Tell a friend
Print
Jangir, Sandeep Kumar and Bahmanyar, Reza (2023) Enhancing Very High-Resolution Satellite Images At 15 cm: A Novel Pipeline With Synthetic Data and Single Image Super Resolution. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17, 2670 -2689. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2023.3346181. ISSN 1939-1404.
![[img]](https://elib.dlr.de/style/images/fileicons/application_pdf.png) |
PDF
- Published version
96MB |
Official URL: https://ieeexplore.ieee.org/document/10372096
Abstract
Employing a two-step pipeline that encompasses an image-to-image translation and a superresolution (SR) network, we significantly enhance satellite images with a ground sample distance (GSD) of 30 cm to a superior 15 cm GSD. Our translation network learns from the characteristics of satellite images and replicates these onto aerial images with a GSD of 15 cm, creating a tailored training dataset. The SR network then uses this dataset to train and render enhanced satellite images at a GSD of 15 cm. This innovative approach can provide a cost-effective substitute for commercial high-definition images, and broadens the usage of high-quality data across various applications.
| Item URL in elib: | https://elib.dlr.de/202089/ | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Document Type: | Article | ||||||||||||
| Title: | Enhancing Very High-Resolution Satellite Images At 15 cm: A Novel Pipeline With Synthetic Data and Single Image Super Resolution | ||||||||||||
| Authors: |
| ||||||||||||
| Date: | 22 December 2023 | ||||||||||||
| Journal or Publication Title: | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | ||||||||||||
| Refereed publication: | Yes | ||||||||||||
| Open Access: | Yes | ||||||||||||
| Gold Open Access: | Yes | ||||||||||||
| In SCOPUS: | Yes | ||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||
| Volume: | 17 | ||||||||||||
| DOI: | 10.1109/JSTARS.2023.3346181 | ||||||||||||
| Page Range: | 2670 -2689 | ||||||||||||
| Publisher: | IEEE - Institute of Electrical and Electronics Engineers | ||||||||||||
| ISSN: | 1939-1404 | ||||||||||||
| Status: | Published | ||||||||||||
| Keywords: | 15 cm ground sample distance (GSD), aerial and satellite image enhancement, image-to-image (I2I) translation, Super Resolution (SR) | ||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||
| HGF - Program: | Transport | ||||||||||||
| HGF - Program Themes: | Road Transport | ||||||||||||
| DLR - Research area: | Transport | ||||||||||||
| DLR - Program: | V ST Straßenverkehr | ||||||||||||
| DLR - Research theme (Project): | V - KoKoVI - Koordinierter kooperativer Verkehr mit verteilter, lernender Intelligenz | ||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||
| Institutes and Institutions: | Remote Sensing Technology Institute > Photogrammetry and Image Analysis | ||||||||||||
| Deposited By: | Jangir, Sandeep Kumar | ||||||||||||
| Deposited On: | 17 Jan 2024 10:29 | ||||||||||||
| Last Modified: | 19 Jan 2024 07:15 |
Repository Staff Only: item control page
