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Optimization-based approach for joint x-ray fluorescence and transmission tomographic inversion

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Federated Low-Rank Tensor Estimation for Multimodal Image Reconstruction

cs.LG · 2025-02-04 · conditional · novelty 5.0

The paper introduces CompJF and CompRandJF, federated Tucker-based reconstruction algorithms that aggregate clients via joint factorization and randomized sketching, claiming improved SSIM and communication efficiency on synthetic multimodal tomography.

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  • Federated Low-Rank Tensor Estimation for Multimodal Image Reconstruction cs.LG · 2025-02-04 · conditional · none · ref 5

    The paper introduces CompJF and CompRandJF, federated Tucker-based reconstruction algorithms that aggregate clients via joint factorization and randomized sketching, claiming improved SSIM and communication efficiency on synthetic multimodal tomography.