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Patrick Helber
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2020 – today
- 2024
- [i10]Francisco Alejandro Mena, Deepak Pathak, Hiba Najjar, Cristhian Sanchez, Patrick Helber, Benjamin Bischke, Peter Habelitz, Miro Miranda, Jayanth Siddamsetty, Marlon Nuske, Marcela Charfuelan, Diego Arenas, Michaela Vollmer, Andreas Dengel:
Adaptive Fusion of Multi-view Remote Sensing data for Optimal Sub-field Crop Yield Prediction. CoRR abs/2401.11844 (2024) - 2023
- [c20]Patrick Helber, Benjamin Bischke, Peter Habelitz, Cristhian Sanchez, Deepak Pathak, Miro Miranda, Hiba Najjar
, Francisco Alejandro Mena
, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel:
Crop Yield Prediction: An Operational Approach to Crop Yield Modeling on Field and Subfield Level with Machine Learning Models. IGARSS 2023: 2763-2766 - [c19]Deepak Pathak, Miro Miranda, Francisco Alejandro Mena
, Cristhian Sanchez, Patrick Helber, Benjamin Bischke, Peter Habelitz, Hiba Najjar
, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel:
Predicting Crop Yield with Machine Learning: An Extensive Analysis of Input Modalities and Models on a Field and Sub-Field Level. IGARSS 2023: 2767-2770 - [c18]Cristhian Sanchez, Deepak Pathak, Miro Miranda, Marcela Charfuelan, Patrick Helber, Marlon Nuske, Benjamin Bischke, Peter Habelitz, Nafisur Rahman, Francisco Alejandro Mena
, Hiba Najjar
, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Andreas Dengel:
Influence of Data Cleaning Techniques on Sub-Field Yield Predictions. IGARSS 2023: 4852-4855 - [c17]Hiba Najjar
, Patrick Helber, Benjamin Bischke, Peter Habelitz, Cristhian Sanchez, Francisco Alejandro Mena
, Miro Miranda, Deepak Pathak, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel:
Feature Attribution Methods for Multivariate Time-Series Explainability in Remote Sensing. IGARSS 2023: 5014-5017 - [i9]Deepak Pathak, Miro Miranda, Francisco Alejandro Mena, Cristhian Sanchez, Patrick Helber, Benjamin Bischke, Peter Habelitz, Hiba Najjar, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel:
Predicting Crop Yield With Machine Learning: An Extensive Analysis Of Input Modalities And Models On a Field and sub-field Level. CoRR abs/2308.08948 (2023) - 2022
- [c16]Priyash Bhugra, Benjamin Bischke, Christoph Werner
, Robert Syrnicki, Carolin Packbier, Patrick Helber, Çaglar Senaras
, Akhil Singh Rana, Tim Davis
, Wanda De Keersmaecker, Daniele Zanaga, Annett Wania, Ruben Van De Kerchove, Giovanni Marchisio:
Rapidai4Eo: Mono-and Multi-Temporal Deep Learning Models for Updating the Corine land Cover Product. IGARSS 2022: 2247-2250 - [i8]Priyash Bhugra, Benjamin Bischke, Christoph Werner
, Robert Syrnicki, Carolin Packbier, Patrick Helber, Çaglar Senaras, Akhil Singh Rana, Tim Davis, Wanda De Keersmaecker, Daniele Zanaga, Annett Wania, Ruben Van De Kerchove, Giovanni Marchisio:
RapidAI4EO: Mono- and Multi-temporal Deep Learning models for Updating the CORINE Land Cover Product. CoRR abs/2210.14624 (2022) - 2021
- [b1]Patrick Helber:
Machine Learning for Satellite Image Analysis - A Spatial Mapping of Urban Areas. Kaiserslautern University of Technology, Germany, Dr. Hut 2021, ISBN 978-3-8439-4886-9, pp. 1-207 - [c15]Giovanni Marchisio, Patrick Helber, Benjamin Bischke, Timothy Davis
, Çaglar Senaras
, Daniele Zanaga, Ruben Van De Kerchove, Annett Wania
:
RapidAI4EO: A Corpus for Higher Spatial and Temporal Reasoning. IGARSS 2021: 1161-1164 - [i7]Giovanni Marchisio, Patrick Helber, Benjamin Bischke, Timothy Davis, Çaglar Senaras, Daniele Zanaga, Ruben Van De Kerchove, Annett Wania:
RapidAI4EO: A Corpus for Higher Spatial and Temporal Reasoning. CoRR abs/2110.01919 (2021)
2010 – 2019
- 2019
- [j1]Patrick Helber
, Benjamin Bischke
, Andreas Dengel, Damian Borth:
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12(7): 2217-2226 (2019) - [c14]Bradley J. Gram-Hansen, Patrick Helber, Indhu Varatharajan
, Faiza Azam
, Alejandro Coca-Castro, Veronika Kopacková, Piotr Bilinski:
Mapping Informal Settlements in Developing Countries using Machine Learning and Low Resolution Multi-spectral Data. AIES 2019: 361-368 - [c13]Benjamin Bischke, Patrick Helber, Joachim Folz, Damian Borth, Andreas Dengel:
Multi-Task Learning for Segmentation of Building Footprints with Deep Neural Networks. ICIP 2019: 1480-1484 - [c12]Benjamin Bischke, Patrick Helber, Jörn Hees, Andreas Dengel:
Location-Specific Embedding Learning for the Semantic Segmentation of Building Footprints on a Global Scale. IGARSS 2019: 3951-3954 - [c11]Patrick Helber, Benjamin Bischke, Qiushi Guo, Jörn Hees, Andreas Dengel:
Multi-Scale Machine Learning for the Classification of Building Property Values. IGARSS 2019: 4873-4876 - [c10]Patrick Helber, Benjamin Bischke, Jörn Hees, Andreas Dengel:
Towards a Sentinel-2 Based Human Settlement Layer. IGARSS 2019: 5936-5939 - [c9]Benjamin Bischke, Simon Brugman, Patrick Helber:
Flood Severity Estimation from Online News Images and Multi-Temporal Satellite Images Using Deep Neural Networks. MediaEval 2019 - [c8]Benjamin Bischke, Patrick Helber, Simon Brugman, Erkan Basar, Zhengyu Zhao, Martha A. Larson, Konstantin Pogorelov:
The Multimedia Satellite Task at MediaEval 2019. MediaEval 2019 - [i6]Bradley Gram-Hansen, Patrick Helber, Indhu Varatharajan
, Faiza Azam, Alejandro Coca-Castro, Veronika Kopacková, Piotr Bilinski:
Mapping Informal Settlements in Developing Countries using Machine Learning and Low Resolution Multi-spectral Data. CoRR abs/1901.00861 (2019) - 2018
- [c7]Benjamin Bischke, Patrick Helber, Florian Koenig, Damian Borth, Andreas Dengel:
Overcoming Missing and Incomplete Modalities with Generative Adversarial Networks for Building Footprint Segmentation. CBMI 2018: 1-6 - [c6]Patrick Helber, Benjamin Bischke, Andreas Dengel, Damian Borth:
Introducing Eurosat: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification. IGARSS 2018: 204-207 - [c5]Benjamin Bischke, Patrick Helber, Damian Borth, Andreas Dengel:
Segmentation of Imbalanced Classes in Satellite Imagery using Adaptive Uncertainty Weighted Class Loss. IGARSS 2018: 6191-6194 - [c4]Benjamin Bischke, Patrick Helber, Andreas Dengel:
Global-Local Feature Fusion for Image Classification of Flood Affected Roads from Social Multimedia. MediaEval 2018 - [c3]Benjamin Bischke, Patrick Helber, Zhengyu Zhao, Jens de Bruijn, Damian Borth:
The Multimedia Satellite Task at MediaEval 2018. MediaEval 2018 - [d2]Patrick Helber
, Benjamin Bischke
, Andreas Dengel
, Damian Borth
:
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification. Version 1. Zenodo, 2018 [all versions] - [d1]Patrick Helber
, Benjamin Bischke
, Andreas Dengel
, Damian Borth
:
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification. Version 2. Zenodo, 2018 [all versions] - [i5]Benjamin Bischke, Patrick Helber, Florian König, Damian Borth, Andreas Dengel:
Overcoming Missing and Incomplete Modalities with Generative Adversarial Networks for Building Footprint Segmentation. CoRR abs/1808.03195 (2018) - [i4]Patrick Helber, Bradley Gram-Hansen, Indhu Varatharajan
, Faiza Azam, Alejandro Coca-Castro, Veronika Kopacková, Piotr Bilinski:
Generating Material Maps to Map Informal Settlements. CoRR abs/1812.00786 (2018) - [i3]Patrick Helber, Bradley Gram-Hansen, Indhu Varatharajan, Faiza Azam
, Alejandro Coca-Castro, Veronika Kopacková, Piotr Bilinski:
Mapping Informal Settlements in Developing Countries with Multi-resolution, Multi-spectral Data. CoRR abs/1812.00812 (2018) - 2017
- [c2]Benjamin Bischke, Prakriti Bhardwaj, Aman Gautam, Patrick Helber, Damian Borth, Andreas Dengel:
Detection of Flooding Events in Social Multimedia and Satellite Imagery using Deep Neural Networks. MediaEval 2017 - [c1]Benjamin Bischke, Patrick Helber, Christian Schulze, Venkat Srinivasan, Andreas Dengel, Damian Borth:
The Multimedia Satellite Task at MediaEval 2017. MediaEval 2017 - [i2]Patrick Helber, Benjamin Bischke, Andreas Dengel, Damian Borth:
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification. CoRR abs/1709.00029 (2017) - [i1]Benjamin Bischke, Patrick Helber, Joachim Folz, Damian Borth, Andreas Dengel:
Multi-Task Learning for Segmentation of Building Footprints with Deep Neural Networks. CoRR abs/1709.05932 (2017)
Coauthor Index
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last updated on 2024-08-05 20:24 CEST by the dblp team
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