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Geocarto International Volume 37, 2022 - Issue 6
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Original Articles

An assessment of temporal RADARSAT-2 SAR data for crop classification using KPCA based support vector machine

Dipankar Mandala Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai, IndiaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-8407-7125
ORCID Icon,
Vineet Kumara Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai, India;b Department of Water Resources, Delft University of Technology, Delft, The NetherlandsORCID Iconhttps://orcid.org/0000-0002-0469-3815
ORCID Icon &
Yallamanchili S. Raoa Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai, India
Pages 1547-1559 | Received 26 Nov 2019, Accepted 21 May 2020, Published online: 02 Jul 2020

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Mouad Alami Machichi, loubna El mansouri, yasmina imani, Omar Bourja, Ouiam Lahlou, Yahya Zennayi, François Bourzeix, Ismaguil Hanadé Houmma & Rachid Hadria. (2023) Crop mapping using supervised machine learning and deep learning: a systematic literature review. International Journal of Remote Sensing 44:8, pages 2717-2753.
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Maryam Imani. (2022) Entropy/anisotropy/alpha based 3DGabor filter bank for PolSAR image classification. Geocarto International 37:27, pages 18491-18519.
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Kranthi Madala & M. Siva Ganga Prasad. (2023) Crop mapping through hybrid capsule transient auto-encoder technique based on radar features. Multimedia Tools and Applications.
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Shweta Pokhariyal, N. R. Patel & Ajit Govind. (2023) Machine Learning-Driven Remote Sensing Applications for Agriculture in India—A Systematic Review. Agronomy 13:9, pages 2302.
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Zhijun Zhen, Shengbo Chen, Tiangang Yin & Jean-Philippe Gastellu-Etchegorry. (2023) Improving Crop Mapping by Using Bidirectional Reflectance Distribution Function (BRDF) Signatures with Google Earth Engine. Remote Sensing 15:11, pages 2761.
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Zhiwen Yang, Hebing Zhang, Xiaoxuan Lyu & Weibing Du. (2022) Improving Typical Urban Land-Use Classification with Active-Passive Remote Sensing and Multi-Attention Modules Hybrid Network: A Case Study of Qibin District, Henan, China. Sustainability 14:22, pages 14723.
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Seyd Teymoor Seydi, Meisam Amani & Arsalan Ghorbanian. (2022) A Dual Attention Convolutional Neural Network for Crop Classification Using Time-Series Sentinel-2 Imagery. Remote Sensing 14:3, pages 498.
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Estefani Almeyda & William Ipanaqué. (2022) RECENT DEVELOPMENTS OF ARTIFICIAL INTELLIGENCE FOR BANANA: APPLICATION AREAS, LEARNING ALGORITHMS, AND FUTURE CHALLENGES. Engenharia Agrícola 42:spe.
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Siddharth Hariharan, Dipankar Mandal, Siddhesh Tirodkar, Vineet Kumar & Avik Bhattacharya. 2022. Synthetic Aperture Radar (SAR) Data Applications. Synthetic Aperture Radar (SAR) Data Applications 195 217 .
Wenshuai Zhang & Zhangang Wang. (2021) Soil Pollution Prediction Based on KPCA and Improved Deep Sparse Extreme Learning Machine. Soil Pollution Prediction Based on KPCA and Improved Deep Sparse Extreme Learning Machine.
Oscar D. Pedrayes, Darío G. Lema, Daniel F. García, Rubén Usamentiaga & Ángela Alonso. (2021) Evaluation of Semantic Segmentation Methods for Land Use with Spectral Imaging Using Sentinel-2 and PNOA Imagery. Remote Sensing 13:12, pages 2292.
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Lefteris Benos, Aristotelis C. Tagarakis, Georgios Dolias, Remigio Berruto, Dimitrios Kateris & Dionysis Bochtis. (2021) Machine Learning in Agriculture: A Comprehensive Updated Review. Sensors 21:11, pages 3758.
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