Volker Steinhage

Orcid: 0000-0002-3172-3645

Affiliations:
  • University of Bonn, Institute of Computer Science, Germany


According to our database1, Volker Steinhage authored at least 58 papers between 1992 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
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Links

Online presence:

On csauthors.net:

Bibliography

2024
Deep Interpolation of Remote Sensing Land Surface Temperature Data with Partial Convolutions.
Sensors, March, 2024

The Potential of Diffusion-Based Near-Infrared Image Colorization.
Sensors, March, 2024

Leveraging Remote Sensing Data for Yield Prediction with Deep Transfer Learning.
Sensors, February, 2024

On Convolutional Vision Transformers for Yield Prediction.
CoRR, 2024

2023
Grouping Shapley Value Feature Importances of Random Forests for explainable Yield Prediction.
CoRR, 2023

2022
SOCRATES: Introducing Depth in Visual Wildlife Monitoring Using Stereo Vision.
Sensors, 2022

Instance segmentation and tracking of animals in wildlife videos: SWIFT - segmentation with filtering of tracklets.
Ecol. Informatics, 2022

Wildlife 3D multi-object tracking.
Ecol. Informatics, 2022

Improving wildlife tracking using 3D information.
Ecol. Informatics, 2022

Automated distance estimation for wildlife camera trapping.
Ecol. Informatics, 2022

Overcoming the distance estimation bottleneck in estimating animal abundance with camera traps.
Ecol. Informatics, 2022

SOCRATES: A Stereo Camera Trap for Monitoring of Biodiversity.
CoRR, 2022

Distance Estimation and Animal Tracking for Wildlife Camera Trapping.
CoRR, 2022

Extreme Gradient Boosting for yield estimation compared with Deep Learning approaches.
Comput. Electron. Agric., 2022

2021
Automated identification of vulnerable devices in networks using traffic data and deep learning.
Int. J. Inf. Priv. Secur. Integr., 2021

Saving costs for video data annotation in wildlife monitoring.
Ecol. Informatics, 2021

Identification of animals and recognition of their actions in wildlife videos using deep learning techniques.
Ecol. Informatics, 2021

Overcoming the Distance Estimation Bottleneck in Camera Trap Distance Sampling.
CoRR, 2021

Exploiting Depth Information for Wildlife Monitoring.
CoRR, 2021

2020
On the extraction and relevance ranking of visual morphological traits for taxon identification.
Ecol. Informatics, 2020

Image-based species identification of wild bees using convolutional neural networks.
Ecol. Informatics, 2020

Image-based Automated Species Identification: Can Virtual Data Augmentation Overcome Problems of Insufficient Sampling?
CoRR, 2020

2019
Combination of an Automated 3D Field Phenotyping Workflow and Predictive Modelling for High-Throughput and Non-Invasive Phenotyping of Grape Bunches.
Remote. Sens., 2019

Automated phenotyping of epicuticular waxes of grapevine berries using light separation and convolutional neural networks.
Comput. Electron. Agric., 2019

2018
High-Precision Phenotyping of Grape Bunch Architecture Using Fast 3D Sensor and Automation.
Sensors, 2018

An Adaptive Approach for Automated Grapevine Phenotyping using VGG-based Convolutional Neural Networks.
CoRR, 2018

Efficient identification, localization and quantification of grapevine inflorescences in unprepared field images using Fully Convolutional Networks.
CoRR, 2018

Multi-View Semantic Labeling of 3D Point Clouds for Automated Plant Phenotyping.
CoRR, 2018

Semantic labeling and reconstruction of grape bunches from 3D range data using a new RGB-D feature descriptor.
Comput. Electron. Agric., 2018

Automated lung tumor detection and diagnosis in CT Scans using texture feature analysis and SVM.
Proceedings of the Communication Papers of the 2018 Federated Conference on Computer Science and Information Systems, 2018

2017
LeafNet: A computer vision system for automatic plant species identification.
Ecol. Informatics, 2017

High-precision 3D detection and reconstruction of grapes from laser range data for efficient phenotyping based on supervised learning.
Comput. Electron. Agric., 2017

2016
Image-Based Identification of Plant Species Using a Model-Free Approach and Active Learning.
Proceedings of the KI 2016: Advances in Artificial Intelligence, 2016

2015
Automated 3D reconstruction of grape cluster architecture from sensor data for efficient phenotyping.
Comput. Electron. Agric., 2015

Efficient radius neighbor search in three-dimensional point clouds.
Proceedings of the IEEE International Conference on Robotics and Automation, 2015

Automated Reconstruction of 3D Plant Architecture Applied to Grapevine Phenotyping.
Proceedings of the Informatik in der Land-, 2015

Automated Pollinator Monitoring for Crop Farming.
Proceedings of the Informatik in der Land-, 2015

2013
Laser-based segment classification using a mixture of bag-of-words.
Proceedings of the 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2013

2012
Performance of histogram descriptors for the classification of 3D laser range data in urban environments.
Proceedings of the IEEE International Conference on Robotics and Automation, 2012

A Model-Based Approach to High Performance Phenotyping.
Proceedings of the Light up the Ideas of Environmental Informatics: Proceedings of the 26th International Conference on Informatics for Environmental Protection, 2012

2011
Person tracking in three-dimensional laser range data with explicit occlusion adaption.
Proceedings of the IEEE International Conference on Robotics and Automation, 2011

Towards an Automated 3D Reconstruction of Plant Architecture.
Proceedings of the Applications of Graph Transformations with Industrial Relevance, 2011

2010
Learning to hash logistic regression for fast 3D scan point classification.
Proceedings of the 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2010

2009
Generation of 3D City Models Using Domain-Specific Information Fusion.
Proceedings of the Computer Vision Systems, 2009

2007
Reliable Biometrical Analysis in Biodiversity Information Systems.
Proceedings of the Pattern Recognition in Information Systems, 2007

2006
Management and Visualization of Biodiversity Knowledge.
Proceedings of the Managing Environmental Knowledge: Proceedings of the 20th International Conference for Environmental Protection, 2006

2000
Automatisierte Artenbestimmung von Insekten durch Bildanalyse.
Künstliche Intell., 2000

1999
Nonlinear Discriminant Analysis Using Kernel Functions.
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999

Pattern Recognition Combining Feature- and Pixel-Based Classification Within a Real World Application.
Proceedings of the Mustererkennung 1999, 1999

Pattern Recognition Combining De-noising and Linear Discriminant Analysis within a Real World Application.
Proceedings of the Computer Analysis of Images and Patterns, 8th International Conference, 1999

1998
Extracting Buildings from Aerial Images Using Hierarchical Aggregation in 2D and 3D.
Comput. Vis. Image Underst., 1998

1997
A Hierarchical Approach to Classify Solitary Bees Based on Image Analysis.
Proceedings of the Mustererkennung 1997, 1997

On the Computation of Visual Events in Aspect Graph Generation.
Proceedings of the Mustererkennung 1997, 1997

1996
Employing Aspect Hierarchies for Building Detection in Digital Images.
Proceedings of the Mustererkennung 1996, 1996

1995
Models for photogrammetric building reconstruction.
Comput. Graph., 1995

1993
Occlusions and Special Views within the Reconstruction of Polyhedral Scenes.
Proceedings of the Computer Analysis of Images and Patterns, 5th International Conference, 1993

Verdeckungen und spezielle Sichten bei der Polyederrekonstruktion.
PhD thesis, 1993

1992
Verification of the general position assumption in the practice of stereovision.
Proceedings of the 11th IAPR International Conference on Pattern Recognition, 1992


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