Deep Learning for Classification of Hyperspectral Data: A Comparative Review

24 April 2019

Nicolas Audebert

Sébastien Lefèvre

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

23 / 23 papers shown

Title
Hyperspectral Image Land Cover Captioning Dataset for Vision Language Models Aryan Das Tanishq Rachamalla Pravendra Singh Koushik Biswas Vinay Kumar Verma Swalpa Kumar Roy VLM 18 0 0 18 May 2025
HSIGene: A Foundation Model For Hyperspectral Image Generation Li Pang Datao Tang Shuang Xu Deyu Meng Xiangyong Cao DiffM 39 13 0 19 Sep 2024
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 35 1 0 14 Sep 2024
Hierarchical Homogeneity-Based Superpixel Segmentation: Application to Hyperspectral Image Analysis Luciano C. Ayres Sérgio J. M. de Almeida José C. M. Bermudez R. Borsoi 31 0 0 22 Jul 2024
A Universal Knowledge Embedded Contrastive Learning Framework for Hyperspectral Image Classification Quanwei Liu Yanni Dong Tao Huang Lefei Zhang Bo Du VLM 39 2 0 02 Apr 2024
Remote Sensing Scene Classification with Masked Image Modeling (MIM) Liya Wang A. Tien 37 3 0 28 Feb 2023
Training Methods of Multi-label Prediction Classifiers for Hyperspectral Remote Sensing Images S. Haidar José Oramas 39 3 0 17 Jan 2023
Probabilistic Deep Metric Learning for Hyperspectral Image Classification Cheng-Hao Wang Wenzhao Zheng Xian Sun Jiwen Lu Jie Zhou 19 1 0 15 Nov 2022
A Multibranch Convolutional Neural Network for Hyperspectral Unmixing Lukasz Tulczyjew M. Kawulok Nicolas Longépé Bertrand Le Saux J. Nalepa 16 12 0 03 Aug 2022
Graph Neural Networks Extract High-Resolution Cultivated Land Maps from Sentinel-2 Image Series Lukasz Tulczyjew M. Kawulok Nicolas Longépé Bertrand Le Saux J. Nalepa 21 14 0 03 Aug 2022
Self Supervised Learning for Few Shot Hyperspectral Image Classification Nassim Ait Ali Braham Lichao Mou Jocelyn Chanussot Julien Mairal Xiao Xiang Zhu 24 12 0 24 Jun 2022
Bayesian Convolutional Neural Networks for Limited Data Hyperspectral Remote Sensing Image Classification M. Joshaghani Amirabbas Davari F. Hatamian Andreas K. Maier Christian Riess UQCV BDL 20 7 0 19 May 2022
Unsupervised Segmentation of Hyperspectral Remote Sensing Images with Superpixels Mirko Paolo Barbato Paolo Napoletano Flavio Piccoli Raimondo Schettini 21 20 0 26 Apr 2022
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling Yang Long Gui-Song Xia Lefei Zhang Gong Cheng Deren Li 16 14 0 06 Jan 2022
Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg 38 14 0 06 Nov 2021
Seeing biodiversity: perspectives in machine learning for wildlife conservation D. Tuia B. Kellenberger Sara Beery Blair R. Costelloe Silvia Zuffi ... I. Couzin Grant Van Horn M. Crofoot Chuck Stewart T. Berger-Wolf 33 392 0 25 Oct 2021
Decision Tree Learning with Spatial Modal Logics G. Pagliarini G. Sciavicco 18 4 0 17 Sep 2021
spectrai: A deep learning framework for spectral data C. Horgan Mads S. Bergholt VLM 21 4 0 17 Aug 2021
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions W. Sleeman R. Kapoor AI4TS 17 71 0 24 Jul 2021
AVHYAS: A Free and Open Source QGIS Plugin for Advanced Hyperspectral Image Analysis R. Lyngdoh Anand S. Sahadevan Touseef Ahmad P. Rathore Manoj K. Mishra P. Gupta A. Misra 19 13 0 24 Jun 2021
Towards a Collective Agenda on AI for Earth Science Data Analysis D. Tuia R. Roscher Jan Dirk Wegner Nathan Jacobs Xiaoxiang Zhu Gustau Camps-Valls AI4CE 44 68 0 11 Apr 2021
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 39 342 0 22 Jan 2021
Three dimensional Deep Learning approach for remote sensing image classification A. Ben Hamida A. Benoît P. Lambert C. Ben Amar 43 569 0 15 Jun 2018