Volker Steinhage

ORCID

Publication Activity (10 Years)

Years Active: 1992-2024
Publications (10 Years): 36

Top Venues

CoRR

Ecol. Informatics

Comput. Electron. Agric.

Sensors

University of Bonn, Germany (PHD)

Education History

University of Bonn, Germany

PHD

Publications

Florian Huber, Stefan Schulz, Volker Steinhage
Deep Interpolation of Remote Sensing Land Surface Temperature Data with Partial Convolutions. Sensors 24 (5) (2024)
Florian Huber, Alvin Inderka, Volker Steinhage
Leveraging Remote Sensing Data for Yield Prediction with Deep Transfer Learning. Sensors 24 (3) (2024)
Ayk Borstelmann, Timm Haucke, Volker Steinhage
The Potential of Diffusion-Based Near-Infrared Image Colorization. Sensors 24 (5) (2024)
Alvin Inderka, Florian Huber, Volker Steinhage
On Convolutional Vision Transformers for Yield Prediction. CoRR (2024)
Florian Huber, Hannes Engler, Anna Kicherer, Katja Herzog, Reinhard Töpfer, Volker Steinhage
Grouping Shapley Value Feature Importances of Random Forests for explainable Yield Prediction. CoRR (2023)
Florian Huber, Artem Yushchenko, Benedikt Stratmann, Volker Steinhage
Extreme Gradient Boosting for yield estimation compared with Deep Learning approaches. Comput. Electron. Agric. 202 (2022)
Morris Klasen, Volker Steinhage
Improving wildlife tracking using 3D information. Ecol. Informatics 68 (2022)
Morris Klasen, Volker Steinhage
Wildlife 3D multi-object tracking. Ecol. Informatics 71 (2022)
Peter Johanns, Timm Haucke, Volker Steinhage
Distance Estimation and Animal Tracking for Wildlife Camera Trapping. CoRR (2022)
Peter Johanns, Timm Haucke, Volker Steinhage
Automated distance estimation for wildlife camera trapping. Ecol. Informatics 70 (2022)
Timm Haucke, Hjalmar S. Kühl, Jacqueline Hoyer, Volker Steinhage
Overcoming the distance estimation bottleneck in estimating animal abundance with camera traps. Ecol. Informatics 68 (2022)
Timm Haucke, Hjalmar S. Kühl, Volker Steinhage
SOCRATES: A Stereo Camera Trap for Monitoring of Biodiversity. CoRR (2022)
Frank Schindler, Volker Steinhage
Instance segmentation and tracking of animals in wildlife videos: SWIFT - segmentation with filtering of tracklets. Ecol. Informatics 71 (2022)
Florian Huber, Artem Yushchenko, Benedikt Stratmann, Volker Steinhage
Extreme Gradient Boosting for Yield Estimation compared with Deep Learning Approaches. CoRR (2022)
Timm Haucke, Hjalmar S. Kühl, Volker Steinhage
SOCRATES: Introducing Depth in Visual Wildlife Monitoring Using Stereo Vision. Sensors 22 (23) (2022)
Jakob Greis, Artem Yushchenko, Daniel Vogel, Michael Meier, Volker Steinhage
Automated Identification of Vulnerable Devices in Networks using Traffic Data and Deep Learning. CoRR (2021)
Jakob Greis, Artem Yushchenko, Daniel Vogel, Michael Meier, Volker Steinhage
Automated identification of vulnerable devices in networks using traffic data and deep learning. Int. J. Inf. Priv. Secur. Integr. 5 (1) (2021)
Frank Schindler, Volker Steinhage
Identification of animals and recognition of their actions in wildlife videos using deep learning techniques. Ecol. Informatics 61 (2021)
Timm Haucke, Hjalmar S. Kühl, Jacqueline Hoyer, Volker Steinhage
Overcoming the Distance Estimation Bottleneck in Camera Trap Distance Sampling. CoRR (2021)
Timm Haucke, Volker Steinhage
Exploiting Depth Information for Wildlife Monitoring. CoRR (2021)
Frank Schindler, Volker Steinhage
Saving costs for video data annotation in wildlife monitoring. Ecol. Informatics 65 (2021)
Keanu Buschbacher, Volker Steinhage
On the extraction and relevance ranking of visual morphological traits for taxon identification. Ecol. Informatics 60 (2020)
Keanu Buschbacher, Dirk Ahrens, Marianne Espeland, Volker Steinhage
Image-based species identification of wild bees using convolutional neural networks. Ecol. Informatics 55 (2020)
Morris Klasen, Dirk Ahrens, Jonas Eberle, Volker Steinhage
Image-based Automated Species Identification: Can Virtual Data Augmentation Overcome Problems of Insufficient Sampling? CoRR (2020)
Pierre Barré, Katja Herzog, Rebecca Höfle, Matthias B. Hullin, Reinhard Töpfer, Volker Steinhage
Automated phenotyping of epicuticular waxes of grapevine berries using light separation and convolutional neural networks. Comput. Electron. Agric. 156 (2019)
Florian Rist, Doreen Gabriel, Jennifer Mack, Volker Steinhage, Reinhard Töpfer, Katja Herzog
Combination of an Automated 3D Field Phenotyping Workflow and Predictive Modelling for High-Throughput and Non-Invasive Phenotyping of Grape Bunches. Remote. Sens. 11 (24) (2019)
Tim Adams, Jens Dörpinghaus, Marc Jacobs, Volker Steinhage
Automated lung tumor detection and diagnosis in CT Scans using texture feature analysis and SVM. FedCSIS (Communication Papers) (2018)
Pierre Barré, Katja Herzog, Rebecca Höfle, Matthias B. Hullin, Reinhard Töpfer, Volker Steinhage
Automated Phenotyping of Epicuticular Waxes of Grapevine Berries Using Light Separation and Convolutional Neural Networks. CoRR (2018)
Jonatan Grimm, Katja Herzog, Florian Rist, Anna Kicherer, Reinhard Töpfer, Volker Steinhage
An Adaptive Approach for Automated Grapevine Phenotyping using VGG-based Convolutional Neural Networks. CoRR (2018)
Florian Rist, Katja Herzog, Jenny Mack, Robert Richter, Volker Steinhage, Reinhard Töpfer
High-Precision Phenotyping of Grape Bunch Architecture Using Fast 3D Sensor and Automation. Sensors 18 (3) (2018)
Jennifer Mack, Frank Schindler, Florian Rist, Katja Herzog, Reinhard Töpfer, Volker Steinhage
Semantic labeling and reconstruction of grape bunches from 3D range data using a new RGB-D feature descriptor. Comput. Electron. Agric. 155 (2018)
Bernhard Japes, Jennifer Mack, Florian Rist, Katja Herzog, Reinhard Töpfer, Volker Steinhage
Multi-View Semantic Labeling of 3D Point Clouds for Automated Plant Phenotyping. CoRR (2018)
Robert Rudolph, Katja Herzog, Reinhard Töpfer, Volker Steinhage
Efficient identification, localization and quantification of grapevine inflorescences in unprepared field images using Fully Convolutional Networks. CoRR (2018)
Pierre Barré, Ben C. Stöver, Kai F. Müller, Volker Steinhage
LeafNet: A computer vision system for automatic plant species identification. Ecol. Informatics 40 (2017)
Jennifer Mack, Christian Lenz, Johannes Teutrine, Volker Steinhage
High-precision 3D detection and reconstruction of grapes from laser range data for efficient phenotyping based on supervised learning. Comput. Electron. Agric. 135 (2017)
Jonatan Grimm, Mark Hoffmann, Ben C. Stöver, Kai F. Müller, Volker Steinhage
Image-Based Identification of Plant Species Using a Model-Free Approach and Active Learning. KI (2016)
Volker Steinhage, Florian Schöler
Automated Reconstruction of 3D Plant Architecture Applied to Grapevine Phenotyping. GIL Jahrestagung (2015)
Jens Behley, Volker Steinhage, Armin B. Cremers
Efficient radius neighbor search in three-dimensional point clouds. ICRA (2015)
Florian Schöler, Volker Steinhage
Automated 3D reconstruction of grape cluster architecture from sensor data for efficient phenotyping. Comput. Electron. Agric. 114 (2015)
Volker Steinhage
Automated Pollinator Monitoring for Crop Farming. GIL Jahrestagung (2015)
Jens Behley, Volker Steinhage, Armin B. Cremers
Laser-based segment classification using a mixture of bag-of-words. IROS (2013)
Volker Steinhage, Florian Schöler, Jenny Balfer
A Model-Based Approach to High Performance Phenotyping. EnviroInfo (2012)
Jens Behley, Volker Steinhage, Armin B. Cremers
Performance of histogram descriptors for the classification of 3D laser range data in urban environments. ICRA (2012)
Florian Schöler, Volker Steinhage
Towards an Automated 3D Reconstruction of Plant Architecture. AGTIVE (2011)
Florian Schöler, Jens Behley, Volker Steinhage, Dirk Schulz, Armin B. Cremers
Person tracking in three-dimensional laser range data with explicit occlusion adaption. ICRA (2011)
Jens Behley, Kristian Kersting, Dirk Schulz, Volker Steinhage, Armin B. Cremers
Learning to hash logistic regression for fast 3D scan point classification. IROS (2010)
Jens Behley, Volker Steinhage
Generation of 3D City Models Using Domain-Specific Information Fusion. ICVS (2009)
Martin Drauschke, Volker Steinhage, Artur Pogoda de la Vega, Stephan Müller, Tiago Mauricio Francoy, Dieter Wittmann
Reliable Biometrical Analysis in Biodiversity Information Systems. PRIS (2007)
David Seim, Stephan Müller, Martin Drauschke, Volker Steinhage, Stefan Schröder
Management and Visualization of Biodiversity Knowledge. EnviroInfo (2006)
Volker Roth, Artur Pogoda de la Vega, Volker Steinhage, Stefan Schröder
Automatisierte Artenbestimmung von Insekten durch Bildanalyse. Künstliche Intell. 14 (1) (2000)
Volker Roth, Artur Pogoda de la Vega, Volker Steinhage, Stefan Schröder
Pattern Recognition Combining Feature- and Pixel-Based Classification Within a Real World Application. DAGM-Symposium (1999)
Volker Roth, Volker Steinhage
Nonlinear Discriminant Analysis Using Kernel Functions. NIPS (1999)
Volker Roth, Volker Steinhage, Stefan Schröder, Armin B. Cremers, Dieter Wittmann
Pattern Recognition Combining De-noising and Linear Discriminant Analysis within a Real World Application. CAIP (1999)
André Fischer, Thomas H. Kolbe, Felicitas Lang, Armin B. Cremers, Wolfgang Förstner, Lutz Plümer, Volker Steinhage
Extracting Buildings from Aerial Images Using Hierarchical Aggregation in 2D and 3D. Comput. Vis. Image Underst. 72 (2) (1998)
André Fischer, Volker Steinhage
On the Computation of Visual Events in Aspect Graph Generation. DAGM-Symposium (1997)
Volker Steinhage, B. Kastenholz, Stefan Schröder, W. Drescher
A Hierarchical Approach to Classify Solitary Bees Based on Image Analysis. DAGM-Symposium (1997)
A. Kort, Artur Pogoda de la Vega, Volker Steinhage
Employing Aspect Hierarchies for Building Detection in Digital Images. DAGM-Symposium (1996)
Claudia Braun, Thomas H. Kolbe, Felicitas Lang, Wolfgang Schickler, Volker Steinhage, Armin B. Cremers, Wolfgang Förstner, Lutz Plümer
Models for photogrammetric building reconstruction. Comput. Graph. 19 (1) (1995)
Volker Steinhage
Occlusions and Special Views within the Reconstruction of Polyhedral Scenes. CAIP (1993)
Volker Steinhage
Verification of the general position assumption in the practice of stereovision. ICPR (1) (1992)

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Publication Activity (10 Years)

Top Topics

Top Venues

Volker Steinhage