| No Class Left Behind: A Closer Look at Class Balancing for Audio Tagging |
| Janek Ebbers, François G. Germain, Kevin Wilkinghoff, Gordon Wichern, Jonathan Le Roux |
| International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
|
[Paper]
[Reference]
|
|
| Keeping the Balance: Anomaly Score Calculation for Domain Generalization |
| Kevin Wilkinghoff, Haici Yang, Janek Ebbers, François G. Germain, Gordon Wichern, Jonathan Le Roux |
| International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
|
[Paper]
[Reference]
|
|
| AdaProj: Adaptively Scaled Angular Margin Subspace Projections for Anomalous Sound Detection with Auxiliary Classification Tasks |
| Kevin Wilkinghoff |
| 9th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE) |
|
[Paper]
[Reference]
[Code]
|
|
| Multi-Sample Dynamic Time Warping for Few-Shot Keyword Spotting |
| Kevin Wilkinghoff, Alessia Cornaggia-Urrigshardt |
| 32nd European Signal Processing Conference (EUSIPCO) |
|
[Paper]
[Reference]
|
|
| Analyzing the Impact of HF-Specific Signal Degradation on Automatic Speech Recognition |
| Fabian Fritz, Alessia Cornaggia-Urrigshardt, Lukas Henneke, Frank Kurth, Kevin Wilkinghoff |
| International Conference on Military Communications and Information Systems (ICMCIS) |
|
[Paper]
[Reference]
|
|
| Strong Label Generation for Preparing Speech Data in Military Applications Using CTC Loss |
| Fahrettin Gökgöz, Alessia Cornaggia-Urrigshardt, Kevin Wilkinghoff |
| International Conference on Military Communications and Information Systems (ICMCIS) |
|
[Paper]
[Reference]
|
|
| Self-Supervised Learning for Anomalous Sound Detection |
| Kevin Wilkinghoff |
| International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
|
[Paper]
[Reference]
[Code]
|
|
| F1-EV Score: Measuring the Likelihood of Estimating a Good Decision Threshold for Semi-Supervised Anomaly Detection |
| Kevin Wilkinghoff, Keisuke Imoto |
| International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
|
[Paper]
[Reference]
[Code]
|
|
| TACos: Learning Temporally Structured Embeddings for Few-Shot Keyword Spotting with Dynamic Time Warping |
| Kevin Wilkinghoff, Alessia Cornaggia-Urrigshardt |
| International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
|
[Paper]
[Reference]
[Dataset]
|
|
| Language Recognition for SSB modulated HF Radio Signals of Short Duration |
| Alessia Cornaggia-Urrigshardt, Fabian Fritz, Lukas Henneke, Frank Kurth, Christian Schlich, Kevin Wilkinghoff |
| 15th ITG Conference on Speech Communication (ITG Speech) |
|
[Paper]
[Reference]
[Examples]
|
|
| On Using Pre-Trained Embeddings for Detecting Anomalous Sounds with Limited Training Data |
| Kevin Wilkinghoff, Fabian Fritz |
| 31st European Signal Processing Conference (EUSIPCO) |
|
[Paper]
[Reference]
[Code]
|
|
| Novel Generative Classifier for Acoustic Events |
| Paul M. Baggenstoss, Kevin Wilkinghoff |
| 31st European Signal Processing Conference (EUSIPCO) |
|
[Paper]
[Reference]
|
|
| Design Choices for Learning Embeddings from Auxiliary Tasks for Domain Generalization in Anomalous Sound Detection |
| Kevin Wilkinghoff |
| International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
|
[Paper]
[Reference]
[Code]
|
|
| Towards Human-Machine Integration for Signal Intelligence Applications |
| Jonas D. Rockbach, Luka-Franziska Bluhm, Isabel Schlangen, Laura Over, Sabine Apfeld, Lukas Henneke, Kevin Wilkinghoff |
| 14th Symposium Sensor Data Fusion (SDF) |
|
[Paper]
[Reference]
|
|
SCALA-Speech: An Interactive System for Finding and Analyzing Speech Content in Audio Data |
| Alessia Cornaggia-Urrigshardt, Nikita Jarocky, Frank Kurth, Sebastian Urrigshardt, Kevin Wilkinghoff |
| 52. Jahrestagung der Gesellschaft für Informatik (GI-Jahrestagung) |
|
[Paper]
[Reference]
|
|
Speech Recognition Lab |
| Alessia Cornaggia-Urrigshardt, Fahrettin Gökgöz, Frank Kurth, Hans-Christian Schmitz, Kevin Wilkinghoff |
| International Conference on Military Communications and Information Systems (ICMCIS) |
|
[Paper]
[Reference]
|
|
| Combining Multiple Distributions based on Sub-Cluster AdaCos for Anomalous Sound Detection under Domain Shifted Conditions |
| Kevin Wilkinghoff |
| 6th Workshop on Detection and Classification of Acoustic Scenes
and Events (DCASE) |
|
[Paper]
[Reference]
|
|
Best Paper Award
|
|
Two-Dimensional Embeddings for Low-Resource Keyword Spotting Based on Dynamic Time Warping |
| Kevin Wilkinghoff, Alessia Cornaggia-Urrigshardt, Fahrettin Gökgöz |
| 14th ITG Conference on Speech Communication (ITG Speech) |
|
[Paper]
[Reference]
|
|
Sub-Cluster AdaCos: Learning Representations for Anomalous Sound Detection |
| Kevin Wilkinghoff |
| International Joint Conference on Neural Networks (IJCNN) |
|
[Paper]
[Reference]
[Code]
|
|
| Using Look, Listen, and Learn Embeddings for Detecting Anomalous Sounds in Machine Condition Monitoring |
| Kevin Wilkinghoff |
| 5th Workshop on Detection and Classification of Acoustic Scenes
and Events (DCASE) |
|
[Paper]
[Reference]
|
|
On Open-Set Classification with L3-Net Embeddings for Machine Listening Applications |
| Kevin Wilkinghoff |
| 28th European Signal Processing Conference (EUSIPCO) |
|
[Paper]
[Reference]
|
|
| On Open-Set Speaker Identification with I-Vectors |
| Kevin Wilkinghoff |
| Odyssey - The Speaker and Language Recognition Workshop (Odyssey) |
|
[Paper]
[Reference]
[Code]
|
|
| Towards Robust Speech Interfaces for the ISS |
| Hans-Christian Schmitz, Frank Kurth, Kevin Wilkinghoff, Uwe Müllerschkowski, Christian Karrasch, Volker Schmid |
| International Conference on Intelligent User Interfaces (IUI) Companion |
|
[Paper]
[Reference]
|
|
| Calm Interfaces for Integrated C2 Systems |
| Hans-Christian Schmitz, Alessia Cornaggia-Urrigshardt, Fahrettin Gökgöz, Samantha Kent, Kevin Wilkinghoff |
| International Command and Control Research and Technology Symposium (ICCRTS) |
|
[Paper]
[Reference]
|
|
| Open-Set Acoustic Scene Classification with Deep Convolutional Autoencoders |
| Kevin Wilkinghoff, Frank Kurth |
| 4th Workshop on Detection and Classification of Acoustic Scenes
and Events (DCASE) |
|
[Paper]
[Reference]
[Code]
|
|
| General-Purpose Audio Tagging by Ensembling Convolutional Neural Networks based on Multiple Features |
| Kevin Wilkinghoff |
| 3rd Workshop on Detection and Classification of Acoustic Scenes
and Events (DCASE) |
|
[Paper]
[Reference]
|
|
| Accurately Capturing Speech Feature Distributions by Extending Supervectors for Robust Speaker Recognition |
| Kevin Wilkinghoff |
| 13th ITG Symposium on Speech Communication (ITG Speech) |
|
[Paper]
[Reference]
|
|
| Robust Speaker Identification by Fusing Classification Scores with a Neural Network |
| Kevin Wilkinghoff, Paul M. Baggenstoss, Alessia Cornaggia-Urrigshardt, Frank Kurth |
| 13th ITG Symposium on Speech Communication (ITG Speech) |
|
[Paper]
[Reference]
|
|
| Robust Detection of Jittered Multiply Repeating Audio Events Using Iterated Time-Warped ACF |
| Frank Kurth, Kevin Wilkinghoff |
| International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
|
[Paper]
[Reference]
|
|
| Audio Embeddings for Semi-Supervised Anomalous Sound Detection
|
| Doctoral Thesis, Faculty of Mathematics and Natural Sciences, University of Bonn, 2024 |
|
[Thesis]
[ULB Bonn entry]
[EURASIP library entry]
[Reference]
|
|
| Neural Networks in Speaker Identification
|
| Master's Thesis, Institute of Computer Science, University of Bonn, 2017 |
|
Kölner VDI Förderpreis 2018
|
|
AFCEA Bonn Studienpreis 2018
|
|
| Homogenisierung nichtlinearer elliptischer Differentialgleichungen
|
| Bachelor's Thesis, Mathematical Institute, University of Münster, 2013 |
