Shady Abu-Hussein, PhD

About Me

Welcome to my personal website!

I am a Research Scientist at Samsung Research. I received my B.Sc. in Electrical Engineering from Ben-Gurion University of the Negev in 2017, and my Ph.D. (direct track) from the Department of Electrical Engineering at Tel Aviv University in 2024, under the supervision of Prof. Raja Giryes.
My primary research interests lie in deep learning, with a particular focus on inverse problems, generative modeling, and self-supervised learning. Recently, I have also developed a strong interest in natural language processing and state-space models.

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

  ICLR, 2025

  [Paper] [Code]
• 

  UDPM: Upsampling Diffusion Probabilistic Models

  Shady Abu-Hussein, and Raja Giryes

  NeurIPS, 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]