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"

20 / 20 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 12 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 1 0 02 Apr 2024
Remote Sensing Scene Classification with Masked Image Modeling (MIM) Liya Wang A. Tien 35 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
A Multibranch Convolutional Neural Network for Hyperspectral Unmixing Lukasz Tulczyjew M. Kawulok Nicolas Longépé Bertrand Le Saux J. Nalepa 14 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 18 7 0 19 May 2022
Unsupervised Segmentation of Hyperspectral Remote Sensing Images with Superpixels Mirko Paolo Barbato Paolo Napoletano Flavio Piccoli Raimondo Schettini 19 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
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 11 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 39 68 0 11 Apr 2021
Three dimensional Deep Learning approach for remote sensing image classification A. Ben Hamida A. Benoît P. Lambert C. Ben Amar 41 568 0 15 Jun 2018