most citedMore Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification

1.4k citations

9 papers

cs.CV20201.4k cited

More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification

Danfeng Hong, Lianru Gao, Naoto Yokoya +4

Classification and identification of the materials lying over or beneath the Earth's surface have long been a fundamental but challenging research topic in geoscience and remote se…

eess.IV2020193 cited

Coupled Convolutional Neural Network with Adaptive Response Function Learning for Unsupervised Hyperspectral Super-Resolution

Ke Zheng, Lianru Gao, Wenzhi Liao +4

Due to the limitations of hyperspectral imaging systems, hyperspectral imagery (HSI) often suffers from poor spatial resolution, thus hampering many applications of the imagery. Hy…

eess.IV2020182 cited

Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning

Lianru Gao, Danfeng Hong, Jing Yao +3

Extensive attention has been widely paid to enhance the spatial resolution of hyperspectral (HS) images with the aid of multispectral (MS) images in remote sensing. However, the ab…

cs.CV2020258 cited

X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data

Danfeng Hong, Naoto Yokoya, Gui-Song Xia +2

This paper addresses the problem of semi-supervised transfer learning with limited cross-modality data in remote sensing. A large amount of multi-modal earth observation images, su…

physics.soc-ph2020122 cited

Taking the pulse of COVID-19: A spatiotemporal perspective

Chaowei Yang, Dexuan Sha, Qian Liu +32

The sudden outbreak of the Coronavirus disease (COVID-19) swept across the world in early 2020, triggering the lockdowns of several billion people across many countries, including…

physics.plasm-ph20201 cited

Study on the atmospheric pressure homogeneous discharge in air assisted with a floating carbon fibre microelectrode

Shuai Zhao, Yong Hao, Tao Qiao +1

Based on the consideration of increasing the number of initial electrons and providing an appropriate distribution of electric field strength for discharge space, a method of adopt…