Results 1 to 10 of about 43,365 (262)

A deep inverse convolutional neural network-based semantic classification method for land cover remote sensing images

Scientific Reports
The imbalance of land cover categories is a common problem. Some categories appear less frequently in the image, while others may occupy the vast majority of the proportion. This imbalance can lead the classifier to tend to predict categories with higher
Ming Wang, Anqi She, Hao Chang, Feifei Cheng, Heming Yang   +4 more
doaj   +1 more source

Improving Hyperspectral Image Classification Method for Fine Land Use Assessment Application Using Semisupervised Machine Learning

Journal of Spectroscopy, 2015
Study on land use/cover can reflect changing rules of population, economy, agricultural structure adjustment, policy, and traffic and provide better service for the regional economic development and urban evolution.
Chunyang Wang, Zengzhang Guo, Shuangting Wang, Liping Wang, Chao Ma   +4 more
doaj   +1 more source

Exploring Distributed Scatterers Interferometric Synthetic Aperture Radar Attributes for Synthetic Aperture Radar Image Classification

Remote Sensing
Land cover classification of Synthetic Aperture Radar (SAR) imagery is a significant research direction in SAR image interpretation. However, due to the unique imaging methodology of SAR, interpreting SAR images presents numerous challenges, and land ...
Mingxuan Wei, Yuzhou Liu, Chuanhua Zhu, Chisheng Wang   +3 more
doaj   +1 more source

Land Cover Mapping in West Africa: A Collaborative Process

Land
The availability of current land cover and land use (LCLU) information for monitoring the status of land resources has considerable value in ensuring sustainable land use planning and development. Similarly, the need to provide updated information on the
Foster Mensah, Fatima Mushtaq, Paul Bartel, Jacob Abramowitz, Emil Cherrington, Mansour Mahamane, Bako Mamane, Amadou Moctar Dieye, Patrice Sanou, Glory Enaruvbe, Ndeye Fatou Mar   +10 more
doaj   +1 more source

Land Use and Land Cover Classification Meets Deep Learning: A Review. [PDF]

Sensors (Basel), 2023
Zhao S, Tu K, Ye S, Tang H, Hu Y, Xie C.
europepmc   +1 more source

A Framework for Fine-Grained Land-Cover Classification Using 10 m Sentinel-2 Images

Remote Sensing
Land-cover mapping plays a crucial role in resource detection, ecological environmental protection, and sustainable development planning. The existing large-scale land-cover products with coarse spatial resolution have a wide range of categories, but ...
Wenge Zhang, Xuan Yang, Zhanliang Yuan, Zhengchao Chen, Yue Xu   +4 more
doaj   +1 more source

Land Cover Classification Based on Airborne Lidar Point Cloud with Possibility Method and Multi-Classifier. [PDF]

Sensors (Basel), 2023
Zhao D, Ji L, Yang F.
europepmc   +1 more source

Machine Learning for Global Bioclimatic Classification: Enhancing Land Cover Prediction through Random Forests

Atmosphere
Traditional bioclimatic classification schemes have several inherent shortcomings; they do not represent anthropogenic impact, they contain a bias for global north representation, and they lack flexibility regarding novel climates that may arise due to ...
Morgan Sparey, Mark S. Williamson, Peter M. Cox   +2 more
doaj   +1 more source

Land Cover Classification of UAV Remote Sensing Based on Transformer-CNN Hybrid Architecture. [PDF]

Sensors (Basel), 2023
Lu T, Wan L, Qi S, Gao M.
europepmc   +1 more source

Research on land cover classification of multi-source remote sensing data based on improved U-net network. [PDF]

Sci Rep, 2023
Zhang G, Roslan SNAB, Wang C, Quan L.
europepmc   +1 more source