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Audio Classification

14 papers with code · Audio

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Latest papers with code

Learning with Out-of-Distribution Data for Audio Classification

11 Feb 2020tqbl/ood_audio

The proposed method uses an auxiliary classifier, trained on data that is known to be in-distribution, for detection and relabelling.

AUDIO CLASSIFICATION

9
11 Feb 2020

Audiogmenter: a MATLAB Toolbox for Audio Data Augmentation

11 Dec 2019LorisNanni/Audiogmenter

Audio data augmentation is a key step in training deep neural networks for solving audio classification tasks.

AUDIO CLASSIFICATION DATA AUGMENTATION

6
11 Dec 2019

Universal Adversarial Audio Perturbations

arXiv preprint 2019 sajabdoli/UAP

We demonstrate the existence of universal adversarial perturbations, which can fool a family of audio classification architectures, for both targeted and untargeted attack scenarios.

AUDIO CLASSIFICATION

1
26 Nov 2019

Universal Adversarial Audio Perturbations

arXiv preprint 2019 sajabdoli/UAP

We demonstrate the existence of universal adversarial perturbations, which can fool a family of audio classification architectures, for both targeted and untargeted attack scenarios.

AUDIO CLASSIFICATION

1
08 Aug 2019

Compact Global Descriptor for Neural Networks

23 Jul 2019HolmesShuan/Compact-Global-Descriptor

Long-range dependencies modeling, widely used in capturing spatiotemporal correlation, has shown to be effective in CNN dominated computer vision tasks.

AUDIO CLASSIFICATION DEEP ATTENTION IMAGE CLASSIFICATION OBJECT DETECTION

19
23 Jul 2019

Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition

ICLR 2020 MrtnMndt/OCDVAE_ContinualLearning

We introduce a probabilistic approach to unify deep continual learning with open set recognition, based on variational Bayesian inference.

AUDIO CLASSIFICATION BAYESIAN INFERENCE CONTINUAL LEARNING OPEN SET LEARNING

34
28 May 2019

Audio-Visual Model Distillation Using Acoustic Images

16 Apr 2019afperezm/acoustic-images-distillation

In this paper, we investigate how to learn rich and robust feature representations for audio classification from visual data and acoustic images, a novel audio data modality.

AUDIO CLASSIFICATION TEMPORAL ACTION LOCALIZATION

10
16 Apr 2019

Interpreting and Explaining Deep Neural Networks for Classification of Audio Signals

9 Jul 2018soerenab/AudioMNIST

Interpretability of deep neural networks is a recently emerging area of machine learning research targeting a better understanding of how models perform feature selection and derive their classification decisions.

AUDIO CLASSIFICATION DECISION MAKING FEATURE SELECTION

151
09 Jul 2018

Generative timbre spaces: regularizing variational auto-encoders with perceptual metrics

Conference 2018 acids-ircam/variational-timbre

Based on this, we introduce a method for descriptor-based synthesis and show that we can control the descriptors of an instrument while keeping its timbre structure.

AUDIO CLASSIFICATION AUDIO GENERATION MUSIC INFORMATION RETRIEVAL MUSIC MODELING

25
22 May 2018

A Closer Look at Weak Label Learning for Audio Events

24 Apr 2018ankitshah009/WALNet-Weak_Label_Analysis

In this work, we first describe a CNN based approach for weakly supervised training of audio events.

AUDIO CLASSIFICATION SOUND EVENT DETECTION

27
24 Apr 2018