Shady Abu-Hussein

PhD Student at Tel Aviv University

About Me

Welcome to my personal website! I'm a passionate Ph.D. student at Tel Aviv University, specializing in deep learning, with a focus on inverse problems, generative modeling, signal processing, and computer vision. Additionally, I am a research scientist at Intel Corporation.

Research Interests

My primary research interests revolve around improving deep learning methodologies through the integration of signal processing techniques, particularly in the areas of inverse problems and generative modeling. Additionally, I am actively engaged in the development of state-of-the-art real-time video super-resolution algorithms at Intel Corporation.

Contact Information

Email: shady.abh@gmail.com

[Google Scholar] [LinkedIn] [Twitter] [GitHub]

Publications

DeciMamba: Exploring the Length Extrapolation Potential of Mamba

Assaf Ben-Kish, Itamar Zimerman, Shady Abu-Hussein, Nadav Cohen, Amir Globerson, Lior Wolf, and Raja Giryes

arxiv, 2024
[Paper] [Code]
UDPM: Upsampling Diffusion Probabilistic Models

Shady Abu-Hussein, and Raja Giryes

arxiv, 2024
[Paper] [Code]
ADIR: Adaptive Diffusion for Image Reconstruction

Shady Abu-Hussein, Tom Tirer and, Raja Giryes

arxiv, 2023
[Paper] [Website] [Code - comming soon]
Procst: boosting semantic segmentation using progressive cyclic style-transfer

Shahaf Ettedgui, Shady Abu-Hussein, and Raja Giryes

arxiv, 2023
[Paper]
Unsupervised Domain Generalization by Learning a Bridge Across Domains (Oral)

Sivan Harary, Eli Schwartz, Assaf Arbelle, Peter Staar, Shady Abu-Hussein, Elad Amrani, Roei Herzig, Amit Alfassy, Raja Giryes, Hilde Kuehne, Dina Katabi, Kate Saenko, Rogerio Feris, and Leonid Karlinsky

CVPR, 2022
[Paper] [Code]
Image Restoration by Deep Projected GSURE

Shady Abu-Hussein, Tom Tirer, Se Young Chun, Yonina C. Eldar, and Raja Giryes

WACV, 2022
[Paper] [Code]
Correction filter for single image super-resolution: Robustifying off-the-shelf deep super-resolvers (Oral and Best Paper Award Nominee)

Shady Abu-Hussein, Tom Tirer, Se Young Chun, Yonina C. Eldar, and Raja Giryes

CVPR, 2020
[Paper] [Code]
Image-adaptive GAN based reconstruction

Shady Abu Hussein*, Tom Tirer*, and Raja Giryes

AAAI, 2020
[Paper] [Code]