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Lidar Boosts 3D Ecological Observations and Modelings: A Review and Perspective

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

The advent of lidar has revolutionized the way we observe and measure vegetation structure from the ground and from above and represents a major advan......

Keypoint-Based Local Descriptors for Target Recognition in SAR Images: A Comparative Analysis

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

Though widely studied over the years, radar target recognition is still far from being solved. Most earlier works rely on holistic features or raw int......

A New Benchmark Based on Recent Advances in Multispectral Pansharpening: Revisiting Pansharpening With Classical and Emerging Pansharpening Methods

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

Pansharpening refers to the fusion of a multispectral (MS) image and panchromatic (PAN) data aimed at generating an outcome with the same spatial reso......

Toward a Collective Agenda on AI for Earth Science Data Analysis

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (2)

In past years, we have witnessed the fields of geosciences and remote sensing and artificial intelligence (AI) become closer. Thanks to the massive av......

Artificial Intelligence In Interferometric Synthetic Aperture Radar Phase Unwrapping: A Review

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (2)

Interferometric synthetic aperture radar (InSAR) is a radar technique widely used in geodesy and remote sensing applications, e.g., topography reconst......

High-Throughput Estimation of Crop Traits: A Review of Ground and Aerial Phenotyping Platforms

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

Crop yields need to be improved in a sustainable manner to meet the expected worldwide increase in population over the coming decades as well as the e......

A Large-Scale Benchmark Data Set for Evaluating Pansharpening Performance: Overview and Implementation

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

Pansharpening aims to sharpen a lowspatial-resolution (LR) multispectral (MS) image using a high-spatial-resolution (HR) panchromatic (Pan) image to o......

Synthetic Aperture Radar Image Statistical Modeling: Part One-Single-Pixel Statistical Models

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

With the rapid development of spaceborne synthetic aperture radar (SAR) technology and the acquisition of a large volume of SAR images, SAR image inte......

Synthetic Aperture Radar Image Statistical Modeling: Part Two-Spatial Correlation Models and Simulation

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

Following on the first part of our review of synthetic aperture radar (SAR) image statistical modeling [1], which concerns single-pixel statistical mo......

Interpretable Hyperspectral Artificial Intelligence: When nonconvex modeling meets hyperspectral remote sensing

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (2)

Hyperspectral (HS) imaging, also known as image spectrometry, is a landmark technique in geoscience and remote sensing (RS). In the past decade, enorm......

Synthetic Aperture Radar Image Statistical Modeling: Part Two-Spatial Correlation Models and Simulation

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

Following on the first part of our review of synthetic aperture radar (SAR) image statistical modeling [1], which concerns single-pixel statistical mo......

Synthetic Aperture Radar Image Statistical Modeling: Part One-Single-Pixel Statistical Models

期刊: IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021; 9 (1)

With the rapid development of spaceborne synthetic aperture radar (SAR) technology and the acquisition of a large volume of SAR images, SAR image inte......

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