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08/08/2023
Advancing Natural-Language Based Audio Retrieval with PaSST and Large Audio-Caption Data Sets
This work presents a text-to-audio-retrieval system based on pre-trained...
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08/24/2022
Improving Natural-Language-based Audio Retrieval with Transfer Learning and Audio Text Augmentations
The absence of large labeled datasets remains a significant challenge in...
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08/24/2022
Improved Zero-Shot Audio Tagging Classification with Patchout Spectrogram Transformers
Standard machine learning models for tagging and classifying acoustic si...
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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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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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09/04/2019