Search Results for author: Hongyi Ren

Found 4 papers, 0 papers with code

Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning

no code implementations28 Sep 2021 Lequan Yu, Zhicheng Zhang, Xiaomeng Li, Hongyi Ren, Wei Zhao, Lei Xing

We then design a novel FBP reconstruction loss to encourage the network to generate more perfect completion results and a residual-learning-based image refinement module to reduce the secondary artifacts in the reconstructed CT images.

Image Reconstruction Metal Artifact Reduction

On Sample Complexity of Projection-Free Primal-Dual Methods for Learning Mixture Policies in Markov Decision Processes

no code implementations15 Mar 2019 Masoud Badiei Khuzani, Varun Vasudevan, Hongyi Ren, Lei Xing

We compute the actions of a policy that is nearly as good as a policy chosen by a suitable oracle from a given mixture policy class characterized by the convex hull of a set of known base policies.

A Distributionally Robust Optimization Method for Adversarial Multiple Kernel Learning

no code implementations27 Feb 2019 Masoud Badiei Khuzani, Hongyi Ren, Md Tauhidul Islam, Lei Xing

Specifically, we consider a distributionally robust optimization of the kernel-target alignment with respect to the distribution of training samples over a distributional ball defined by the Kullback-Leibler (KL) divergence.

Generalization Bounds Model Selection +2

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