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An Updated Efficient Galaxy Morphology Classification Model Based on ConvNeXt Encoding with UMAP Dimensionality Reduction

  • Authors: Guanwen Fang, Shiwei Zhu, Jun Xu, Shiying Lu, Chichun Zhou, Yao Dai, Zesen Lin, Xu Kong

Guanwen Fang et al 2026 The Astronomical Journal 171 .

  • Provider: AAS Journals

Caption: Figure 8.

Raincloud plots of the Sérsic index (left panel) versus effective radius (right panel) for different massive galaxy types. The “cloud” portion of the plot reflects the data density distribution characteristics, and the “rain” plot portion demonstrates the degree of dispersion of the sample values. In the box plot, the lower boundary corresponds to the first quartile, the upper boundary corresponds to the third quartile, the horizontal line in the center indicates the median, and the upper and lower whisker ends of the box represent the maximum and minimum values. It can be seen that the Sérsic index gradually decreases as the galaxy type goes from SPHs to IRRs, while the effective radius gradually increases.

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