Crop mapping from image time series: deep learning with multi-scale
label hierarchies

Crop mapping from image time series: deep learning with multi-scale label hierarchies

17 February 2021

Mehmet Özgür Türkoglu

Stefano Dáronco

Constantin Streit

Konrad Schindler

Jan Dirk Wegner

Papers citing "Crop mapping from image time series: deep learning with multi-scale label hierarchies"

10 / 10 papers shown

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 58 0 0 18 Apr 2025
EuroCropsML: A Time Series Benchmark Dataset For Few-Shot Crop Type Classification Joana Reuss Jan Macdonald Simon Becker Lorenz Richter Marco Körner 57 1 0 24 Jul 2024
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
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 18 31 0 11 Apr 2023
A systematic review of the use of Deep Learning in Satellite Imagery for Agriculture Brandon Victor Zhen He Aiden Nibali 22 9 0 03 Oct 2022
Towards Space-to-Ground Data Availability for Agriculture Monitoring George Choumos Alkiviadis Koukos Vasileios Sitokonstantinou C. Kontoes 32 5 0 16 May 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 12 36 0 02 Apr 2022
TIML: Task-Informed Meta-Learning for Agriculture Gabriel Tseng Hannah Kerner David Rolnick 11 7 0 04 Feb 2022
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 71 150 0 16 Jul 2021
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 227 7,903 0 13 Jun 2015