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Audio Classification

15 papers with code · Audio

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Greatest papers with code

Slowing Down the Weight Norm Increase in Momentum-based Optimizers

15 Jun 2020jettify/pytorch-optimizer

Prior studies have analyzed the benefits of the resulting scale invariance of the weights for the gradient descent (GD) optimizers: it leads to a stabilized training due to the auto-tuning of step sizes.

AUDIO CLASSIFICATION IMAGE CLASSIFICATION OBJECT DETECTION

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

CNN Architectures for Large-Scale Audio Classification

29 Sep 2016IBM/MAX-Audio-Classifier

Convolutional Neural Networks (CNNs) have proven very effective in image classification and show promise for audio.

AUDIO CLASSIFICATION

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

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

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

Convolutional RNN: an Enhanced Model for Extracting Features from Sequential Data

18 Feb 2016cruvadom/Convolutional-RNN

Traditional convolutional layers extract features from patches of data by applying a non-linearity on an affine function of the input.

AUDIO CLASSIFICATION

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

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

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.

ACTION RECOGNITION AUDIO CLASSIFICATION