Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention

18 November 2019

Vivien Sainte Fare Garnot

Loic Landrieu

S. Giordano

N. Chehata

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Papers citing "Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention"

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Title
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations Chenghao Xiao Hou Pong Chan Hao Zhang Mahani Aljunied Lidong Bing Noura Al Moubayed Yu Rong 65 0 0 18 Apr 2025
ViSIR: Vision Transformer Single Image Reconstruction Method for Earth System Models Ehsan Zeraatkar Salah Faroughi Jelena Tešić 118 0 0 10 Feb 2025
S4: Self-Supervised Sensing Across the Spectrum Jay Shenoy Xinjian Davis Zhang Shlok Mehrotra Bill Tao Rem Yang Han Zhao Deepak Vasisht AI4TS 27 2 0 02 May 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 38 25 0 12 Apr 2024
Cross-attention Spatio-temporal Context Transformer for Semantic Segmentation of Historical Maps Sidi Wu Yizi Chen Konrad Schindler L. Hurni 26 2 0 19 Oct 2023
XAI for Early Crop Classification Ayshah Chan M. Schneider Marco Körner AI4TS 31 2 0 10 Oct 2023
Harnessing Administrative Data Inventories to Create a Reliable Transnational Reference Database for Crop Type Monitoring M. Schneider Marco Körner 21 1 0 10 Oct 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 24 13 0 22 May 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 20 32 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 13 5 0 22 Mar 2023
ViTs for SITS: Vision Transformers for Satellite Image Time Series Michail Tarasiou Erik Chavez S. Zafeiriou ViT 16 48 0 12 Jan 2023
Location-aware Adaptive Normalization: A Deep Learning Approach For Wildfire Danger Forecasting Mohamad Hakam Shams Eddin R. Roscher Juergen Gall 32 11 0 16 Dec 2022
Exploring Self-Attention for Crop-type Classification Explainability Ivica Obadic R. Roscher Dario Augusto Borges Oliveira Xiao Xiang Zhu 27 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 30 9 0 03 Oct 2022
High-Resolution Satellite Imagery for Modeling the Impact of Aridification on Crop Production Depanshu Sani S. Mahato Parichya Sirohi S. Anand G. Arora Charu Chandra Devshali T. Jayaraman Harshvardhan Agarwal 24 1 0 25 Sep 2022
Crop Type Identification for Smallholding Farms: Analyzing Spatial, Temporal and Spectral Resolutions in Satellite Imagery Depanshu Sani S. Mahato Parichya Sirohi S. Anand G. Arora Charu Chandra Devshali T. Jayaraman 21 0 0 06 May 2022
Satellite Image Time Series Analysis for Big Earth Observation Data R. Simões G. Câmara G. R. Queiroz F. Souza Pedro Ribeiro de Andrade Neto L. Santos Alexandre Carvalho K. Ferreira 29 68 0 24 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 25 36 0 02 Apr 2022
Multi-Modal Temporal Attention Models for Crop Mapping from Satellite Time Series Vivien Sainte Fare Garnot Loic Landrieu N. Chehata 13 91 0 14 Dec 2021
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 71 151 0 16 Jul 2021
Land Cover Classification from Remote Sensing Images Based on Multi-Scale Fully Convolutional Network Rui Li Shunyi Zheng Chenxi Duan Ce Zhang 18 97 0 01 Aug 2020
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,906 0 13 Jun 2015