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SpectralEarth: Training Hyperspectral Foundation Models at Scale

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SpectralEarth: Training Hyperspectral Foundation Models at Scale

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2024

15 August 2024

Nassim Ait Ali Braham

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Papers citing "SpectralEarth: Training Hyperspectral Foundation Models at Scale"

16 / 16 papers shown

Title
SpecAware: A Spectral-Content Aware Foundation Model for Unifying Multi-Sensor Learning in Hyperspectral Remote Sensing Mapping Renjie Ji Xue Wang Chao Niu Wen Zhang Yong Mei Kun Tan 84 0 0 31 Oct 2025
Curriculum Multi-Task Self-Supervision Improves Lightweight Architectures for Onboard Satellite Hyperspectral Image Segmentation Hugo Carlesso Josiane Mothe Radu Tudor Ionescu 76 0 0 16 Sep 2025
TerraMAE: Learning Spatial-Spectral Representations from Hyperspectral Earth Observation Data via Adaptive Masked Autoencoders Tanjim Bin Faruk Abdul Matin Shrideep Pallickara Sangmi Lee Pallickara 52 2 0 09 Aug 2025
GreenHyperSpectra: A multi-source hyperspectral dataset for global vegetation trait prediction Eya Cherif Arthur Ouaknine Luke A. Brown Phuong D. Dao Kyle R. Kovach Bing Lu Daniel Mederer Hannes Feilhauer T. Kattenborn David Rolnick 158 1 0 09 Jul 2025
HyBiomass: Global Hyperspectral Imagery Benchmark Dataset for Evaluating Geospatial Foundation Models in Forest Aboveground Biomass EstimationIEEE Geoscience and Remote Sensing Letters (GRSL), 2025 Aaron Banze Timothée Stassin Nassim Ait Ali Braham Rıdvan Salih Kuzu Simon Besnard Michael Schmitt 163 1 0 12 Jun 2025
Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification Bernardin Ligan Khalide Jbilou Fahd Kalloubi Ahmed Ratnani 287 1 0 21 May 2025
CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis Alexander Baumann Leonardo Ayala Siyang Song Jan Sellner Alexander Studier-Fischer Berkin Özdemir Lena Maier-Hein Slobodan Ilic 270 0 0 27 Apr 2025
Efficient Self-Supervised Learning for Earth Observation via Dynamic Dataset Curation Thomas Kerdreux A. Tuel Quentin Febvre A. Mouche Bertrand Chapron 262 4 0 09 Apr 2025
A Survey on Remote Sensing Foundation Models: From Vision to Multimodality Ziyue Huang Hongxi Yan Qiqi Zhan Shuai Yang Mingming Zhang Yiming Lei Chenkai Zhang Zeming Liu Qingjie Liu Longji Xu 296 9 0 28 Mar 2025
HyperFree: A Channel-adaptive and Tuning-free Foundation Model for Hyperspectral Remote Sensing ImageryComputer Vision and Pattern Recognition (CVPR), 2025 Jingtao Li Yunxing Liu Xinyu Wang Yunning Peng Chen Sun ... Tian Ke Xiao Jiang Tangwei Lu Anran Zhao Yanfei Zhong VLM 280 14 0 27 Mar 2025
Towards a Unified Copernicus Foundation Model for Earth Vision Yi Wang Zhitong Xiong Chenying Liu Adam J. Stewart Thomas Dujardin ... Angelos Zavras Franziska Gerken Ioannis Papoutsis Laura Leal-Taixé Xiao Xiang Zhu 498 13 0 14 Mar 2025
Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation Leonard Waldmann Ando Shah Yi Wang Nils Lehmann Adam J. Stewart Zhitong Xiong Xiao Xiang Zhu Stefan Bauer John Chuang 224 13 0 13 Mar 2025
A General Purpose Spectral Foundational Model for Both Proximal and Remote Sensing Spectral Imaging William Michael Laprade Jesper Cairo Westergaard Svend Christensen Mads Nielsen Anders Bjorholm Dahl 213 0 0 03 Mar 2025
Lossy Neural Compression for Geospatial Analytics: A ReviewIEEE Geoscience and Remote Sensing Magazine (GRSM), 2025 Carlos Gomes Isabelle Wittmann Damien Robert Johannes Jakubik Tim Reichelt ... Romeo Kienzler Rania Briq Sabrina Benassou Michele Lazzarini C. Albrecht 392 6 0 03 Mar 2025
Multispectral to Hyperspectral using Pretrained Foundational model Ruben Gonzalez C. Albrecht Nassim Ait Ali Braham Devyani Lambhate Joao Lucas de Sousa Almeida P. Fraccaro Benedikt Blumenstiel Thomas Brunschwiler Ranjini Bangalore 210 0 0 26 Feb 2025
Remote Sensing Semantic Segmentation Quality Assessment based on Vision Language ModelIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2025 Huiying Shi Zheng-Hua Tan Zhihan Zhang Hongchen Wei Yaosi Hu Yingxue Zhang Zhenzhong Chen 333 3 0 21 Feb 2025