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Paper: |
Convolutional Neural Networks in Astronomy, and Applications for Diffuse Structure Discovery |
Volume: |
522, Astronomical Data Analysis Software and Systems XXVII |
Page: |
381 |
Authors: |
Peek, J. E. G.; Jones, C. K.; Hargis, J. |
Abstract: |
Convolutional Neural Networks have more than doubled in their usage in the astronomy literature every year since 2014. We briefly explain the structure of these image-processing neural networks and how they have been used in astronomy so far. We demonstrate how “transfer learning” can help us use these networks as a discovery machine for diffuse structures in astronomical imaging databases. |
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