| Self-Supervised Learning for Anomalous Sound Detection |
| Kevin Wilkinghoff |
| Submitted to International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
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| F1-EV Score: Measuring the Likelihood of Estimating a Good Decision Threshold for Semi-Supervised Anomaly Detection |
| Kevin Wilkinghoff, Keisuke Imoto |
| Submitted to International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
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| TACos: Learning Temporally Structured Embeddings for Few-Shot Keyword Spotting with Dynamic Time Warping |
| Kevin Wilkinghoff, Alessia Cornaggia-Urrigshardt |
| Submitted to International Conference on Acoustics, Speech and Signal Processing (ICASSP), arXiv:2305.10816 |
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| Why do Angular Margin Losses work well for Semi-Supervised Anomalous Sound Detection? |
| Kevin Wilkinghoff, Frank Kurth |
| Submitted to IEEE/ACM Transactions on Audio, Speech and Language Processing, arXiv:2309.15643 |
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| 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) |
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[BibTeX]
[Examples]
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| On Using Pre-Trained Embeddings for Detecting Anomalous Sounds with Limited Training Data |
| Kevin Wilkinghoff, Fabian Fritz |
| 31st European Signal Processing Conference (EUSIPCO) |
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| Novel Generative Classifier for Acoustic Events |
| Paul M. Baggenstoss, Kevin Wilkinghoff |
| 31st European Signal Processing Conference (EUSIPCO) |
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| 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) |
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| On choosing decision thresholds for anomalous sound detection in machine condition monitoring |
| Kevin Wilkinghoff, Alessia Cornaggia-Urrigshardt |
| 24th International Congress on Acoustics (ICA) |
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Invited Paper
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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) |
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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) |
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Speech Recognition Lab |
| Alessia Cornaggia-Urrigshardt, Fahrettin Gökgöz, Frank Kurth, Hans-Christian Schmitz, Kevin Wilkinghoff |
| International Conference on Military Communications and Information Systems (ICMCIS) |
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| Combining Multiple Distributions based on Sub-Cluster AdaCos for Anomalous Sound Detection under Domain Shifted Conditions |
| Kevin Wilkinghoff |
| Detection and Classification of Acoustic Scenes and Events Workshop (DCASE) |
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Best Paper Award
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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) |
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Sub-Cluster AdaCos: Learning Representations for Anomalous Sound Detection |
| Kevin Wilkinghoff |
| International Joint Conference on Neural Networks (IJCNN) |
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| Using Look, Listen, and Learn Embeddings for Detecting Anomalous Sounds in Machine Condition Monitoring |
| Kevin Wilkinghoff |
| Detection and Classification of Acoustic Scenes and Events Workshop (DCASE) |
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On Open-Set Classification with L3-Net Embeddings for Machine Listening Applications |
| Kevin Wilkinghoff |
| 28th European Signal Processing Conference (EUSIPCO) |
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| On Open-Set Speaker Identification with I-Vectors |
| Kevin Wilkinghoff |
| Odyssey - The Speaker and Language Recognition Workshop (Odyssey) |
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| 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 |
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| General-Purpose Audio Tagging by Ensembling Convolutional Neural Networks based on Multiple Features |
| Kevin Wilkinghoff |
| Detection and Classification of Acoustic Scenes and Events Workshop (DCASE) |
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| Accurately Capturing Speech Feature Distributions by Extending Supervectors for Robust Speaker Recognition |
| Kevin Wilkinghoff |
| 13th ITG Symposium on Speech Communication (ITG Speech) |
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| 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) |
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| 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) |
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| Neural Networks in Speaker Identification
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| Master's Thesis, Institute of Computer Science, University of Bonn, 2017 |
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Kölner VDI Förderpreis 2018
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AFCEA Bonn Studienpreis 2018
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| Homogenisierung nichtlinearer elliptischer Differentialgleichungen
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| Bachelor's Thesis, Mathematical Institute, University of Münster, 2013 |
