Search Results for author: Alona Golts

Found 6 papers, 4 papers with code

Linearized Kernel Dictionary Learning

1 code implementation18 Sep 2015 Alona Golts, Michael Elad

In this paper we present a new approach of incorporating kernels into dictionary learning.

Dictionary Learning General Classification

Deep-Energy: Unsupervised Training of Deep Neural Networks

1 code implementation31 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.

Image Dehazing Image Matting +1

Unsupervised Single Image Dehazing Using Dark Channel Prior Loss

1 code implementation6 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.

Image Dehazing Single Image Dehazing

Ada-LISTA: Learned Solvers Adaptive to Varying Models

1 code implementation23 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.

Image Denoising Image Inpainting

GRAM: Global Reasoning for Multi-Page VQA

no code implementations7 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.

Question Answering Visual Question Answering

Cannot find the paper you are looking for? You can Submit a new open access paper.