Browse > Audio > Audio Classification

Audio Classification

8 papers with code · Audio

State-of-the-art leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Greatest papers with code

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

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

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

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

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

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 MUSIC AUTO-TAGGING MUSIC INFORMATION RETRIEVAL

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.

ACTION RECOGNITION AUDIO CLASSIFICATION

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