep Learning

Use a convolutional deep network to learn a pre-emphasis filter for speech recognition.