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Joint Despeckling and Thermal Noise Compensation: Application to Sentinel-1 Images of the Arctic

  • Ines Meraoumia
  • , Debanshu Ratha
  • , Emanuele Dalsasso
  • , Johannes Lohse
  • , Florence Tupin
  • , Andrea Marinoni
  • , Loic Denis
  • Institut Polytechnique de Paris
  • University of Tromsø - The Arctic University of Norway
  • Framsenteret
  • Environmental Computational Science and Earth Observation (ECEO) laboratory
  • Institute for Marine and Antarctic Studies
  • Univrsity of Cambridge
  • Laboratoire Hubert Curien UMR CNRS 5516

Research output: Contribution to journalArticlepeer-review

Abstract

Synthetic aperture radar (SAR) images offer crucial information for studying and monitoring sea ice in the Arctic. Sentinel-1 captures images of the area using an extremely wide swath for reduced revisit time. The backscattered signal from sea ice and open water is often very weak, making it difficult to distinguish from the sensor thermal noise floor. Thermal noise impacts the images by generating a bias and increasing the fluctuations related to the speckle phenomenon. Analyzing these images requires both correcting this bias and reducing fluctuations without blurring out the image content. The acquisition of several subswaths in a single pass using Terrain Observation with Progressive Scans (TOPS) produces images that exhibit, after compensation for antenna gains, a nonuniform thermal noise floor and strong discontinuities between subswaths. Denoising techniques must take these specificities into account to restore the images. This article introduces a joint approach to remove the thermal noise offset and suppress fluctuations due to speckle and thermal noise. Compensating at once for all these effects largely reduces artifacts at the boundary between subswaths. We demonstrate using both numerical simulations and actual Sentinel-1 images that debiased polarimetric reflectivities can be recovered and fluctuations strongly reduced while preserving fine spatial structures.

Original languageEnglish
Article number5220312
JournalIEEE Transactions on Geoscience and Remote Sensing
Volume63
DOIs
Publication statusPublished - 1 Jan 2025

Keywords

  • Despeckling
  • sea ice
  • synthetic aperture radar (SAR)
  • thermal noise

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