journal article·2025-04-30Open access

Special Issue: Deep Learning in Remote Sensing Applications (Editorial)

Francesco Zirilli

Applied Sciences· Volume 15· Issue 9

Abstract

Satellite remote sensing applications are data-intensive, and monitoring activities are the most common use of remote sensing data [...]
Only a short abstract or summary was supplied by the source.
Source: crossref · Quality: short

Research context

OpenAlex topics: Automated Road and Building Extraction · Remote-Sensing Image Classification · Anomaly Detection Techniques and Applications

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Dipartimento di Matematica “G. Castelnuovo”, Università di Roma “La Sapienza”, 00185 Rome, Italy

References (13)

Show source-provided references
1. Finn, C., Abbeel, P., and Levine, S. (2017, January 6–11). Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks. Proceedings of the International Conference on Machine Learning, PMLR, Sydney, Australia.
2. Prototypical Networks for Few-Shot Learning
3. Deep few shot learning for hyperspectral image classification10.1109/TGRS.2018.2872830 ↗
4. Liu, Z., Lin, Y., Cao, Y., Hu, H., Wei, Y., Zhang, Z., and Guo, B. (2021, January 10–17). Swin transformer: Hierarchical vision transformer using shifted windows. Proceedings of the IEEE/CVF International Conference on Computer Vision, Montreal, QC, Canada.10.1109/ICCV48922.2021.00986 ↗
5. Ghaffarian, S., Valente, J., Van Der Voort, M., and Tekinerdogan, B. (2021). Effect of attention mechanism in deep learning based remote sensing image processing: A systematic literature review. Remote Sens., 13.10.3390/rs13152965 ↗
6. Wu, T., and Dong, Y. (2023). YOLO-SE: Improved YOLOv8 for Remote Sensing Object Detection and Recognition. Appl. Sci., 13.10.3390/app132412977 ↗
7. Incekara, A.H., Delen, A., Seker, D.Z., and Goksel, C. (2019). Investigating the utility potential of low cost Unmanned Aerial Vehicles in the temporal monitoring of a landfill. ISPRS Int. J. Geo-Inf., 8.10.3390/ijgi8010022 ↗
8. LO-Det Lightweight Oriented Object Detection in Remote Sensing Images
9. The United Nations world water development report 2015
10. Mixture based superpixel segmentation and classification of SAR images10.1109/LGRS.2016.2605583 ↗
11. Semantic classification of urban buildings combining VHR image and GIS data: An improved random forest approach10.1016/j.isprsjprs.2015.03.011 ↗
12. Remote Sensing Sea Ice Image Classification based on Multilevel Feature Fusion and Residual Network10.1155/2021/9928351 ↗
13. A review of deep learning methods for semantic segmentation of remote sensing imagery10.1016/j.eswa.2020.114417 ↗