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Graph Convolutional Subspace Clustering: A Robust Subspace Clustering Framework for Hyperspectral Image

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (5)

Hyperspectral image (HSI) clustering is a challenging task due to the high complexity of HSI data. Subspace clustering has been proven to be powerful ......

Orientation-Aware Vehicle Detection in Aerial Images via an Anchor-Free Object Detection Approach

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (6)

Vehicle detection in aerial images is an important and challenging task in the field of remote sensing. Recently, deep learning technologies have yiel......

Radiometric Cross-Calibration of GF-4/PMS Based on Radiometric Block Adjustment

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (6)

To obtain more abundant target information, the panchromatic and multispectral sensor (PMS) of the GaoFen-4 (GF-4) satellite utilizes five different i......

An Effective Evaluation Tool for Hyperspectral Target Detection: 3D Receiver Operating Characteristic Curve Analysis

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (6)

Receiver operating characteristic (ROC) analysis is performed by a curve, called ROC curve, plotted based on detection probability, P-D, versus false ......

Super-Resolution-Guided Progressive Pansharpening Based on a Deep Convolutional Neural Network

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (6)

Pansharpening and super-resolution (SR) methods share the same target to improve the spatial resolution of images. Based on this similarity, we propos......

SAR Tomography via Nonlinear Blind Scatterer Separation

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (7)

Layover separation has been fundamental to many synthetic aperture radar applications, such as building reconstruction and biomass estimation. Retriev......

SAR Image Classification Using Greedy Hierarchical Learning With Unsupervised Stacked CAEs

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (7)

Synthetic aperture radar (SAR) can provide stable data source for earth observation due to its advantages of all day and night, all-weather, and stron......

Attention Symbiotic Neural Network for Hyperspectral Image Refined Classification Based on Relative Water Content Retrieval

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (7)

Hyperspectral image (HSI) classification appro- aches achieve significant improvements with the proposal and application of deep learning algorithms. ......

Retrieval of Land Surface Temperature With Topographic Effect Correction From Landsat 8 Thermal Infrared Data in Mountainous Areas

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (8)

Accurate estimation of land surface temperature (LST) is crucial for ecological environment monitoring and climate change studies in mountainous areas......

An Improvement to Precipitation Inversion Model Using Oblique Earth-Space Link Based on the Melting Layer Attenuation

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (8)

Based on the power-law relation between rain intensity and corresponding specific attenuation, precipitation inversion by oblique earth space link (OE......

Multiparameter Estimation From Landsat Observations With Topographic Consideration

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (9)

The applications of high-spatial-resolution satellite data have been increasing in recent years owing to improvements in sensor techniques, and the er......

Automatic Clustering-Based Two-Branch CNN for Hyperspectral Image Classification

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (9)

It is observed that the great spectral variation in the same hyperspectral image (HSI) pixel class often leads to misclassification. To solve this pro......

Scattering Enhanced Attention Pyramid Network for Aircraft Detection in SAR Images

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (9)

Aircraft detection in synthetic aperture radar (SAR) images is a challenging task because of the discreteness, variability, and interference of aircra......

Seismic Random Noise Suppression by Using Adaptive Fractal Conservation Law Method Based on Stationarity Testing

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (4)

Attenuating the random noise and improving the signal-to-noise ratio (SNR) for the seismic data are of great significance in industrial exploration. I......

Generating a High-Resolution Time-Series Ocean Surface Net Radiation Product by Downscaling J-OFURO3

期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021; 59 (4)

The ocean surface net radiation (R-n) characterizing ocean surface radiation budget is a key variable in ocean climate modeling and analysis. In this ......

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