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Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection
TLDR
We combine CNN and RNN in a convolutional recurrent neural network (CRNN) and apply it on a polyphonic SED task. Expand
Polyphonic sound event detection using multi label deep neural networks
TLDR
In this paper, the use of multi label neural networks are proposed for detection of temporally overlapping sound events in realistic environments. Expand
CONVOLUTIONAL RECURRENT NEURAL NETWORKS FOR RARE SOUND EVENT DETECTION
Sound events possess certain temporal and spectral structure in their time-frequency representations. The spectral content for the samples of the same sound event class may exhibit small shifts dueExpand
Convolutional recurrent neural networks for bird audio detection
TLDR
We propose using convolutional recurrent neural networks on the task of automated bird audio detection in real-life environments. Expand
DOMESTIC AUDIO TAGGING WITH CONVOLUTIONAL NEURAL NETWORKS
In this paper, the method used in our submission for DCASE2016 challenge task 4 (domestic audio tagging) is described. The use of convolutional neural networks (CNN) to label the audio signalsExpand
Unsupervised adversarial domain adaptation for acoustic scene classification
TLDR
We present the first method of unsupervised adversarial domain adaptation for acoustic scene classification. Expand
Robust direction estimation with convolutional neural networks based steered response power
TLDR
We propose the use of convolutional neural networks (CNNs) for the prediction of a TF mask for emphasizing the direct path speech signal in time-varying interference. Expand
Multi-label vs. combined single-label sound event detection with deep neural networks
TLDR
We compare two different deep learning methods for the detection of environmental sound events: combined single- label classification and multi-label classification. Expand
Filterbank learning for deep neural network based polyphonic sound event detection
TLDR
In this work, we aim to combine the feature learning capabilities of deep architectures with the empirical knowledge of human perception. Expand
Multilabel Sound Event Classification with Neural Networks
TAMPERE UNIVERSITY OF TECHNOLOGY Master‘s Degree Programme in Signal Processing CAKIR, EMRE: Multilabel Sound Event Classification with Neural Networks Master of Science Thesis, 63 pages October 2014Expand
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