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 |
Submitted to International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
[Reference]
|
|
Keeping the Balance: Anomaly Score Calculation for Domain Generalization |
Kevin Wilkinghoff, Haici Yang, Janek Ebbers, François G. Germain, Gordon Wichern, Jonathan Le Roux |
Submitted to International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
[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]
|
|
On choosing decision thresholds for anomalous sound detection in machine condition monitoring |
Kevin Wilkinghoff, Alessia Cornaggia-Urrigshardt |
24th International Congress on Acoustics (ICA) |
[Paper]
[Reference]
|
Invited Paper
|
|
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 |
[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 |