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Omar DeGuchy
Publication Activity (10 Years)
Years Active: 2017-2022
Publications (10 Years): 10
Top Topics
Gaussian Noise
Trust Region
Neural Network
High Resolution Images
Top Venues
EUSIPCO
CAMSAP
ICASSP
ACSCC
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Publications
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Aditya Ranganath
,
Omar DeGuchy
,
Fabian Santiago
,
Mukesh Singhal
,
Roummel F. Marcia
Recurrent Nerual Imaging: An Evolutionary Approach for Mixed Possion-Gaussian Image Denoising.
ICMLA
(2022)
Aditya Ranganath
,
Omar DeGuchy
,
Mukesh Singhal
,
Roummel F. Marcia
Multi-Stage Gaussian Noise Reduction with Recurrent Neural Networks.
ACSCC
(2021)
Aditya Ranganath
,
Omar DeGuchy
,
Mukesh Singhal
,
Roummel F. Marcia
Second-Order Trust-Region Optimization for Data-Limited Inference.
EUSIPCO
(2021)
Jacqueline Alvarez
,
Omar DeGuchy
,
Roummel F. Marcia
Image Classification in Synthetic Aperture Radar Using Reconstruction from Learned Inverse Scattering.
IGARSS
(2020)
Mario Banuelos
,
Omar DeGuchy
,
Suzanne Sindi
,
Roummel F. Marcia
Related Inference: A Supervised Learning Approach to Detect Signal Variation in Genome Data.
EUSIPCO
(2020)
Michael Fernando Mendez Jimenez
,
Omar DeGuchy
,
Roummel F. Marcia
Deep Convolutional Autoencoders for Deblurring and Denoising Low-Resolution Images.
ISITA
(2020)
Omar DeGuchy
,
Fabian Santiago
,
Mario Banuelos
,
Roummel F. Marcia
Deep Neural Networks for Low-resolution Photon-limited Imaging.
ICASSP
(2019)
Omar DeGuchy
,
Jennifer B. Erway
,
Roummel F. Marcia
Compact representation of the full Broyden class of quasi-Newton updates.
Numer. Linear Algebra Appl.
25 (5) (2018)
Jacob Rafati
,
Omar DeGuchy
,
Roummel F. Marcia
Trust-Region Minimization Algorithm for Training Responses (TRMinATR): The Rise of Machine Learning Techniques.
EUSIPCO
(2018)
Omar DeGuchy
,
Lasith Adhikari
,
Arnold D. Kim
,
Roummel F. Marcia
Photon-Limited fluorescence lifetime imaging microscopy signal recovery with known bounds.
CAMSAP
(2017)