Results 141 to 150 of about 7,181 (241)

Multiple Classifiers Based Semi-Supervised Polarimetric SAR Image Classification Method. [PDF]

Sensors (Basel), 2021
Zhu L, Ma X, Wu P, Xu J.
europepmc   +1 more source

Fuzzy Superpixels Based Semi-Supervised Similarity-Constrained CNN for PolSAR Image Classification [PDF]

, 2020
Yuwei Guo, Zhuangzhuang Sun, Rong Qu, Licheng Jiao, Fang Liu, Xiangrong Zhang   +5 more
openalex   +1 more source

MCDiff: A Multilevel Conditional Diffusion Model for PolSAR Image Classification

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
With the swift advancement of deep learning, significant strides have been made in polarimetric synthetic aperture radar (PolSAR) image classification, particularly with the advent of diffusion models that allow for explicit class probability modeling ...
Qingyi Zhang, Xiaoxiao Fang, Tao Liu, Ronghua Wu, Liguo Liu, Chu He   +5 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

Flexible Polarization Scattering Signal Processing by Combination of Quaternion Auto-Encoder and Quaternion SOM: Application in PolSAR Land Classification

, 2018
Hyunsoo Kim, Akira Hirose
openalex   +2 more sources

Unsupervised Classification of Polarimetric SAR Image Based on Geodesic Distance and Non-Gaussian Distribution Feature. [PDF]

Sensors (Basel), 2021
Qu J, Qiu X, Ding C, Lei B.
europepmc   +1 more source

BSDSNet: Dual-Stream Feature Extraction Network Based on Segment Anything Model for Synthetic Aperture Radar Land Cover Classification

Remote Sensing
Land cover classification using high-resolution Polarimetric Synthetic Aperture Radar (PolSAR) images obtained from satellites is a challenging task. While deep learning algorithms have been extensively studied for PolSAR image land cover classification,
Yangyang Wang, Wengang Zhang, Weidong Chen, Chang Chen   +3 more
doaj   +1 more source

Integration of Fine Model-Based Decomposition and Guard Filter for Ship Detection in PolSAR Images. [PDF]

Sensors (Basel), 2021
Liu D, Han L.
europepmc   +1 more source

PolSAR-MPIformer: A Vision Transformer Based on Mixed Patch Interaction for Dual-Frequency PolSAR Image Adaptive Fusion Classification

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Vision transformer (ViT) provides new ideas for polarization synthetic aperture radar (PolSAR) image classification due to its advantages in learning global-spatial information.
Xinyue Xin, Ming Li, Yan Wu, Xiang Li, Peng Zhang, Dazhi Xu   +5 more
doaj   +1 more source

Semantic segmentation of PolSAR image data using advanced deep learning model. [PDF]

Sci Rep, 2021
Garg R, Kumar A, Bansal N, Prateek M, Kumar S.   +4 more
europepmc   +1 more source