Multi-Modal Temporal Attention Models for Crop Mapping from Satellite Time Series

14 December 2021

Loic Landrieu

Papers citing "Multi-Modal Temporal Attention Models for Crop Mapping from Satellite Time Series"

30 / 30 papers shown

Title
A Decade of Wheat Mapping for Lebanon Hasan Wehbi Hasan Nasrallah Mohamad Hasan Zahweh Zeinab Takach Veera Ganesh Yalla A. Ghandour 33 0 0 15 Apr 2025
An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks Miro Miranda Francisco Mena A. Dengel OOD 56 0 0 09 Apr 2025
On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation? Francisco Mena Diego Arenas Miro Miranda A. Dengel 43 1 0 25 Mar 2025
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 53 0 0 17 Mar 2025
Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach Francisco Mena Diego Arenas A. Dengel 41 1 0 03 Jan 2025
Fields of The World: A Machine Learning Benchmark Dataset For Global Agricultural Field Boundary Segmentation Hannah Kerner Snehal Chaudhari Aninda Ghosh Caleb Robinson Adeel Ahmad ... Chris Holmes Matthias Mohr Rahul Dodhia J. L. Ferres Jennifer Marcus 20 4 0 24 Sep 2024
Applications of Knowledge Distillation in Remote Sensing: A Survey Yassine Himeur N. Aburaed O. Elharrouss Iraklis Varlamis Shadi Atalla W. Mansoor Hussain Al Ahmad 49 4 0 18 Sep 2024
On the Generalizability of Foundation Models for Crop Type Mapping Yi-Chia Chang Adam J. Stewart Favyen Bastani Piper Wolters Shreya Kannan George R. Huber Jingtong Wang Arindam Banerjee 36 1 0 14 Sep 2024
Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation Francisco Mena Diego Arenas A. Dengel OOD 29 4 0 22 Jul 2024
Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series Theresa Follath David Mickisch Jan Hemmerling Stefan Erasmi M. Schwieder Begüm Demir ViT 32 2 0 24 Jun 2024
Assessment of Sentinel-2 spatial and temporal coverage based on the scene classification layer Cristhian Sanchez Francisco Mena Marcela Charfuelan Marlon Nuske A. Dengel 21 0 0 06 Jun 2024
Planted: a dataset for planted forest identification from multi-satellite time series L. M. Pazos-Outón Cristina Nader Vasconcelos Anton Raichuk Anurag Arnab Dan Morris Maxim Neumann 47 4 0 24 May 2024
S4: Self-Supervised Sensing Across the Spectrum Jay Shenoy Xinjian Davis Zhang Shlok Mehrotra Bill Tao Rem Yang Han Zhao Deepak Vasisht AI4TS 29 2 0 02 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 70 2 0 02 May 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 40 25 0 12 Apr 2024
Deep Learning for Satellite Image Time Series Analysis: A Review Lynn Miller Charlotte Pelletier Geoffrey I. Webb 35 18 0 05 Apr 2024
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data Francisco Mena Diego Arenas A. Dengel 62 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 29 8 0 22 Jan 2024
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery Xin Guo Jiangwei Lao Bo Dang Yingying Zhang Lei Yu ... Jian Wang Jingdong Chen Ming Yang Yongjun Zhang Yansheng Li 36 119 0 15 Dec 2023
SICKLE: A Multi-Sensor Satellite Imagery Dataset Annotated with Multiple Key Cropping Parameters Depanshu Sani S. Mahato Sourabh Saini Harshvardhan Agarwal Charu Chandra Devshali S. Anand G. Arora T. Jayaraman 23 2 0 29 Nov 2023
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 55 6 0 01 Nov 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 33 10 0 15 May 2023
Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications Francisco Mena Diego Arenas Marlon Nuske Andreas Dengel 34 3 0 20 Dec 2022
SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image Understanding Favyen Bastani Piper Wolters Ritwik Gupta Joe Ferdinando Aniruddha Kembhavi 35 99 0 28 Nov 2022
Exploring Self-Attention for Crop-type Classification Explainability Ivica Obadic R. Roscher Dario Augusto Borges Oliveira Xiao Xiang Zhu 30 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 26 1 0 25 Sep 2022
Towards On-Board Panoptic Segmentation of Multispectral Satellite Images Tharindu Fernando Clinton Fookes Harshala Gammulle Simon Denman Sridha Sridharan 33 7 0 05 Apr 2022
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 32 76 0 17 Nov 2021
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 71 152 0 16 Jul 2021