Recent Progress in UAV-AI Remote Sensing
This reprint delves into the cutting-edge intersection of Unmanned Aerial Vehicles (UAV) and Artificial Intelligence (AI), offering a comprehensive look at how these technologies are revolutionizing vegetation monitoring, target tracking, and various other applications. Featuring 15 in-depth article...
Furkejuvvon:
| Materiálatiipa: | Online |
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| Giella: | eaŋgalasgiella |
| Almmustuhtton: |
MDPI - Multidisciplinary Digital Publishing Institute
2025
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| Fáttát: | |
| Liŋkkat: | ONIX_20250220_9783725820832_104 |
| Fáddágilkorat: |
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| _version_ | 1869521172427702272 |
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| collection | Directory of Open Access Books |
| description | This reprint delves into the cutting-edge intersection of Unmanned Aerial Vehicles (UAV) and Artificial Intelligence (AI), offering a comprehensive look at how these technologies are revolutionizing vegetation monitoring, target tracking, and various other applications. Featuring 15 in-depth articles, this Special Issue explores the potential of UAV multispectral and hyperspectral imagery for real-time dynamic monitoring and for the development of innovative methods for data interpretation. Some key features include, but are not limited to, the following: Focus on the application of AI techniques to process and model data from UAV sensors. Detailed analysis of UAV imagery in vegetation growth monitoring and dynamic target tracking. Topics include crop physical and chemical parameter inversion, crop growth monitoring, building extraction, and pest and disease forecasting. Novel approaches to extracting valuable information from UAV imagery. Essential reading for researchers, professionals, and students interested in UAV and AI integration. |
| format | Online |
| id | doab-20.500.12854ir-152740 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | MDPI - Multidisciplinary Digital Publishing Institute |
| publisherStr | MDPI - Multidisciplinary Digital Publishing Institute |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1527402025-02-20T12:59:46Z Recent Progress in UAV-AI Remote Sensing Dong, Yingying Yang, Chenghai Laneve, Giovanni Huang, Wenjiang max-relevance and min-redundance extreme gradient boosting regression wheat stripe rust feature selection spectral index solar-induced chlorophyll fluorescence hyperspectral remote sensing unmanned aerial vehicles (UAVs) wide-area and real-time object search aerial image object detection leaf chlorophyll content canopy chlorophyll content vertical distribution leaf spectral reflectance maize wheat fusarium head blight mechanism remote sensing machine learning techniques UAV tracking and landing visual anti-interference deep learning weakly supervised learning image-to-image translation transmission line detection unmanned aerial vehicle channel attention mechanism comprehensive growth index vegetation indices multiple linear regression partial least squares random forest precision agriculture multi-object tracking data association temporal information remote sensing data video sequence visual object tracking adversarial learning convolutional neural network attention mechanism UAV hyperspectral spectral feature location feature vegetation indexes potato aboveground biomass building extraction floor area estimation rural China above-ground biomass green-edge parameters partial least squares regression canopy original spectra first-derivative spectra plant height support vector machine Gaussian process regression plant nitrogen content spectral indices unmanned aerial vehicles object tracking object localization edge computing inspection YOLOv4 YOLOv7 DeepSORT n/a thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RG Geography This reprint delves into the cutting-edge intersection of Unmanned Aerial Vehicles (UAV) and Artificial Intelligence (AI), offering a comprehensive look at how these technologies are revolutionizing vegetation monitoring, target tracking, and various other applications. Featuring 15 in-depth articles, this Special Issue explores the potential of UAV multispectral and hyperspectral imagery for real-time dynamic monitoring and for the development of innovative methods for data interpretation. Some key features include, but are not limited to, the following: Focus on the application of AI techniques to process and model data from UAV sensors. Detailed analysis of UAV imagery in vegetation growth monitoring and dynamic target tracking. Topics include crop physical and chemical parameter inversion, crop growth monitoring, building extraction, and pest and disease forecasting. Novel approaches to extracting valuable information from UAV imagery. Essential reading for researchers, professionals, and students interested in UAV and AI integration. 2025-02-20T12:59:43Z 2025-02-20T12:59:43Z 2024 book ONIX_20250220_9783725820832_104 9783725820832 9783725820849 https://directory.doabooks.org/handle/20.500.12854/152740 eng application/octet-stream Attribution 4.0 International https://mdpi.com/books/pdfview/book/9931 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-7258-2084-9 10.3390/books978-3-7258-2084-9 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783725820832 9783725820849 314 Basel open access |
| spellingShingle | max-relevance and min-redundance extreme gradient boosting regression wheat stripe rust feature selection spectral index solar-induced chlorophyll fluorescence hyperspectral remote sensing unmanned aerial vehicles (UAVs) wide-area and real-time object search aerial image object detection leaf chlorophyll content canopy chlorophyll content vertical distribution leaf spectral reflectance maize wheat fusarium head blight mechanism remote sensing machine learning techniques UAV tracking and landing visual anti-interference deep learning weakly supervised learning image-to-image translation transmission line detection unmanned aerial vehicle channel attention mechanism comprehensive growth index vegetation indices multiple linear regression partial least squares random forest precision agriculture multi-object tracking data association temporal information remote sensing data video sequence visual object tracking adversarial learning convolutional neural network attention mechanism UAV hyperspectral spectral feature location feature vegetation indexes potato aboveground biomass building extraction floor area estimation rural China above-ground biomass green-edge parameters partial least squares regression canopy original spectra first-derivative spectra plant height support vector machine Gaussian process regression plant nitrogen content spectral indices unmanned aerial vehicles object tracking object localization edge computing inspection YOLOv4 YOLOv7 DeepSORT n/a thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RG Geography Recent Progress in UAV-AI Remote Sensing |
| title | Recent Progress in UAV-AI Remote Sensing |
| title_full | Recent Progress in UAV-AI Remote Sensing |
| title_fullStr | Recent Progress in UAV-AI Remote Sensing |
| title_full_unstemmed | Recent Progress in UAV-AI Remote Sensing |
| title_short | Recent Progress in UAV-AI Remote Sensing |
| title_sort | recent progress in uav ai remote sensing |
| topic | max-relevance and min-redundance extreme gradient boosting regression wheat stripe rust feature selection spectral index solar-induced chlorophyll fluorescence hyperspectral remote sensing unmanned aerial vehicles (UAVs) wide-area and real-time object search aerial image object detection leaf chlorophyll content canopy chlorophyll content vertical distribution leaf spectral reflectance maize wheat fusarium head blight mechanism remote sensing machine learning techniques UAV tracking and landing visual anti-interference deep learning weakly supervised learning image-to-image translation transmission line detection unmanned aerial vehicle channel attention mechanism comprehensive growth index vegetation indices multiple linear regression partial least squares random forest precision agriculture multi-object tracking data association temporal information remote sensing data video sequence visual object tracking adversarial learning convolutional neural network attention mechanism UAV hyperspectral spectral feature location feature vegetation indexes potato aboveground biomass building extraction floor area estimation rural China above-ground biomass green-edge parameters partial least squares regression canopy original spectra first-derivative spectra plant height support vector machine Gaussian process regression plant nitrogen content spectral indices unmanned aerial vehicles object tracking object localization edge computing inspection YOLOv4 YOLOv7 DeepSORT n/a thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RG Geography |
| topic_facet | max-relevance and min-redundance extreme gradient boosting regression wheat stripe rust feature selection spectral index solar-induced chlorophyll fluorescence hyperspectral remote sensing unmanned aerial vehicles (UAVs) wide-area and real-time object search aerial image object detection leaf chlorophyll content canopy chlorophyll content vertical distribution leaf spectral reflectance maize wheat fusarium head blight mechanism remote sensing machine learning techniques UAV tracking and landing visual anti-interference deep learning weakly supervised learning image-to-image translation transmission line detection unmanned aerial vehicle channel attention mechanism comprehensive growth index vegetation indices multiple linear regression partial least squares random forest precision agriculture multi-object tracking data association temporal information remote sensing data video sequence visual object tracking adversarial learning convolutional neural network attention mechanism UAV hyperspectral spectral feature location feature vegetation indexes potato aboveground biomass building extraction floor area estimation rural China above-ground biomass green-edge parameters partial least squares regression canopy original spectra first-derivative spectra plant height support vector machine Gaussian process regression plant nitrogen content spectral indices unmanned aerial vehicles object tracking object localization edge computing inspection YOLOv4 YOLOv7 DeepSORT n/a thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RG Geography |
| url | ONIX_20250220_9783725820832_104 |