1 code implementation • 18 Sep 2015 • Alona Golts, Michael Elad
In this paper we present a new approach of incorporating kernels into dictionary learning.
1 code implementation • 31 May 2018 • Alona Golts, Daniel Freedman, Michael Elad
The success of deep learning has been due, in no small part, to the availability of large annotated datasets.
Ranked #22 on Image Dehazing on SOTS Outdoor
1 code implementation • 6 Dec 2018 • Alona Golts, Daniel Freedman, Michael Elad
Instead of feeding the network with synthetic data, we solely use real-world outdoor images and tune the network's parameters by directly minimizing the DCP.
Ranked #21 on Image Dehazing on SOTS Outdoor
1 code implementation • 23 Jan 2020 • Aviad Aberdam, Alona Golts, Michael Elad
Neural networks that are based on unfolding of an iterative solver, such as LISTA (learned iterative soft threshold algorithm), are widely used due to their accelerated performance.
no code implementations • ICCV 2023 • Aviad Aberdam, David Bensaïd, Alona Golts, Roy Ganz, Oren Nuriel, Royee Tichauer, Shai Mazor, Ron Litman
Reading text in real-world scenarios often requires understanding the context surrounding it, especially when dealing with poor-quality text.
no code implementations • 7 Jan 2024 • Tsachi Blau, Sharon Fogel, Roi Ronen, Alona Golts, Roy Ganz, Elad Ben Avraham, Aviad Aberdam, Shahar Tsiper, Ron Litman
The increasing use of transformer-based large language models brings forward the challenge of processing long sequences.