Systematic biases when using deep neural networks for annotating large catalogs of astronomical images

10 January 2022

Papers citing "Systematic biases when using deep neural networks for annotating large catalogs of astronomical images"

8 / 8 papers shown

Title
A catalog of broad morphology of Pan-STARRS galaxies based on deep learning Hunter Goddard L. Shamir 18 11 0 12 Oct 2020
Making deep neural networks right for the right scientific reasons by interacting with their explanations P. Schramowski Wolfgang Stammer Stefano Teso Anna Brugger Xiaoting Shao Hans-Georg Luigs Anne-Katrin Mahlein Kristian Kersting 101 212 0 15 Jan 2020
Unmasking Clever Hans Predictors and Assessing What Machines Really Learn Sebastian Lapuschkin S. Wäldchen Alexander Binder G. Montavon Wojciech Samek K. Müller 100 1,015 0 26 Feb 2019
Deep Learning at Scale for the Construction of Galaxy Catalogs in the Dark Energy Survey Asad Khan Eliu A. Huerta Si-Yang Wang R. Gruendl Elise Jennings Huihuo Zheng 45 30 0 05 Dec 2018
Rotation-invariant convolutional neural networks for galaxy morphology prediction Sander Dieleman K. Willett J. Dambre 95 653 0 24 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
Combining human and machine learning for morphological analysis of galaxy images E. Kuminski Joe George J. Wallin L. Shamir 41 43 0 28 Sep 2014
Machine Learning for Galaxy Morphology Classification A. Gauci K. Adami J. Abela 98 35 0 03 May 2010