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Browsing University of Hertfordshire by Author "Durgesh, Rupesh"
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From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation
Xu, Quanfeng; Shen, Shiyin; Souza, Rafael S. de; Chen, Mi; Ye, Renhao; She, Yumei; Chen, Zhu; Ishida, Emille E. O.; Krone-Martins, Alberto; Durgesh, Rupesh (2023-10-17)We present a novel approach for the dimensionality reduction of galaxy images by leveraging a combination of variational auto-encoders (VAE) and domain adaptation (DA). We demonstrate the effectiveness of this approach ...