E(2) Equivariant Neural Networks for Robust Galaxy Morphology
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E(2) Equivariant Neural Networks for Robust Galaxy Morphology Classification

2 November 2023

Jonathan Blazek

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Papers citing "E(2) Equivariant Neural Networks for Robust Galaxy Morphology Classification"

11 / 11 papers shown

Title
DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification A. Ćiprijanović Diana Kafkes Gregory F. Snyder F. Sánchez G. Perdue K. Pedro Brian D. Nord Sandeep Madireddy Stefan M. Wild AAML 74 16 0 28 Dec 2021
Robustness of deep learning algorithms in astronomy -- galaxy morphology studies A. Ćiprijanović Diana Kafkes G. Perdue K. Pedro Gregory F. Snyder F. Sánchez Sandeep Madireddy Stefan M. Wild Brian D. Nord AAML OOD 23 5 0 01 Nov 2021
Nonlinearities in Steerable SO(2)-Equivariant CNNs Daniel Franzen Michael Wand 68 3 0 14 Sep 2021
Galaxy Zoo DECaLS: Detailed Visual Morphology Measurements from Volunteers and Deep Learning for 314,000 Galaxies Mike Walmsley Chris J. Lintott Tobias Geron Sandor Kruk Coleman M Krawczyk ... B. Simmons R. Smethurst Lewis Smith E. Baeten C. Macmillan MDE 124 84 0 16 Feb 2021
General $E(2)$ -Equivariant Steerable CNNs Maurice Weiler Gabriele Cesa 115 524 0 19 Nov 2019
Deep Learning using Rectified Linear Units (ReLU) Abien Fred Agarap 74 3,229 0 22 Mar 2018
Towards Robust Neural Networks via Random Self-ensemble Xuanqing Liu Minhao Cheng Huan Zhang Cho-Jui Hsieh FedML AAML 97 422 0 02 Dec 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 310 12,117 0 19 Jun 2017
Steerable CNNs Taco S. Cohen Max Welling BDL 142 499 0 27 Dec 2016
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) Djork-Arné Clevert Thomas Unterthiner Sepp Hochreiter 300 5,532 0 23 Nov 2015
Rotation-invariant convolutional neural networks for galaxy morphology prediction Sander Dieleman K. Willett J. Dambre 105 653 0 24 Mar 2015