most citedGalaxy Morphology Classification with Deep Convolutional Neural Networks

129 citations · 134 across the 2 of their papers we have counts for

collaborators

2 papers

astro-ph.GA2018★ 129 cited

Galaxy Morphology Classification with Deep Convolutional Neural Networks

Jia-Ming Dai, Jizhou Tong

We propose a variant of residual networks (ResNets) for galaxy morphology classification. The variant, together with other popular convolutional neural networks (CNNs), are applied…

astro-ph.GA2018★ 5 cited

Visualizing the Hidden Features of Galaxy Morphology with Machine Learning

Jia-Ming Dai, Jizhou Tong

We train three convolutional neural networks (CNNs) to classify galaxies with Galaxy Zoo 2 dataset and extract the activations from the last fully connected layer or the last avera…