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09/04/2023
Restoration Guarantee of Image Inpainting via Low Rank Patch Matrix Completion
In recent years, patch-based image restoration approaches have demonstra...
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08/09/2022
Two Stage Continuous Domain Regularization for Piecewise Constant Image Restoration
The finite-rate-of-innovation (FRI) framework which corresponds a signal...
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07/15/2022
Approximation Theory of Total Variation Minimization for Data Completion
Total variation (TV) minimization is one of the most important technique...
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12/12/2020
Image Restoration: Structured Low Rank Matrix Framework for Piecewise Smooth Functions and Beyond
Recently, mapping a signal/image into a low rank Hankel/Toeplitz matrix ...
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11/08/2019
Off-the-Grid Compressed Sensing MRI Reconstruction via Data Driven Tight Frame Regularization
Recently, the finite-rate-of-innovation (FRI) based continuous domain re...
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07/25/2019
Framelet Pooling Aided Deep Learning Network : The Method to Process High Dimensional Medical Data
Machine learning-based analysis of medical images often faces several hu...
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05/31/2018
Whole Brain Susceptibility Mapping Using Harmonic Incompatibility Removal
Quantitative susceptibility mapping (QSM) uses the phase data in magneti...
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01/25/2017