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11/05/2020
Anomalous Sound Detection as a Simple Binary Classification Problem with Careful Selection of Proxy Outlier Examples
Unsupervised anomalous sound detection is concerned with identifying sou...
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09/04/2020
Towards Musically Meaningful Explanations Using Source Separation
Deep neural networks (DNNs) are successfully applied in a wide variety o...
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08/02/2020
audioLIME: Listenable Explanations Using Source Separation
Deep neural networks (DNNs) are successfully applied in a wide variety o...
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07/27/2020
Receptive-Field Regularized CNNs for Music Classification and Tagging
Convolutional Neural Networks (CNNs) have been successfully used in vari...
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07/06/2020
On Data Augmentation and Adversarial Risk: An Empirical Analysis
Data augmentation techniques have become standard practice in deep learn...
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10/28/2019
Emotion and Theme Recognition in Music with Frequency-Aware RF-Regularized CNNs
We present CP-JKU submission to MediaEval 2019; a Receptive Field-(RF)-r...
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07/08/2019
Towards Explainable Music Emotion Recognition: The Route via Mid-level Features
Emotional aspects play an important part in our interaction with music. ...
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05/28/2019
Two-level Explanations in Music Emotion Recognition
Current ML models for music emotion recognition, while generally working...
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07/27/2017