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Audio Classification

10 papers with code · Audio

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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

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

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

28 May 2019MrtnMndt/OCDVAE_ContinualLearning

We introduce a unified probabilistic approach for deep continual learning based on variational Bayesian inference with open set recognition.

AUDIO CLASSIFICATION BAYESIAN INFERENCE OPEN SET LEARNING

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

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

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

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 a novel audio data modality, namely acoustic images.

AUDIO CLASSIFICATION ZERO-SHOT ACTION RECOGNITION

Masked Conditional Neural Networks for Audio Classification

6 Mar 2018fadymedhat/MCLNN

We present the ConditionaL Neural Network (CLNN) and the Masked ConditionaL Neural Network (MCLNN) designed for temporal signal recognition.

AUDIO CLASSIFICATION

A Deep Bag-of-Features Model for Music Auto-Tagging

20 Aug 2015juhannam/deepbof

Feature learning and deep learning have drawn great attention in recent years as a way of transforming input data into more effective representations using learning algorithms.

AUDIO CLASSIFICATION INFORMATION RETRIEVAL MUSIC AUTO-TAGGING MUSIC INFORMATION RETRIEVAL