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[PDF] Unsupervised feature learning for audio classification using

In this paper, we apply convolutional deep belief net- works to audio data and empirically evaluate them on various audio classification tasks In the case of speech 
nips AudioConvolutionalDBN


[PDF] Research Article Optimized Audio Classification and - CORE

An optimized audio classification and segmentation algorithm is presented in this paper that segments a superimposed audio stream on the basis of its content 


[PDF] Deep Learning For Natural Sound Classification

The aim of this paper is to present a natural sound detection and classification system In particular, a system that detects and classifies bird and insects sounds  






Sound Classification Using Convolutional Neural - IEEE Xplore

23 jan 2019 · Our aim, in this paper, is to use the deep learning networks for classifying the environmental sounds based on the generated spectrograms of


[PDF] Applying Neural Network on Content-Based Audio Classification

method to classify audio signal into speech, music and others for the purpose of In this paper, a novel automatic audio classification approach is presented to 
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[PDF] Robust Audio Sensing with Multi-Sound Classification

In this paper, we explore different approaches in multi-sound classification, and propose a stacked classifier based on the recent advance in deep learning
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MULTISCALE SCATTERING FOR AUDIO CLASSIFICATION

This paper shows that the non-stationary be- havior lost by MFSC coefficients is captured by a scatter ficient representations for audio classification.



Audio Classification: Environmental sounds classification

In this paper a high-accuracy algorithm of audio classification is presented. We plan to discriminate different environment sound in a one-to-four-second 



Unsupervised feature learning for audio classification using

In this paper we apply convolutional deep belief net- works to audio data and empirically evaluate them on various audio classification tasks. In the case of 



An Ensemble of Convolutional Neural Networks for Audio

22 juin 2021 In this paper ensembles of ... Keywords: audio classification; data augmentation; ensemble of classifiers; pattern recognition.



MULTISCALE SCATTERING FOR AUDIO CLASSIFICATION

This paper shows that the non-stationary be- havior lost by MFSC coefficients is captured by a scatter ficient representations for audio classification.



ESC: Dataset for Environmental Sound Classification

The paper also provides an evaluation of human accuracy in classifying environmen- tal sounds and compares it to the performance of selected baseline 





SSAST: Self-Supervised Audio Spectrogram Transformer - Yuan

This paper focuses on audio and speech classification and aims to reduce the need for large amounts of labeled data for the AST by leveraging self-supervised 



Data augmentation approaches for improving animal audio

In this paper we present ensembles of classifiers for automated animal audio classification exploiting different data augmentation techniques for training 



Convolutional Recurrent Neural Networks for Urban Sound

classification and extended to use bird audio detection [26] and music emotion recognition [27]. In this paper we introduce CRNNs for environmental.

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