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Image-on-Scalar Regression via Deep Neural Networks

Jun 17, 2020
Daiwei Zhang, Lexin Li, Chandra Sripada, Jian Kang

* 8 pages, 5 figures 

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Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives

Apr 03, 2020
Gencer Sumbul, Jian Kang, Begüm Demir

* To appear as a book chapter in "Deep Learning for the Earth Sciences", John Wiley & Sons, 2020 

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Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration

Mar 06, 2020
Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir


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BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding

Feb 18, 2020
Gencer Sumbul, Jian Kang, Tristan Kreuziger, Filipe Marcelino, Hugo Costa, Pedro Benevides, Mario Caetano, Begüm Demir

* Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence 

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BigEarthNet Deep Learning Models with A New Class-Nomenclature for Remote Sensing Image Understanding

Jan 17, 2020
Gencer Sumbul, Jian Kang, Tristan Kreuziger, Filipe Marcelino, Hugo Costa, Pedro Benevides, Mario Caetano, Begüm Demir

* Submitted to IEEE Geoscience and Remote Sensing Magazine 

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So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification

Dec 19, 2019
Xiao Xiang Zhu, Jingliang Hu, Chunping Qiu, Yilei Shi, Jian Kang, Lichao Mou, Hossein Bagheri, Matthias Häberle, Yuansheng Hua, Rong Huang, Lloyd Hughes, Hao Li, Yao Sun, Guichen Zhang, Shiyao Han, Michael Schmitt, Yuanyuan Wang

* Article submitted to IEEE Geoscience and Remote Sensing Magazine 

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Learning Shared Cross-modality Representation Using Multispectral-LiDAR and Hyperspectral Data

Dec 18, 2019
Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Jian Kang, Xiao Xiang Zhu

* IEEE Geoscience and Remote Sensing Letters, 2019 

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Covariance-Insured Screening

May 17, 2018
Kevin He, Jian Kang, Hyokyoung Grace Hong, Ji Zhu, Yanming Li, Huazhen Lin, Han Xu, Yi Li


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Building Instance Classification Using Street View Images

Feb 25, 2018
Jian Kang, Marco Körner, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu


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Classification with Ultrahigh-Dimensional Features

Nov 04, 2016
Yanming Li, Hyokyoung Hong, Jian Kang, Kevin He, Ji Zhu, Yi Li


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