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Author

Laurence T. Yang

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Sep 2026

Bayesian Robust Fully-Connected Tensor Network Decomposition for Visual Data Denoising

Tensor Robust Principal Component Analysis (TRPCA) aims to recover low-rank and sparse components from the noisy tensor data, which has attracted significant attention in visual data denoising. However, existing CANDECOMP/PARAFAC (CP) and Tucker decomposition methods fail to fully exploit inter-dimensional correlations...

Chang-Long Li, Ze-Can Yang, Laurence T. Yang et al. · 0 citations
Jul 2026

The Scalable Tensor-based Codebook Product Quantization for Multi-Label Image Retrieval.

This work proposes a novel scalable product quantization framework within an end-to-end network, termed Tensor-based Codebook Product Quantization (TCPQ), an innovative attempt to integrate tensor theory with product quantization methods.

Bin Luo, Laurence T. Yang, Debin Liu et al. · 0 citations

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