DEEP LEARNING FOR REMOTE SENSING IMAGE CLASSIFICATION FOR AGRICULTURE APPLICATIONS

DEEP LEARNING FOR REMOTE SENSING IMAGE CLASSIFICATION FOR AGRICULTURE APPLICATIONS

This research examines the ability of deep learning methods for remote sensing image classification for agriculture applications. U-net and convolutional neural networks are fine-tuned, utilized and tested for crop/weed classification. The dataset for this study includes 60 top-down images of an org...

Full description

Bibliographic Details
Main Authors:	L. Hashemi-Beni, A. Gebrehiwot
Format:	Article
Language:	English
Published:	Copernicus Publications 2020-11-01
Series:	The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIV-M-2-2020/51/2020/isprs-archives-XLIV-M-2-2020-51-2020.pdf

Similar Items

3D Inundation Mapping: A Comparison Between Deep Learning Image Classification and Geomorphic Flood Index Approaches
by: Asmamaw Gebrehiwot, et al.
Published: (2022-06-01)

Application of Deep Learning in Multitemporal Remote Sensing Image Classification
by: Xinglu Cheng, et al.
Published: (2023-08-01)

Crop Classification for Agricultural Applications in Hyperspectral Remote Sensing Images
by: Loganathan Agilandeeswari, et al.
Published: (2022-02-01)

A METHOD TO GENERATE FLOOD MAPS IN 3D USING DEM AND DEEP LEARNING
by: A. Gebrehiwot, et al.
Published: (2020-11-01)

Deep Learning Application for Crop Classification via Multi-Temporal Remote Sensing Images
by: Qianjing Li, et al.
Published: (2023-04-01)

Deep Learning Models Performance Evaluations for Remote Sensed Image Classification
by: Abebaw Alem, et al.
Published: (2022-01-01)

Deep Learning-Based Methods for Lithology Classification and Identification in Remote Sensing Images
by: Zhijun Zhang, et al.
Published: (2025-01-01)

Ship Detection and Classification on Optical Remote Sensing Images Using Deep Learning
by: Liu Ying, et al.
Published: (2017-01-01)

APPLICATION OF CONVOLUTIONAL NEURAL NETWORK IN CLASSIFICATION OF HIGH RESOLUTION AGRICULTURAL REMOTE SENSING IMAGES
by: C. Yao, et al.
Published: (2017-09-01)

Block-Scrambling-Based Encryption with Deep-Learning-Driven Remote Sensing Image Classification
by: Faisal S. Alsubaei, et al.
Published: (2023-02-01)

Flood Extent Mapping: An Integrated Method Using Deep Learning and Region Growing Using UAV Optical Data
by: Leila Hashemi-Beni, et al.
Published: (2021-01-01)

Enhancing food crop classification in agriculture through dipper throat optimization and deep learning with remote sensing
by: Anil Antony, et al.
Published: (2024-09-01)

Deep Learning for Remote Sensing Image Scene Classification: A Review and Meta-Analysis
by: Aakash Thapa, et al.
Published: (2023-10-01)

Cross-city Landuse classification of remote sensing images via deep transfer learning
by: Xiangyu Zhao, et al.
Published: (2023-08-01)

Application of Deep Learning in Land Use Classification for Soil Erosion Using Remote Sensing
by: Lihong Wan, et al.
Published: (2022-04-01)

Application of ECOC SVMS in Remote Sensing Image Classification
by: Z. Yan, et al.
Published: (2014-11-01)

Application of spatial classification rules for remotely sensed images
by: Giedrius Stabingis, et al.
Published: (2014-12-01)

Iterative Deep Learning (IDL) for agricultural landscape classification using fine spatial resolution remotely sensed imagery
by: Huapeng Li, et al.
Published: (2021-10-01)

Remote sensing for agricultural applications
by: Zhengwei Yang, et al.
Published: (2017-02-01)

Integrating Image Quality Enhancement Methods and Deep Learning Techniques for Remote Sensing Scene Classification
by: Sheng-Chieh Hung, et al.
Published: (2021-12-01)

Intelligent Rider Optimization Algorithm with Deep Learning Enabled Hyperspectral Remote Sensing Imaging Classification
by: Ashit Kumar Dutta, et al.
Published: (2022-09-01)

Deep Learning-Based Classification Methods for Remote Sensing Images in Urban Built-Up Areas
by: Wenmei Li, et al.
Published: (2019-01-01)

Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities
by: Gong Cheng, et al.
Published: (2020-01-01)

Deep Feature Aggregation Network for Hyperspectral Remote Sensing Image Classification
by: Chunju Zhang, et al.
Published: (2020-01-01)

Deep Learning for LiDAR Point Cloud Classification in Remote Sensing
by: Ahmed Diab, et al.
Published: (2022-10-01)

Duplex-Hierarchy Representation Learning for Remote Sensing Image Classification
by: Xiaobin Yuan, et al.
Published: (2024-02-01)

Big Remote Sensing Image Classification Based on Deep Learning Extraction Features and Distributed Spark Frameworks
by: Imen Chebbi, et al.
Published: (2021-05-01)

Tree Species Classification in UAV Remote Sensing Images Based on Super-Resolution Reconstruction and Deep Learning
by: Yingkang Huang, et al.
Published: (2023-06-01)

High Resolution Remote Sensing Image Classification Based on Deep Transfer Learning and Multi Feature Network
by: Xinyan Huang
Published: (2023-01-01)

Review of deep learning methods for remote sensing satellite images classification: experimental survey and comparative analysis
by: Adekanmi Adeyinka Adegun, et al.
Published: (2023-06-01)

A novel approach for scene classification from remote sensing images using deep learning methods
by: Xiaowei Xu, et al.
Published: (2020-10-01)

Wide and Deep Fourier Neural Network for Hyperspectral Remote Sensing Image Classification
by: Jiangbo Xi, et al.
Published: (2022-06-01)

Attention-Aware Deep Feature Embedding for Remote Sensing Image Scene Classification
by: Xiaoning Chen, et al.
Published: (2023-01-01)

Hyperspectral Remote Sensing Image Classification Using Deep Convolutional Capsule Network
by: Runmin Lei, et al.
Published: (2021-01-01)

Deep Learning Approaches for Wildland Fires Remote Sensing: Classification, Detection, and Segmentation
by: Rafik Ghali, et al.
Published: (2023-03-01)

Remote sensing application in agriculture and hydrology /
by: Fraysse, Georges
Published: (1980)

Techniques for image processing and classification in remote sensing /
by: Schowengerdt, Robert A.
Published: (1983)

Research on remote sensing image extraction based on deep learning
by: Zhao Shun, et al.
Published: (2022-01-01)

Application of remote sensing to agricultural production forecasting /
by: Berg, A.
Published: (1981)

Remote Sensing Based Crop Type Classification Via Deep Transfer Learning
by: Krishna Karthik Gadiraju, et al.
Published: (2023-01-01)