Search Results for author: Sara Frederick

Found 3 papers, 3 papers with code

Real-bogus classification for the Zwicky Transient Facility using deep learning

1 code implementation25 Jul 2019 Dmitry A. Duev, Ashish Mahabal, Frank J. Masci, Matthew J. Graham, Ben Rusholme, Richard Walters, Ishani Karmarkar, Sara Frederick, Mansi M. Kasliwal, Umaa Rebbapragada, Charlotte Ward

Efficient automated detection of flux-transient, reoccurring flux-variable, and moving objects is increasingly important for large-scale astronomical surveys.

Instrumentation and Methods for Astrophysics

DeepStreaks: identifying fast-moving objects in the Zwicky Transient Facility data with deep learning

1 code implementation11 Apr 2019 Dmitry A. Duev, Ashish Mahabal, Quan-Zhi Ye, Kushal Tirumala, Justin Belicki, Richard Dekany, Sara Frederick, Matthew J. Graham, Russ R. Laher, Frank J. Masci, Thomas A. Prince, Reed Riddle, Philippe Rosnet, Maayane T. Soumagnac

We present DeepStreaks, a convolutional-neural-network, deep-learning system designed to efficiently identify streaking fast-moving near-Earth objects that are detected in the data of the Zwicky Transient Facility (ZTF), a wide-field, time-domain survey using a dedicated 47 sq.

Instrumentation and Methods for Astrophysics Earth and Planetary Astrophysics

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