Search Results for author: Alona Golts

Found 4 papers, 4 papers with code

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

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

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

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

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