asmolina / NLA_project

Skoltech, NLA project. Team SVDenjoyers

Tensor Robust Principal Component Analysis (TRPCA)

Related Toolboxes

• Tensor-Tensor Product Toolbox
• Tensor robust PCA and tensor completion based on tensor nuclear norm under linear transform
• Tensor Completion and Tensor Recovery from Gaussian Measurements
• A Library of ADMM for Sparse and Low-rank Optimization

References

1. Canyi Lu, Jiashi Feng, Yudong Chen, Wei Liu, Zhouchen Lin and Shuicheng Yan, Tensor Robust Principal Component Analysis with A New Tensor Nuclear Norm, TPAMI, 2019.

How to run

demo_trpca_image.m to get results for the tensor, check.m visualize the results for given channel.