Audio based depression detection using Convolutional Autoencoder

•A novel audio-based depression detection system using Convolutional Autoencoder.•Convolutional Autoencoder for extracting highly correlated and compact feature set.•Thorough experimental study based on a real-world depression detection dataset.•Complete comparison of proposed feature extraction method with other techniques.