16 citations · 19 across the 2 of their papers we have counts for
5 papers
Deep Algorithm Unrolling for Biomedical Imaging
Yuelong Li, Or Bar-Shira, Vishal Monga +1
In this chapter, we review biomedical applications and breakthroughs via leveraging algorithm unrolling, an important technique that bridges between traditional iterative algorithm…
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing
Vishal Monga, Yuelong Li, Yonina C. Eldar
Deep neural networks provide unprecedented performance gains in many real world problems in signal and image processing. Despite these gains, future development and practical deplo…
Robust Alignment for Panoramic Stitching via an Exact Rank Constraint
Yuelong Li, Mohammad Tofighi, Vishal Monga
We study the problem of image alignment for panoramic stitching. Unlike most existing approaches that are feature-based, our algorithm works on pixels directly, and accounts for er…
An Algorithm Unrolling Approach to Deep Image Deblurring
Yuelong Li, Mohammad Tofighi, Vishal Monga +1
While neural networks have achieved vastly enhanced performance over traditional iterative methods in many cases, they are generally empirically designed and the underlying structu…
Deep Algorithm Unrolling for Blind Image Deblurring
Yuelong Li, Mohammad Tofighi, Junyi Geng +2
Blind image deblurring remains a topic of enduring interest. Learning based approaches, especially those that employ neural networks have emerged to complement traditional model ba…