Deep Learning for Classification of Hyperspectral Data: A Comparative
Review

Deep Learning for Classification of Hyperspectral Data: A Comparative Review

24 April 2019

Nicolas Audebert

Bertrand Le Saux

Sébastien Lefèvre

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Papers citing "Deep Learning for Classification of Hyperspectral Data: A Comparative Review"

18 / 18 papers shown

Title
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging Andrea Dosi Massimo Brescia S. Cavuoti Mariarca DÁniello M. D. Veneri ... Adriano Ettari Giuseppe Longo Alvi Rownok Luca Sannino Maria Zampella 61 1 0 14 Sep 2024
Cascaded Recurrent Neural Networks for Hyperspectral Image Classification Renlong Hang Qingshan Liu Danfeng Hong Pedram Ghamisi 47 632 0 28 Feb 2019
Three dimensional Deep Learning approach for remote sensing image classification A. Ben Hamida A. Benoît P. Lambert C. Ben Amar 94 585 0 15 Jun 2018
Generative Adversarial Networks for Realistic Synthesis of Hyperspectral Samples Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre GAN 45 45 0 07 Jun 2018
HSI-CNN: A Novel Convolution Neural Network for Hyperspectral Image Yanan Luo Jie Zou Chengfei Yao Tao Li Gang Bai 44 133 0 28 Feb 2018
GMM-Based Synthetic Samples for Classification of Hyperspectral Images With Limited Training Data Amirabbas Davari E. Aptoula Berrin Yanikoglu Andreas Maier Christian Riess 36 34 0 13 Dec 2017
EndNet: Sparse AutoEncoder Network for Endmember Extraction and Hyperspectral Unmixing Savas Ozkan Berk Kaya G. Akar 66 194 0 06 Aug 2017
Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre SSeg 118 385 0 22 Sep 2016
Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks Michele Volpi D. Tuia SSeg 79 478 0 02 Aug 2016
Multiclass feature learning for hyperspectral image classification: sparse and hierarchical solutions D. Tuia Rémi Flamary Nicolas Courty 59 101 0 23 Jun 2016
Going Deeper with Contextual CNN for Hyperspectral Image Classification Hyungtae Lee H. Kwon 66 798 0 12 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,510 0 10 Dec 2015
Unsupervised Deep Feature Extraction for Remote Sensing Image Classification Adriana Romero C. Gatta Gustau Camps-Valls 66 685 0 25 Nov 2015
Spectral-Spatial Classification of Hyperspectral Image Using Autoencoders Zhouhan Lin Yushi Chen Xing Zhao G. Wang 65 126 0 09 Nov 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 467 43,347 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 353 18,654 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 496 43,717 0 17 Sep 2014

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