Search Results for author: Liqiao Yang

Found 7 papers, 0 papers with code

Quaternion Matrix Completion Using Untrained Quaternion Convolutional Neural Network for Color Image Inpainting

no code implementations30 Apr 2023 Jifei Miao, Kit Ian Kou, Liqiao Yang, Juan Han

To address the two drawbacks of the existing quaternion matrix completion approaches mentioned above, this paper tends to use an untrained quaternion convolutional neural network (QCNN) to directly generate the completed quaternion matrix.

Image Inpainting Matrix Completion

Fixed-time synchronization for quaternion-valued memristor-based neural networks with mixed delays

no code implementations2 Jan 2023 Yanlin Zhang, Liqiao Yang, Kit Ian Kou, Yang Liu

In this paper, the fixed-time synchronization (FXTSYN) of unilateral coefficients quaternion-valued memristor-based neural networks (UCQVMNNs) with mixed delays is investigated.

Quaternion Tensor Completion with Sparseness for Color Video Recovery

no code implementations16 Dec 2022 Liqiao Yang, Kit Ian Kou, Jifei Miao, Yang Liu, Maggie Pui Man Hoi

A novel low-rank completion algorithm based on the quaternion tensor is proposed in this paper.

Low Rank Quaternion Matrix Completion Based on Quaternion QR Decomposition and Sparse Regularizer

no code implementations23 Nov 2022 Juan Han, Liqiao Yang, Kit Ian Kou, Jifei Miao, LiZhi Liu

In contrast to the traditional quaternion matrix completion algorithms based on quaternion singular value decomposition (QSVD), we propose a novel method based on quaternion Qatar Riyal decomposition (QQR).

Matrix Completion

Quaternion Tensor Train Rank Minimization with Sparse Regularization in a Transformed Domain for Quaternion Tensor Completion

no code implementations7 Sep 2022 Jifei Miao, Kit Ian Kou, Liqiao Yang, Dong Cheng

Combining both the global low-rank and local sparse priors of the quaternion tensor, we propose a novel quaternion tensor completion model, i. e., QTT-rank minimization with sparse regularization in a transformed domain.

Quaternion Optimized Model with Sparse Regularization for Color Image Recovery

no code implementations19 Apr 2022 Liqiao Yang, Yang Liu, Kit Ian Kou

In addition, the representation of a low-rank structure that is intrinsic to the color image is a vital issue in the quaternion matrix completion problem.

Matrix Completion

Low Rank Quaternion Matrix Recovery via Logarithmic Approximation

no code implementations3 Jul 2021 Liqiao Yang, Jifei Miao, Kit Ian Kou

From one side, unlike the traditional matrix completion method that handles RGB channels separately, the quaternion-based method is able to avoid destroying the structure of images via putting the color image in a pure quaternion matrix.

Image Restoration Matrix Completion

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