Papers Sound Classification

“Sound Classification” 태그가 달린 논문 148편 · 필터 해제

Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification

2017-01-23 · IEEE Signal Processing Letters 2017 1 · J. Salamon, J. P. Bello

The ability of deep convolutional neural networks (CNNs) to learn discriminative spectro-temporal patterns makes them well suited to environmental sound classification. However, the relative scarcity of labeled data has …

Classification Data Augmentation Dictionary Learning Environmental Sound Classification+1

Empirical Study of Drone Sound Detection in Real-Life Environment with Deep Neural Networks

2017-01-20 · Sungho Jeon, Jong-Woo Shin, Young-Jun Lee, Woong-Hee Kim 외

This work aims to investigate the use of deep neural network to detect commercial hobby drones in real-life environments by analyzing their sound data. The purpose of work is to contribute to a system for detecting drone…

Binary Classification Event Detection General Classification Sound Classification+1

Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification

2016-08-15 · IEEE Signal Processing Letters 2017 1 · Justin Salamon, Juan Pablo Bello

The ability of deep convolutional neural networks (CNN) to learn discriminative spectro-temporal patterns makes them well suited to environmental sound classification. However, the relative scarcity of labeled data has i…

Data Augmentation Dictionary Learning Environmental Sound Classification General Classification+1

Automatic Environmental Sound Recognition: Performance versus Computational Cost

2016-07-15 · Siddharth Sigtia, Adam M. Stark, Sacha Krstulovic, Mark D. Plumbley

In the context of the Internet of Things (IoT), sound sensing applications are required to run on embedded platforms where notions of product pricing and form factor impose hard constraints on the available computing pow…

General Classification Sound Classification

Creating Annotated Dialogue Resources: Cross-domain Dialogue Act Classification

2016-05-01 · LREC 2016 5 · Dilafruz Amanova, Volha Petukhova, Dietrich Klakow

This paper describes a method to automatically create dialogue resources annotated with dialogue act information by reusing existing dialogue corpora. Numerous dialogue corpora are available for research purposes and man…

Classification Dialogue Act Classification General Classification Sound Classification

Musical instrument sound classification with deep convolutional neural network using feature fusion approach

2015-12-23 · Park Taejin, Lee Taejin

A new musical instrument classification method using convolutional neural networks (CNNs) is presented in this paper. Unlike the traditional methods, we investigated a scheme for classifying musical instruments using the…

General Classification Sound Classification

Learning An Invariant Speech Representation

2014-06-16 · Georgios Evangelopoulos, Stephen Voinea, Chiyuan Zhang, Lorenzo Rosasco 외

Recognition of speech, and in particular the ability to generalize and learn from small sets of labelled examples like humans do, depends on an appropriate representation of the acoustic input. We formulate the problem o…

General Classification Sound Classification Vowel Classification

Classification for Big Dataset of Bioacoustic Signals Based on Human Scoring System and Artificial Neural Network

2013-05-15 · Mohammad Pourhomayoun, Peter Dugan, Marian Popescu, Denise Risch 외

In this paper, we propose a method to improve sound classification performance by combining signal features, derived from the time-frequency spectrogram, with human perception. The method presented herein exploits an art…

Classification General Classification Sound Classification