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A list of resources to get you started with Deep Learning based despeckling of Synthetic Aperture Radar(SAR) images

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awesome-sar-deep-learning

A list of resources to get you started with Deep Learning in Synthetic Aperture Radar(SAR) images

Contents:

  1. Introduction
  2. Research Papers on Deep Learning based SAR Despeckling
  3. Dataset sources
  4. Data Processing Applications

Introduction

Papers

  • Deep Learning in SAR Despeckling: Trends and Perspectives [Paper]

  • A SURE-Based Unsupervised Deep Learning Method for SAR Despeckling [Paper]

  • ID-CNN: SAR Image Despeckling Using a Convolutional Neural Network [Paper] [Code]

  • SAR-CNN: SAR Image Despeckling by Deep Neural Networks: from a pre-trained model to an end-to-end training strategy [Paper] [Code]

  • SAR2SAR: a semi-supervised despeckling algorithm for SAR images [Paper] [Code]

  • Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks [ Paper] [Code]

  • A Practical Approach for SAR Image Despeckling Using Deep Learning [Paper]

  • deSpeckNet: Generalizing Deep Learning Based SAR Image Despeckling [Paper] [Code]

  • SAR-CNN (G. Chierchia et al): SAR image despeckling through convolutional neural networks Paper [Code]

  • Reference-Free Despeckling of Synthetic-Aperture Radar Images Using a Deep Convolutional Network [Paper] [Code]

Dataset Sources

Data Processing Applications

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A list of resources to get you started with Deep Learning based despeckling of Synthetic Aperture Radar(SAR) images

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