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Study on Class Imbalance in Land Use Classification for Soil Erosion in Dry–Hot Valley Regions.

• Authors : Deng, Yuzhuang¹ (AUTHOR); Chen, Guokun^1,2,3 (AUTHOR) ; Tang, Bohui^1,2,3 (AUTHOR)

• Source: Remote Sensing. May2025, Vol. 17 Issue 9, p1628. 19p.

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TA-MSA: A Fine-Tuning Framework for Few-Shot Remote Sensing Scene Classification.

• Authors : Li, Xiang^1,2,3,4 (AUTHOR); Sun, Yumei^1,2,3,4 (AUTHOR); Peng, Xiaoming^3,5 (AUTHOR)

• Source: Remote Sensing. Apr2025, Vol. 17 Issue 8, p1395. 22p.

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Comparison of Machine Learning for Multispectral Signature Classification of Invasive Spathodea campanulata in Remote Sensing Imagery.

• Authors : Ramoncito, Nomar A.¹ ; Jawani, Rovana M.¹

• Source: Philippine Journal of Science. Feb2025, Vol. 154 Issue 1, p233-242. 10p.

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Restricted Label-Based Self-Supervised Learning Using SAR and Multispectral Imagery for Local Climate Zone Classification.

• Authors : Nawaz, Amjad¹ (AUTHOR); Yang, Wei¹ (AUTHOR); Zeng, Hongcheng¹ (AUTHOR)

• Source: Remote Sensing. Apr2025, Vol. 17 Issue 8, p1335. 25p.

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Explainability Feature Bands Adaptive Selection for Hyperspectral Image Classification.

• Authors : Liu, Jirui¹ (AUTHOR); Lan, Jinhui^1,2 (AUTHOR) ; Zeng, Yiliang¹ (AUTHOR)

• Source: Remote Sensing. May2025, Vol. 17 Issue 9, p1620. 19p.

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Comparative Study of Different Classification Methods and Winner Takes All Approach.

• Authors : Abdel Aziz, Khaled Mahmoud^1,2 ; Elsonbaty, Loutfia²

Subjects: *IMAGE recognition (Computer vision); *SUPPORT vector machines; *REMOTE sensing

• Source: Civil Engineering Journal (2476-3055). Oct2024, Vol. 10 Issue 10, p3370-3385. 16p.

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Multitemporal Remote Sensing for Crop Classification and Drought Assessment Using Landsat and Sentinel-2

• Authors : Torres Duré, Karen Elizabeth;

Subjects: Teledetecció; Remote sensing; Teledetección

• Source: TDX (Tesis Doctorals en Xarxa)

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Volcanic Activity Classification Through Semi-Supervised Learning Applied to Satellite Radiance Time Series.

• Authors : Spina, Francesco¹ (AUTHOR); Bilotta, Giuseppe¹ (AUTHOR); Cappello, Annalisa¹ (AUTHOR)

• Source: Remote Sensing. May2025, Vol. 17 Issue 10, p1679. 22p.

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A New Dual-Branch Embedded Multivariate Attention Network for Hyperspectral Remote Sensing Classification.

• Authors : Chen, Yuyi¹ (AUTHOR) ; Wang, Xiaopeng¹ (AUTHOR) ; Zhang, Jiahua^2,3 (AUTHOR)

• Source: Remote Sensing. Jun2024, Vol. 16 Issue 11, p2029. 25p.

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HGR Correlation Pooling Fusion Framework for Recognition and Classification in Multimodal Remote Sensing Data.

• Authors : Zhang, Hongkang¹ (AUTHOR) ; Huang, Shao-Lun¹ (AUTHOR) ; Kuruoglu, Ercan Engin¹ (AUTHOR)

• Source: Remote Sensing. May2024, Vol. 16 Issue 10, p1708. 21p.

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