Semantic Segmentation of Sentinel-2 Imagery for Mapping Irrigation Center Pivots

Estimating the number and size of irrigation center pivot systems (CPS) from remotely sensed data, using artificial intelligence (AI), is a potential information source for assessing agricultural water use. In this study, we identified two technical challenges in the neural-network-based classificat...

Full description

Bibliographic Details
Published in:	Remote Sensing
Main Authors:	Lukas Graf, Heike Bach, Dirk Tiede
Format:	Article
Language:	English
Published:	MDPI AG 2020-12-01
Subjects:	center pivot systems irrigation semantic segmentation U-NET neural network AI
Online Access:	https://www.mdpi.com/2072-4292/12/23/3937

Similar Items

An engineering approach to support user-led innovation in improving the performance of artisanal irrigation pivots in the Algerian Sahara
by: Abdelkrim Ould Rebai, et al.
Published: (2024-12-01)

Spatiotemporal Changes of Center Pivot Irrigation Farmland in the Mu Us Region and Its Impact on the Surrounding Vegetation Growth
by: Zebang Song, et al.
Published: (2024-02-01)

Evaluation of The Hydraulic and Field Performance of Center Pivot Irrigation Systems in a Semi-Arid Climate
by: Zechariah Jeremaiho Othong, et al.
Published: (2024-12-01)

Deep Semantic Segmentation of Center Pivot Irrigation Systems from Remotely Sensed Data
by: Anesmar Olino de Albuquerque, et al.
Published: (2020-07-01)

EFFECT OF ADDED WATER DEPTH AND IRRIGATION INTERVAL ON SOME SOIL PHYSICAL PROPERTIES, GROWTH, AND YIELD OF WHEAT UNDER CENTER PIVOT SPRINKLER IRRIGATION SYSTEM WESTERN IRAQ
by: Sh. M. H. Al-mehmdy, et al.
Published: (2025-06-01)

Automated Detection of Center-Pivot Irrigation Systems from Remote Sensing Imagery Using Deep Learning
by: Aliasghar Bazrafkan, et al.
Published: (2025-07-01)

Determination of the Center-pivot Sprinkler Irrigation Uniformity Coefficient Applying the Ballistic Model
by: A. M, et al.
Published: (2014-02-01)

Increasing Shape Bias to Improve the Precision of Center Pivot Irrigation System Detection
by: Jiwen Tang, et al.
Published: (2021-02-01)

Distribuição espacial de pivôs centrais no Brasil: I - região sudeste Spatial distribution of center pivots in Brazil: I - southeast region
by: Wulf Schmidt, et al.
Published: (2004-12-01)

Evaluation and Comparison of Semantic Segmentation Networks for Rice Identification Based on Sentinel-2 Imagery
by: Huiyao Xu, et al.
Published: (2023-03-01)

Challenges and opportunities in precision irrigation decision-support systems for center pivots
by: Jingwen Zhang, et al.
Published: (2021-01-01)

Multi-Year Crop Type Mapping Using Sentinel-2 Imagery and Deep Semantic Segmentation Algorithm in the Hetao Irrigation District in China
by: Guang Li, et al.
Published: (2023-02-01)

Integrating hydrologic modeling and satellite remote sensing to assess the performance of sprinkler irrigation
by: Chaolei Zheng, et al.
Published: (2024-05-01)

Research on Intelligent Identification of Pivoting Center and Smooth Processing of Test Data for Flying Flexible Joint
by: Yue-bing Wen, et al.
Published: (2021-04-01)

Attention U-Net-based semantic segmentation for welding line detection
by: Hunor István Lukács, et al.
Published: (2025-05-01)

U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery
by: Ivica Dimitrovski, et al.
Published: (2024-06-01)

Climate-Informed Management of Irrigated Cotton in Western Kansas to Reduce Groundwater Withdrawals
by: R. L. Baumhardt, et al.
Published: (2024-06-01)

An efficient semantic segmentation method for road crack based on EGA-UNet
by: Li Yang, et al.
Published: (2025-09-01)

Pivot subtitling workflows in the age of streaming platforms
by: Rocío Baños, et al.
Published: (2025-07-01)

Semantic Segmentation on Panoramic Dental X-Ray Images Using U-Net Architectures
by: Rafiatul Zannah, et al.
Published: (2024-01-01)

Semantic Segmentation of Aerial Imagery Using U-Net with Self-Attention and Separable Convolutions
by: Bakht Alam Khan, et al.
Published: (2024-04-01)

Performance and radial distribution profiles of a variable flow rate sprinkler developed for precision irrigation
by: Robson André Armindo, et al.
Published: (2012-04-01)

Toward Sustainable Agriculture: DPA-UNet for Semantic Segmentation of Landscapes Using Remote Sensing Imagery
by: J. Kavipriya, et al.
Published: (2025-01-01)

Effects of center pivot sprinkler fertigation on the yield of continuously cropped soybean
by: Cao Hua, et al.
Published: (2020-12-01)

Pivot Attack Classification for Cyber Threat Intelligence
by: Rafael Salema Marques, et al.
Published: (2022-10-01)

Evaluation of water distribution under pivot irrigation systems using remote sensing imagery in eastern Nile delta
by: E. Farg, et al.
Published: (2017-04-01)

Adapting climate resilient center pivot irrigation system through monitoring and operating under microclimate change: The case of Wonji-Shoa Sugar Estate, Ethiopia
by: Chala Wakjira
Published: (2023-04-01)

A Comparative Study of Standard Center Pivot and Growers-Based Modified Center Pivot for Evaluating Uniformity Coefficient and Water Distribution
by: Hussein Al-Ghobari, et al.
Published: (2021-08-01)

Assessing the hydraulic parameter’s uncertainty of the HYDRUS model using DREAM method
by: Samaneh Etminan, et al.
Published: (2022-11-01)

Simulating water distribution patterns for fixed spray plate sprinkler using the ballistic theory
by: Sofiane Ouazaa, et al.
Published: (2014-07-01)

OCT layer segmentation using U-NET semantic segmentation and RESNET34 encoder-decoder
by: K. Yojana, et al.
Published: (2023-10-01)

Automated Semantic Segmentation for Autonomous Railway Vehicles
by: Oğuzhan Katar, et al.
Published: (2022-01-01)

EfficientNet family U-Net models for deep learning semantic segmentation of kidney tumors on CT images
by: Abubaker Abdelrahman, et al.
Published: (2023-09-01)

Semantic segmentation of rusts and spots of wheat
by: I.V. Arinichev, et al.
Published: (2023-02-01)

Effectiveness of robot-based pivotal response treatment for children with autism – A systematic review
by: Minhajzafar Nasirabadi, et al.
Published: (2024-05-01)

Bilateral U‐Net semantic segmentation with spatial attention mechanism
by: Guangzhe Zhao, et al.
Published: (2023-06-01)

Image Semantic Segmentation of Underwater Garbage with Modified U-Net Architecture Model
by: Lifu Wei, et al.
Published: (2022-08-01)

Automatic extraction and 3D modeling of real road scenes using UAV imagery and deep learning semantic segmentation
by: Zhen Liu, et al.
Published: (2024-12-01)

Enhancing distant low-resource neural machine translation with semantic pivot
by: Enchang Zhu, et al.
Published: (2025-03-01)

Dynamic Mapping of Paddy Rice Using Multi-Temporal Landsat Data Based on a Deep Semantic Segmentation Model
by: Meiqi Du, et al.
Published: (2022-06-01)