SpectralEarth: Training Hyperspectral Foundation Models at Scale

15 August 2024

Nassim Ait Ali Braham

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

28 / 28 papers shown

Title
Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification Bernardin Ligan Khalide Jbilou Fahd Kalloubi Ahmed Ratnani 187 0 0 21 May 2025
When are Foundation Models Effective? Understanding the Suitability for Pixel-Level Classification Using Multispectral Imagery Yiqun Xie Zhihao Wang Weiye Chen Zhili Li Xiaowei Jia Yanhua Li Ruichen Wang Kangyang Chai Ruohan Li Sergii Skakun VLM 71 3 0 17 Apr 2024
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks Danfeng Hong Bing Zhang Hao Li Yuxuan Li Jing Yao Chenyu Li Martin Werner Jocelyn Chanussote Alexander Zipf Xiaoxiang Zhu SSeg 70 354 0 26 Sep 2023
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation Yi Wang Nassim Ait Ali Braham Zhitong Xiong Chenying Liu C. Albrecht Xiao Xiang Zhu 90 73 0 13 Nov 2022
VICRegL: Self-Supervised Learning of Local Visual Features Adrien Bardes Jean Ponce Yann LeCun SSL 96 126 0 04 Oct 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 116 227 0 27 Jun 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 108 323 0 14 Apr 2022
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language Alexei Baevski Wei-Ning Hsu Qiantong Xu Arun Babu Jiatao Gu Michael Auli SSL VLM ViT 105 859 0 07 Feb 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 477 7,827 0 11 Nov 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers Danfeng Hong Zhu Han Jing Yao Lianru Gao Bing Zhang Antonio J. Plaza Jocelyn Chanussot ViT 63 901 0 07 Jul 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 292 2,845 0 15 Jun 2021
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval Gencer Sumbul Arne de Wall Tristan Kreuziger F. Marcelino H. Costa P. Benevides M. Caetano Begüm Demir Volker Markl 92 133 0 17 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 153 945 0 11 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 730 6,135 0 29 Apr 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 82 266 0 30 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 347 2,366 0 04 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 679 41,483 0 22 Oct 2020
Graph Convolutional Networks for Hyperspectral Image Classification Danfeng Hong Lianru Gao Jing Yao Bing Zhang Antonio J. Plaza Jocelyn Chanussot 60 1,115 0 06 Aug 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 401 6,844 0 13 Jun 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 62 138 0 31 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 503 3,444 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 390 18,897 0 13 Feb 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 108 1,458 0 04 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 171 1,701 0 16 Feb 2019
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl 96 454 0 16 Feb 2019
Rethinking ImageNet Pre-training Kaiming He Ross B. Girshick Piotr Dollár VLM SSeg 132 1,087 0 21 Nov 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 264 3,300 0 21 Mar 2018