Original Research
Accepted on 12 Aug 2026
WD-CD: A Large-Scale High-Resolution Optical Remote Sensing Benchmark for Fine-Grained Change Detection in War Scenarios
in Image Analysis and Classification
Frontiers in Remote Sensing
- 223 views
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78 articles
articles
Original Research
Published on 04 Aug 2026
DBF-YOLO: a lightweight dual-branch fusion method for Visible-SAR cross-modal remote sensing target detection
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1919576
- 517 views
Review
Published on 30 Jul 2026
Remote sensing-based detailed wetland classification: a review of advances from 2020 to 2025
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1852249
- 785 views
Editorial
Published on 24 Jul 2026
Editorial: Machine learning for advanced remote sensing: from theory to applications and societal impact
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1931394
- 602 views
Methods
Published on 22 Jul 2026
High-precision individual tree canopy segmentation from UAV remote sensing imagery based on the improved BKFE-UNet model
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1861186
- 967 views
Original Research
Published on 21 Jul 2026
A multi-class, multi-temporal crop and Land cover mapping framework for Morocco using Sentinel-1/2 monthly composites and advanced machine learning ensembles
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1827393
- 1,205 views
Original Research
Published on 08 Jul 2026
Neutrosophic soft-computing ensemble for high-accuracy satellite image scene classification
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1882437
- 858 views
Brief Research Report
Published on 07 Jul 2026
Sequential feature selection for efficient landslide segmentation from multi-spectral data
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1877713
- 988 views
Original Research
Published on 30 Jun 2026
SOE-YOLO: towards efficient and accurate small object detection in optical remote sensing imagery
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1869435
- 1,396 views
Original Research
Published on 25 Jun 2026
Integrated spatial-contextual remote sensing classification via dual-path transformers and entropy-regularized HSIC
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1834812
- 1,206 views
Methods
Published on 22 Jun 2026
Fine-grained crop classification from satellite image time series by boosting rare-class representations and enforcing global semantic consistency
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1822070
- 1,378 views
Original Research
Published on 11 May 2026
A unified comparative framework for multiscale geometric transforms in SAR and multispectral satellite image analysis
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1838521
- 1,518 views
Original Research
Published on 22 Apr 2026
S3ViT: self-supervised spectral vision transformer framework for hyperspectral unmixing
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1812755
- 2,828 views
Original Research
Published on 24 Mar 2026
Benchmarking machine learning classifiers for urban mapping in arid environments: a google earth engine analysis of Riyadh’s expansion (1990–2025)
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1765013
- 2,165 views
Original Research
Published on 11 Mar 2026
A fully satellite-driven workflow for hydrodynamic modeling in data-scarce coastal systems: integrating ICESat-2, Sentinel-2, SWOT and reanalysis models
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1751006
- 3,238 views
Original Research
Published on 30 Jan 2026
Research on automatic mosaicking and synthesis processing technology for multi-source remote sensing images
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1731775
- 1,809 views
- 1 citation
Original Research
Published on 14 Jan 2026
Geological mapping of copper deposits in the democratic republic of Congo through remote sensing data and machine learning
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1678991
- 5,545 views
- 1 citation
Original Research
Published on 13 Jan 2026
Efficient remote sensing image super-resolution with residual-enhanced wavelet and key-value adaptation
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1718058
- 3,343 views
- 1 citation
Original Research
Published on 09 Jan 2026
Enhancing land cover classification in the heterogeneous landscape by integrating auxiliary data with Sentinel-2 imagery using the random forest algorithm
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1697897
- 6,287 views
- 8 citations
Original Research
Published on 16 Dec 2025
Detection potential of floating matter in high-resolution X-band SAR data: initial results with visual interpretations
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1693286
- 3,284 views
- 1 citation
Original Research
Published on 10 Dec 2025
A privacy-preserving, on-board satellite image classification technique incorporating homomorphic encryption and transfer learning
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1678882
- 2,241 views
Original Research
Published on 01 Dec 2025
3D colored point cloud classification of a deep-sea cold-water coral and sponge habitat using geometric features and machine learning algorithms
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1680353
- 2,597 views
- 2 citations
Original Research
Published on 11 Nov 2025
Coffee extraction from remote sensing imagery based on multiple features: a case study of Pu’er City, China
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1696570
- 3,603 views
Original Research
Published on 03 Oct 2025
Operationalizing remote sensing methods for smallholder dry season irrigation detection in sub-Saharan Africa
in Image Analysis and Classification
Frontiers in Remote Sensing
doi 10.3389/frsen.2025.1661528
- 2,382 views