Fast Frequency-Diverse Radar Imaging Based on Adaptive Sampling Iterative Soft-Thresholding Deep Unfolding Network

Z Wu, F Zhao, L Zhang, Y Cao, J Qian, J Xu, L Yang - Remote Sensing, 2023 - mdpi.com
Frequency-diverse radar imaging is an emerging field that combines computational imaging
with frequency-diverse techniques to interrogate the high-quality images of objects. Despite …

Inter-scale sure-let denoise with structured deep image prior: Interpretable self-supervised learning

J Li, S Muramatsu - ICASSP 2023-2023 IEEE International …, 2023 - ieeexplore.ieee.org
This work proposes a novel image restoration technique inspired by the Ulyanov's deep
image prior (DIP) method. DIP uses a deep convolutional network as an image prior to …

Inter-Scale Sure-Let Image Restoration with Deep Unrolled Image Prior

J Li, S Muramatsu - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
This study extends a self-supervised image denoising technique proposed by the authors to
a more general image restoration method. The previous work was inspired by Ulyanov's …

Structured Deep Image Prior for Image Denoising with Interscale SURE-LET

J Li, S Muramatsu - ITE Transactions on Media Technology and …, 2025 - jstage.jst.go.jp
抄録 This study develops a self-supervised image denoising technique that incorporates a
structured deep image prior (DIP) approach with Stein's unbiased risk estimator and linear …