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cs.LG2022★ 1 cited
RENs: Relevance Encoding Networks
Krithika Iyer, Riddhish Bhalodia, Shireen Elhabian
The manifold assumption for high-dimensional data assumes that the data is generated by varying a set of parameters obtained from a low-dimensional latent space. Deep generative mo…
eess.IV2022
Learning Population-level Shape Statistics and Anatomy Segmentation From Images: A Joint Deep Learning Model
Wenzheng Tao, Riddhish Bhalodia, Shireen Elhabian
Statistical shape modeling is an essential tool for the quantitative analysis of anatomical populations. Point distribution models (PDMs) represent the anatomical surface via a den…