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Self-attention for raw optical Satellite Time Series Classification

23 October 2019

Papers citing "Self-attention for raw optical Satellite Time Series Classification"

50 / 55 papers shown

Title
Satellites Reveal Mobility: A Commuting Origin-destination Flow Generator for Global Cities Can Rong Xin Zhang Yanxin Xi Hongjie Sui Jingtao Ding Yongqian Li 65 0 0 21 May 2025
SITSMamba for Crop Classification based on Satellite Image Time Series Xiaolei Qin Xin Su Liangpei Zhang Mamba 79 4 0 15 Sep 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 115 3 0 11 Jul 2024
Explainability of Sub-Field Level Crop Yield Prediction using Remote Sensing Hiba Najjar Miro Miranda Marlon Nuske R. Roscher A. Dengel 47 1 0 11 Jul 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 67 3 0 24 May 2024
AdaFSNet: Time Series Classification Based on Convolutional Network with a Adaptive and Effective Kernel Size Configuration Haoxiao Wang Bo Peng Jianhua Zhang Xu Cheng AI4TS 78 1 0 28 Apr 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 126 30 0 12 Apr 2024
Deep Learning for Satellite Image Time Series Analysis: A Review Lynn Miller Charlotte Pelletier Geoffrey I. Webb 87 26 0 05 Apr 2024
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction Xixuan Hao Wei Chen Yibo Yan Siru Zhong Kun Wang Qingsong Wen Yuxuan Liang VLM 118 1 0 25 Mar 2024
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data Francisco Mena Diego Arenas A. Dengel 97 2 0 25 Mar 2024
Adaptive Fusion of Multi-view Remote Sensing data for Optimal Sub-field Crop Yield Prediction Francisco Mena Deepak Pathak Hiba Najjar Cristhian Sanchez P. Helber ... Marlon Nuske Marcela Charfuelan Diego Arenas Michaela Vollmer A. Dengel 98 11 0 22 Jan 2024
DiffusionSat: A Generative Foundation Model for Satellite Imagery Samar Khanna Patrick Liu Linqi Zhou Chenlin Meng Robin Rombach Marshall Burke David B. Lobell Stefano Ermon 91 65 0 06 Dec 2023
XAI for Early Crop Classification Ayshah Chan M. Schneider Marco Körner AI4TS 67 2 0 10 Oct 2023
Harnessing Administrative Data Inventories to Create a Reliable Transnational Reference Database for Crop Type Monitoring M. Schneider Marco Körner 58 1 0 10 Oct 2023
EarthPT: a time series foundation model for Earth Observation Michael J. Smith Luke Fleming James E. Geach AI4TS 93 7 0 13 Sep 2023
Sparse Binary Transformers for Multivariate Time Series Modeling Matt Gorbett Hossein Shirazi I. Ray AI4TS 88 15 0 09 Aug 2023
U-TILISE: A Sequence-to-sequence Model for Cloud Removal in Optical Satellite Time Series Corinne Stucker Vivien Sainte Fare Garnot Konrad Schindler AI4TS 93 20 0 22 May 2023
Boosting Crop Classification by Hierarchically Fusing Satellite, Rotational, and Contextual Data Valentin Barrière M. Claverie M. Schneider G. Lemoine R. d’Andrimont 52 21 0 19 May 2023
Artificial intelligence to advance Earth observation: a perspective D. Tuia Konrad Schindler Begüm Demir Gustau Camps-Valls Xiao Xiang Zhu ... Mihai Datcu Jorge-Arnulfo Quiané-Ruiz Volker Markl Bertrand Le Saux Rochelle Schneider 122 12 0 15 May 2023
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 143 66 0 27 Apr 2023
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series Patrick Ebel Vivien Sainte Fare Garnot M. Schmitt Jan Dirk Wegner Xiao Xiang Zhu 87 37 0 11 Apr 2023
Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Elliot Vincent Jean Ponce Mathieu Aubry AI4TS 73 5 0 22 Mar 2023
FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series Classification Mingyue Cheng Qi Liu Zhiding Liu Zhi Li Yucong Luo Enhong Chen AI4TS 79 36 0 20 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 149 110 0 06 Feb 2023
ViTs for SITS: Vision Transformers for Satellite Image Time Series Michail Tarasiou Erik Chavez Stefanos Zafeiriou ViT 86 56 0 12 Jan 2023
Exploring Self-Attention for Crop-type Classification Explainability Ivica Obadic R. Roscher Dario Augusto Borges Oliveira Xiao Xiang Zhu 123 7 0 24 Oct 2022
A systematic review of the use of Deep Learning in Satellite Imagery for Agriculture Brandon Victor Zhen He Aiden Nibali 144 9 0 03 Oct 2022
Multimodal Crop Type Classification Fusing Multi-Spectral Satellite Time Series with Farmers Crop Rotations and Local Crop Distribution Valentin Barrière M. Claverie 52 4 0 23 Aug 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 106 278 0 17 Jul 2022
Transformers in Time-series Analysis: A Tutorial Sabeen Ahmed Ian E. Nielsen Aakash Tripathi Shamoon Siddiqui Ghulam Rasool R. Ramachandran AI4TS 88 166 0 28 Apr 2022
Activation Regression for Continuous Domain Generalization with Applications to Crop Classification Samarth Khanna Bram Wallace Kavita Bala B. Hariharan 61 0 0 14 Apr 2022
Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey James Brock Zahraa S Abdallah 49 4 0 13 Apr 2022
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning Dimitrios Sykas Maria Sdraka Dimitrios Zografakis Ioannis Papoutsis 112 39 0 02 Apr 2022
Tampered VAE for Improved Satellite Image Time Series Classification Xin Cai Y. Bi Peter Nicholl AI4TS 36 1 0 30 Mar 2022
Generalized Classification of Satellite Image Time Series with Thermal Positional Encoding Joachim Nyborg Charlotte Pelletier Ira Assent 85 19 0 17 Mar 2022
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 55 5 0 08 Mar 2022
A Review of Landcover Classification with Very-High Resolution Remotely Sensed Optical Images-Analysis Unit,Model Scalability and Transferability R. Qin Tao Liu 89 64 0 07 Feb 2022
Robust Augmentation for Multivariate Time Series Classification Hong Yang Travis J. Desell AI4TS 61 7 0 27 Jan 2022
AiTLAS: Artificial Intelligence Toolbox for Earth Observation I. Dimitrovski Ivan Kitanovski P. Panov Nikola Simidjievski D. Kocev 99 10 0 21 Jan 2022
Multi-Modal Temporal Attention Models for Crop Mapping from Satellite Time Series Vivien Sainte Fare Garnot Loic Landrieu N. Chehata 78 97 0 14 Dec 2021
Country-wide Retrieval of Forest Structure From Optical and SAR Satellite Imagery With Deep Ensembles Alexander Becker S. Russo Stefano Puliti Nico Lang Konrad Schindler Jan Dirk Wegner 75 45 0 25 Nov 2021
TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation Joachim Nyborg Charlotte Pelletier Sébastien Lefèvre Ira Assent OOD AI4TS 82 42 0 04 Nov 2021
Crop Rotation Modeling for Deep Learning-Based Parcel Classification from Satellite Time Series Félix Quinton Loic Landrieu 48 12 0 15 Oct 2021
Predictive Maintenance for General Aviation Using Convolutional Transformers Hong Yang Aidan P. LaBella Travis J. Desell AI4TS 77 7 0 07 Oct 2021
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 151 162 0 16 Jul 2021
Domain-Adversarial Training of Self-Attention Based Networks for Land Cover Classification using Multi-temporal Sentinel-2 Satellite Imagery Mauro Martini Vittorio Mazzia Aleem Khaliq Marcello Chiaberge 134 40 0 01 Apr 2021
Channel-Based Attention for LCC Using Sentinel-2 Time Series Hermann Courteille A. Benoît N. Méger A. Atto Dino Ienco AI4TS 29 1 0 31 Mar 2021
Gated Transformer Networks for Multivariate Time Series Classification Minghao Liu Shengqi Ren Siyuan Ma Jiahui Jiao Yizhou Chen Zhiguang Wang Wei Song AI4TS 70 137 0 26 Mar 2021
An Efficient Method for the Classification of Croplands in Scarce-Label Regions H. Ghaffari 31 1 0 17 Mar 2021
Crop mapping from image time series: deep learning with multi-scale label hierarchies Mehmet Özgür Türkoglu Stefano Dáronco Gregor Perich F. Liebisch Constantin Streit Konrad Schindler Jan Dirk Wegner 145 134 0 17 Feb 2021