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ORCIDHermann Baumgartl
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Journal Articles
- 2022
[j1]Jan Gross
, Ricardo Buettner, Hermann Baumgartl:
Benchmarking Transfer Learning Strategies in Time-Series Imaging: Recommendations for Analyzing Raw Sensor Data. IEEE Access 10: 16977-16991 (2022)
Conference and Workshop Papers
- 2022
- [c31]Johannes Breitenbach, Daniel Eisenhardt, Thilo Rieg, Hermann Baumgartl, Patrick Sven Ulrich, Ingo J. Timm, Ricardo Buettner:
Machine Learning-Based Health Behavior Prediction Using Resting-State EEG Data. AMCIS 2022 - [c30]Dominik Raab, Eric Fezer, Johannes Breitenbach, Hermann Baumgartl, Daniel Sauter, Ricardo Buettner:
A Deep Learning-Based Model for Automated Quality Control in the Pharmaceutical Industry. COMPSAC 2022: 266-271 - [c29]Johannes Breitenbach, Isabelle Eckert, Vanessa Mahal, Hermann Baumgartl, Ricardo Buettner:
Automated Defect Detection of Screws in the Manufacturing Industry Using Convolutional Neural Networks. HICSS 2022: 1-10 - [c28]Ricardo Buettner, Jan Gross, Philipp Roessler, Julia Winter, Daniel Sauter, Hermann Baumgartl, Patrick Ulrich:
High-Performance Fake Voice Detection on Automatic Speaker Verification Systems for the Prevention of Cyber Fraud with Convolutional Neural Networks. HICSS 2022: 1-10 - [c27]Johannes Breitenbach, Jan Gross, Hermann Baumgartl, Patrick Sven Ulrich, Ricardo Buettner:
Artificial Intelligence for Industry 4.0: Automated In-Line Quality Control of Electrical Cable Ends Based on Convolutional Neural Networks. PACIS 2022: 282 - [c26]Johannes Breitenbach, Jan Gross, Ricardo Buettner, Hermann Baumgartl, Samuel Bayerlein, Dennis Flathau, Daniel Sauter:
A Deep Learning-Based Cyber-Physical System for the Detection of Defective Capsules Using a Transfer Learning Strategy. PACIS 2022: 287 - 2021
- [c25]Marvin Gaertner, Daniel Sauter, Hermann Baumgartl, Thilo Rieg, Ricardo Buettner:
Multi-Class Emotion Recognition within the Valence-Arousal-Dominance Space Using EEG. AMCIS 2021 - [c24]Jan Gross, Niklas Groiss, Thilo Rieg, Hermann Baumgartl, Ricardo Buettner:
High-Performance Detection of Mild Cognitive Impairment Using Resting-State EEG Signals Located in Broca's Area: A Machine Learning Approach. AMCIS 2021 - [c23]Dennis Flathau, Johannes Breitenbach, Hermann Baumgartl, Ricardo Buettner:
Early Detection of Alcohol Use Disorder Based on a Novel Machine Learning Approach Using EEG Data. IEEE BigData 2021: 3897-3904 - [c22]Ricardo Buettner, Daniel Sauter, Jonas Klopfer, Johannes Breitenbach, Hermann Baumgartl:
A Review of Recent Advances in Machine Learning Approaches for Cyber Defense. IEEE BigData 2021: 3969-3974 - [c21]Patrick Krawczyk, Hermann Baumgartl, Andreas Jansche, Timo Bernthaler, Ricardo Buettner, Gerhard Schneider:
Comparison of deep learning methods for image deblurring on light optical materials microscopy data. CASE 2021: 1332-1337 - [c20]Daniel Sauter, Anna Schmitz, Fulya Dikici, Hermann Baumgartl, Ricardo Buettner:
Defect Detection of Metal Nuts Applying Convolutional Neural Networks. COMPSAC 2021: 248-257 - [c19]Daniel Sauter, Cem Atik, Christian Schenk, Ricardo Buettner, Hermann Baumgartl:
Visual Defect Detection of Metal Screws using a Deep Convolutional Neural Network. COMPSAC 2021: 303-311 - [c18]Hermann Baumgartl, Dennis Flathau, Samuel Bayerlein, Daniel Sauter, Ingo J. Timm, Ricardo Buettner:
Pain Level Assessment for Infants Using Facial Expression Scores. COMPSAC 2021: 590-598 - [c17]Hermann Baumgartl, Daniel Sauter, Christian Schenk, Cem Atik, Ricardo Buettner:
Vision-based Hand Gesture Recognition for Human-Computer Interaction using MobileNetV2. COMPSAC 2021: 1667-1674 - [c16]Jan Gross, Johannes Breitenbach, Hermann Baumgartl, Ricardo Buettner:
High-Performance Detection of Corneal Ulceration Using Image Classification with Convolutional Neural Networks. HICSS 2021: 1-10 - [c15]Marco Klaiber, Daniel Sauter, Hermann Baumgartl, Ricardo Buettner:
A Systematic Literature Review on Transfer Learning for 3D-CNNs. IJCNN 2021: 1-10 - [c14]Jan Gross, Filmon Mesgun, Janek Frick, Hermann Baumgartl, Ricardo Buettner:
Machine Learning-Based Detection of High Trait Anxiety Using Frontal Asymmetry Characteristics in Resting-State EEG Recordings. PACIS 2021: 34 - [c13]Hermann Baumgartl, Stefanie Scholtz, Daniel Sauter, Ricardo Buettner:
Detection of Schizophrenia Using Machine Learning on the Five Most Predictive EEG-Channels. PACIS 2021: 38 - [c12]Ricardo Buettner, Daniel Sauter, Isabelle Eckert, Hermann Baumgartl:
Classifying High and Low Self-Esteem using a Novel Machine Learning Method based on EEG Data. PACIS 2021: 39 - [c11]Johannes Breitenbach, Alpay Uzun, Thilo Rieg, Hermann Baumgartl, Ricardo Buettner:
A Novel Machine Learning Approach to Working Memory Evaluation Using Resting-State EEG Data. PACIS 2021: 42 - [c10]Johannes Breitenbach, Dominik Raab, Eric Fezer, Daniel Sauter, Hermann Baumgartl, Ricardo Buettner:
Automatic Diagnosis of Intellectual and Developmental Disorder Using Machine Learning Based on Resting-State EEG Recordings. WiMob 2021: 7-12 - 2020
- [c9]Hermann Baumgartl, Eric Fezer, Ricardo Buettner:
Two-Level Classification of Chronic Stress Using Machine Learning on Resting-State EEG Recordings. AMCIS 2020 - [c8]Johannes Breitenbach, Hermann Baumgartl, Ricardo Buettner:
Detection of Excessive Daytime Sleepiness in Resting-State EEG Recordings: A Novel Machine Learning Approach Using Specific EEG Sub-Bands and Channels. AMCIS 2020 - [c7]Jan Gross, Hermann Baumgartl, Ricardo Buettner:
A Novel Machine Learning Approach for High-Performance Diagnosis of Premature Internet Addiction Using the Unfolded EEG Spectra. AMCIS 2020 - [c6]Hermann Baumgartl, Ricardo Buettner:
Development of a Highly Precise Place Recognition Module for Effective Human-robot Interactions in Changing Lighting and Viewpoint Conditions. HICSS 2020: 1-10 - [c5]Hermann Baumgartl, Fulya Dikici, Daniel Sauter, Ricardo Buettner:
Detecting Antisocial Personality Disorder Using a Novel Machine Learning Algorithm Based on Electroencephalographic Data. PACIS 2020: 48 - [c4]Dominik Raab, Hermann Baumgartl, Ricardo Buettner:
Machine Learning Based Diagnosis of Binge Eating Disorder Using EEG Recordings. PACIS 2020: 97 - [c3]Hermann Baumgartl, Philipp Roessler, Daniel Sauter, Ricardo Buettner:
Measuring Social Desirability Using a Novel Machine Learning Approach Based on EEG Data. PACIS 2020: 100 - 2019
- [c2]Ricardo Buettner, Hermann Baumgartl:
A Highly Effective Deep Learning Based Escape Route Recognition Module for Autonomous Robots in Crisis and Emergency Situations. HICSS 2019: 1-8 - 2018
- [c1]Florian Baumann, Dominik Emmert, Hermann Baumgartl, Ricardo Buettner:
Hardcore Gamer Profiling: Results from an unsupervised learning approach to playing behavior on the Steam platform. KES 2018: 1289-1297
Informal and Other Publications
- 2021
- [i1]Hermann Baumgartl, Ricardo Buettner:
Developing efficient transfer learning strategies for robust scene recognition in mobile robotics using pre-trained convolutional neural networks. CoRR abs/2107.11187 (2021)
Coauthor Index
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