K. Borras

Morphological Classification of Radio Galaxies with wGAN-supported Augmentation

2022 · arXiv (Cornell University)

Machine learning techniques that perform morphological classification of astronomical sources often suffer from a scarcity of labelled training data. Here, we focus on the case of supervised deep learning models for the morphological classification of …

DeepTreeGAN: Fast Generation of High Dimensional Point Clouds

2023 · arXiv (Cornell University)

In High Energy Physics, detailed and time-consuming simulations are used for particle interactions with detectors. To bypass these simulations with a generative model, the generation of large point clouds in a short time is required, …