The demo program presented in this article uses image data, but the autoencoder anomaly detection technique can work with any type of data. ... [Click on image for larger view.] Figure 2: Examples of ...

The Data Science Lab. Generating Synthetic Data Using a Variational Autoencoder with PyTorch. Generating synthetic data is useful when you have imbalanced training data for a particular class, for ...

At 1 sample per pixel (spp), the Monte Carlo integration of indirect illumination results in very noisy images, and the problem can therefore be framed as reconstruction instead of denoising. Previous ...