The FIRST Classifier: compact and extended radio galaxy classification using deep Convolutional Neural Networks
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Mattia Vaccari | Wathela Alhassan | M. Vaccari | A. Taylor | A R Taylor | Wathela Alhassan | Mattia Vaccari
[1] Peter Sollich,et al. Replica theory for learning curves for Gaussian processes on random graphs , 2012, 1202.5918.
[2] D. Proctor. MORPHOLOGICAL ANNOTATIONS FOR GROUPS IN THE FIRST DATABASE , 2011, 1104.3896.
[3] Stephen V. Stehman,et al. Selecting and interpreting measures of thematic classification accuracy , 1997 .
[4] S. Randall,et al. THE MERGER ENVIRONMENT OF THE WIDE ANGLE TAIL HOSTING CLUSTER A562 , 2010, 1010.4297.
[5] T. Heckman,et al. On the fundamental dichotomy in the local radio-AGN population , 2012, 1201.2397.
[6] Richard Hans Robert Hahnloser,et al. Digital selection and analogue amplification coexist in a cortex-inspired silicon circuit , 2000, Nature.
[7] Kunihiko Fukushima,et al. Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position , 1980, Biological Cybernetics.
[8] Robert H. Becker,et al. THE LAST OF FIRST: THE FINAL CATALOG AND SOURCE IDENTIFICATIONS , 2015, 1501.01555.
[9] Richard L. White,et al. The FIRST Survey: Faint Images of the Radio Sky at twenty centimeters , 1995 .
[10] H. Andernach,et al. Radio Galaxy Zoo : host galaxies and radio morphologies derived from visual inspection , 2015, 1507.07272.
[11] A. Aniyan,et al. Classifying Radio Galaxies with the Convolutional Neural Network , 2017, 1705.03413.
[12] John Scott Bridle,et al. Probabilistic Interpretation of Feedforward Classification Network Outputs, with Relationships to Statistical Pattern Recognition , 1989, NATO Neurocomputing.
[13] Jeff Wagg,et al. Advancing Astrophysics with the Square Kilometre Array , 2015 .
[14] P. G. Jonker,et al. American Astronomical Society Meeting Abstracts , 2011 .
[15] O. Fuentes,et al. Machine learning and image analysis for morphological galaxy classification , 2004 .
[16] R. Becker,et al. Discovery of a High-Redshift (z = 0.96) Cluster of Galaxies Using a FIRST Survey Wide-Angle-Tailed Radio Source , 2002, astro-ph/0212407.
[17] M. Merrifield,et al. The origin of wide-angle tailed radio galaxies , 1999, astro-ph/9909511.
[18] F. Massaro,et al. FRIICAT: A FIRST catalog of FR II radio galaxies , 2017, 1703.03427.
[19] E. Greisen,et al. The NRAO VLA Sky Survey , 1996 .
[20] FIRST Bent-Double Radio Sources: Tracers of High-Redshift Clusters* , 1999, astro-ph/9910099.
[21] E. al.,et al. The Sloan Digital Sky Survey: Technical summary , 2000, astro-ph/0006396.
[22] Sander Dieleman,et al. Rotation-invariant convolutional neural networks for galaxy morphology prediction , 2015, ArXiv.
[23] F. Owen,et al. CCD surface photometry of radio galaxies – I. FR class I and II sources , 1989 .
[24] C. Sarazin,et al. Chandra Observation of the Cluster Environment of a WAT Radio Source in Abell 1446 , 2006, 0706.2519.
[25] Yoshua Bengio,et al. Gradient-based learning applied to document recognition , 1998, Proc. IEEE.
[26] O. Lahav,et al. Morphological Classification of galaxies by Artificial Neural Networks , 1992 .
[27] O. Lahav,et al. Galaxies, Human Eyes, and Artificial Neural Networks , 1994, Science.
[28] F. Massaro,et al. FRICAT: A FIRST catalog of FRI radio galaxies , 2016, 1610.09376.
[29] U. Oklahoma,et al. The Environments of a Complete Moderate-Redshift Sample of FIRST Bent-Double Radio Sources , 2001, astro-ph/0102499.
[30] J. Riley,et al. The Morphology of Extragalactic Radio Sources of High and Low Luminosity , 1974 .
[31] R. P. Norris,et al. Radio Galaxy Zoo: compact and extended radio source classification with deep learning , 2018, 1801.04861.
[32] M. Jarvis,et al. Morphological classification of radio sources for galaxy evolution and cosmology with SKA-MID , 2014, 1412.5990.
[33] Huaizu Jiang,et al. Face Detection with the Faster R-CNN , 2016, 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017).
[34] Geoffrey E. Hinton,et al. Deep Learning , 2015, Nature.
[35] A. Shulevski,et al. The ASKAP/EMU Source Finding Data Challenge , 2015, Publications of the Astronomical Society of Australia.
[36] A. Hopkins,et al. Science with the Australian Square Kilometre Array Pathfinder , 2007, Publications of the Astronomical Society of Australia.
[37] A. Hopkins,et al. Science with ASKAP , 2008, 0810.5187.
[38] P. Best,et al. The Combined NVSS–FIRST Galaxies (CoNFIG) sample – II. Comparison of space densities in the Fanaroff–Riley dichotomy , 2010 .
[39] Andrew J. Connolly,et al. Statistics, Data Mining, and Machine Learning in Astronomy , 2014 .
[40] C. Lintott,et al. Galaxy Zoo: morphologies derived from visual inspection of galaxies from the Sloan Digital Sky Survey , 2008, 0804.4483.
[41] Tom Fawcett,et al. An introduction to ROC analysis , 2006, Pattern Recognit. Lett..
[42] Matt J. Jarvis,et al. MIGHTEE: The MeerKAT International GHz Tiered Extragalactic Exploration , 2017 .