Low tensor train and low multilinear rank approximations of 3D tensors for compression and de-speckling of optical coherence tomography images.

Physics in medicine and biology(2023)

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摘要
Studies conducted on datasets acquired by two different types of scanners confirmed capabilities of proposed framework that, for a wide range of CRs, yields de-speckled 3D OCT images suitable for clinical data archiving and remote consultation, for visual inspection-based diagnosis and for machine learning-based diagnosis by using segmented retina layers.
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关键词
3D optical coherence tomography, compression, de-speckling, tensor train rank, multilinear rank, Schatten-p norm, surrogate of Schatten-0 norm
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