[图书][B] What is machine learning?
I El Naqa, MJ Murphy - 2015 - Springer
Abstract Machine learning is an evolving branch of computational algorithms that are
designed to emulate human intelligence by learning from the surrounding environment …
designed to emulate human intelligence by learning from the surrounding environment …
Mapping center pivot irrigation systems in global arid regions using instance segmentation and analyzing their spatial relationship with freshwater resources
Ensuring freshwater availability and supply sufficient for socio-economic development is
important for human health and productivity. Globally, increasing industrial agriculture is …
important for human health and productivity. Globally, increasing industrial agriculture is …
[HTML][HTML] A machine learning approach for identifying and delineating agricultural fields and their multi-temporal dynamics using three decades of Landsat data
High spatial and temporal resolution satellite imagery are essential data for land cover
discrimination and mapping of vegetation dynamics, offering insights into the number …
discrimination and mapping of vegetation dynamics, offering insights into the number …
Multi-stage feature enhancement pyramid network for detecting objects in optical remote sensing images
K Zhang, H Shen - Remote Sensing, 2022 - mdpi.com
The intelligent detection of objects in remote sensing images has gradually become a
research hotspot for experts from various countries, among which optical remote sensing …
research hotspot for experts from various countries, among which optical remote sensing …
[HTML][HTML] Multispectral panoptic segmentation: Exploring the beach setting with worldview-3 imagery
OLF De Carvalho, OA de Carvalho Júnior… - International Journal of …, 2022 - Elsevier
Panoptic segmentation is a recent and powerful task that tackles individual object
recognition (“things”) and multiple backgrounds (“stuff”) simultaneously. Remote sensing …
recognition (“things”) and multiple backgrounds (“stuff”) simultaneously. Remote sensing …
A shape-attention Pivot-Net for identifying central pivot irrigation systems from satellite images using a cloud computing platform: an application in the contiguous US
Forty percent of global food production relies upon irrigation, which accounts for 70% of total
global freshwater use. Thus, the mapping of cropland irrigation plays a significant role in …
global freshwater use. Thus, the mapping of cropland irrigation plays a significant role in …
Mapping annual center-pivot irrigated cropland in Brazil during the 1985–2021 period with cloud platforms and deep learning
As an important agricultural facility that supports efficient crop production and precise water
management, center-pivot irrigated cropland (CPIC) plays a critical role in increasing crop …
management, center-pivot irrigated cropland (CPIC) plays a critical role in increasing crop …
Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning …
Currently, deep learning-based instance segmentation for various applications (eg,
Agriculture) is predominantly performed using a labor-intensive process involving extensive …
Agriculture) is predominantly performed using a labor-intensive process involving extensive …
Dual consistency alignment based self-supervised learning for SAR target recognition with speckle noise resistance
Y Zhai, J Liao, B Sun, Z Jiang, Z Ying… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Deep-learning-based on convolutional neural networks (CNN) has been widely applied in
synthetic aperture radar (SAR) target recognition and made significant progress. However …
synthetic aperture radar (SAR) target recognition and made significant progress. However …
[HTML][HTML] A Retrospective Analysis of National-Scale Agricultural Development in Saudi Arabia from 1990 to 2021
Agricultural intensification has resulted in the depletion of groundwater resources in many
regions of the world. A prime example is Saudi Arabia, which witnessed dramatic …
regions of the world. A prime example is Saudi Arabia, which witnessed dramatic …