Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification

15 August 2016

Papers citing "Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification"

50 / 211 papers shown

Title
Sound source detection, localization and classification using consecutive ensemble of CRNN models Slawomir Kapka M. Lewandowski 16 66 0 02 Aug 2019
Marine Mammal Species Classification using Convolutional Neural Networks and a Novel Acoustic Representation Mark R. P. Thomas B. Martin Katie A. Kowarski B. Gaudet Stan Matwin 16 43 0 30 Jul 2019
Delving Deep into Liver Focal Lesion Detection: A Preliminary Study Jiechao Ma Yingqian Chen Yu-Chun Chen Fengkai Wan Sumin Xue Ziping Li S. Feng MedIm 35 2 0 24 Jul 2019
Sound Search by Text Description or Vocal Imitation? Yichi Zhang Yiting Zhang Z. Duan 15 2 0 19 Jul 2019
Data Augmentation for Instrument Classification Robust to Audio Effects António Ramires Xavier Serra 6 8 0 19 Jul 2019
Adversarial Attacks in Sound Event Classification Vinod Subramanian Emmanouil Benetos N. Xu SKoT McDonald Mark Sandler AAML 6 8 0 04 Jul 2019
Attention based Convolutional Recurrent Neural Network for Environmental Sound Classification Zhichao Zhang Shugong Xu Tianhao Qiao Shunqing Zhang Shan Cao 19 113 0 04 Jul 2019
Texture Selection for Automatic Music Genre Classification J. Foleiss Tiago Tavares 11 30 0 28 May 2019
Polyphonic Sound Event Detection and Localization using a Two-Stage Strategy Yin Cao Qiuqiang Kong Turab Iqbal Fengyan An Wenwu Wang Mark D. Plumbley 11 118 0 01 May 2019
A Robust Approach for Securing Audio Classification Against Adversarial Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 4 70 0 24 Apr 2019
End-to-End Environmental Sound Classification using a 1D Convolutional Neural Network Sajjad Abdoli P. Cardinal Alessandro Lameiras Koerich 42 270 0 18 Apr 2019
Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich 32 43 0 08 Apr 2019
Spatio-Temporal Attention Pooling for Audio Scene Classification Huy P Phan Oliver Y. Chén L. D. Pham P. Koch M. D. Vos Ian Mcloughlin Alfred Mertins 11 26 0 06 Apr 2019
Multiscale CNN based Deep Metric Learning for Bioacoustic Classification: Overcoming Training Data Scarcity Using Dynamic Triplet Loss Anshul Thakur Daksh Thapar Padmanabhan Rajan A. Nigam 30 36 0 26 Mar 2019
The life of a New York City noise sensor network C. Mydlarz Mohit S. Sharma Y. Lockerman B. Steers Claudio Silva J. P. Bello 16 43 0 07 Mar 2019
Data Augmentation for Drum Transcription with Convolutional Neural Networks C. Jacques A. Röbel 17 10 0 04 Mar 2019
Deep Neural Network and Data Augmentation Methodology for off-axis iris segmentation in wearable headsets Viktor Varkarakis S. Bazrafkan Peter Corcoran CVBM 19 42 0 01 Mar 2019
Induction Networks for Few-Shot Text Classification Ruiying Geng Binhua Li Yongbin Li Xiao-Dan Zhu Ping Jian Jian Sun 17 184 0 27 Feb 2019
Convolutional Neural Networks for Automatic Meter Reading Rayson Laroca Victor A. N. Barroso M. A. Diniz G. Gonçalves William Robson Schwartz David Menotti 13 69 0 25 Feb 2019
Improving performance and inference on audio classification tasks using capsule networks R. Jain 14 13 0 13 Feb 2019
Applying Visual Domain Style Transfer and Texture Synthesis Techniques to Audio - Insights and Challenges Muhammad Huzaifah bin Md Shahrin L. Wyse 41 12 0 29 Jan 2019
Bottom-up Broadcast Neural Network For Music Genre Classification Caifeng Liu Lin Feng Guochao Liu Huibing Wang Sheng-lan Liu 6 108 0 24 Jan 2019
Music Artist Classification with Convolutional Recurrent Neural Networks Zain Nasrullah Yue Zhao 30 43 0 14 Jan 2019
Data Augmentation of Room Classifiers using Generative Adversarial Networks C. Papayiannis C. Evers Patrick A. Naylor 11 1 0 10 Jan 2019
Learning Sound Event Classifiers from Web Audio with Noisy Labels Eduardo Fonseca Manoj Plakal D. Ellis F. Font Xavier Favory Xavier Serra NoLa 31 110 0 04 Jan 2019
Data Fine-tuning S. Chhabra P. Majumdar Mayank Vatsa Richa Singh AAML 20 13 0 10 Dec 2018
NIPS4Bplus: a richly annotated birdsong audio dataset Veronica Morfi Madhusanka Liyanage An Braeken H. Glotin D. Stowell VLM 9 25 0 06 Nov 2018
Training neural audio classifiers with few data Jordi Pons Joan Serrà Xavier Serra 24 57 0 24 Oct 2018
Automatic acoustic identification of individual animals: Improving generalisation across species and recording conditions D. Stowell Tereza Petrusková M. Šálek P. Linhart 23 7 0 22 Oct 2018
Audio-Based Activities of Daily Living (ADL) Recognition with Large-Scale Acoustic Embeddings from Online Videos Dawei Liang Edison Thomaz 17 80 0 19 Oct 2018
Polyphonic Sound Event Detection by using Capsule Neural Networks Fabio Vesperini L. Gabrielli E. Principi S. Squartini 17 48 0 15 Oct 2018
Physics-Driven Regularization of Deep Neural Networks for Enhanced Engineering Design and Analysis M. A. Nabian Hadi Meidani PINN AI4CE 21 57 0 11 Oct 2018
Deep Convolutional Neural Network with Mixup for Environmental Sound Classification Zhichao Zhang Shugong Xu Shan Cao Shunqing Zhang 11 128 0 25 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 29 71 0 14 Aug 2018
Sample Mixed-Based Data Augmentation for Domestic Audio Tagging Shengyun Wei Kele Xu Dezhi Wang Feifan Liao Huaimin Wang Qiuqiang Kong 110 38 0 12 Aug 2018
Joint Time-Frequency Scattering Joakim Andén Vincent Lostanlen S. Mallat AI4TS 48 54 0 24 Jul 2018
Data-Efficient Weakly Supervised Learning for Low-Resource Audio Event Detection Using Deep Learning Veronica Morfi D. Stowell 16 15 0 17 Jul 2018
Automatic acoustic detection of birds through deep learning: the first Bird Audio Detection challenge D. Stowell Y. Stylianou Mike Wood H. Pamula H. Glotin 17 307 0 16 Jul 2018
A Simple Fusion of Deep and Shallow Learning for Acoustic Scene Classification Eduardo Fonseca Rong Gong Xavier Serra 13 12 0 19 Jun 2018
Image classification and retrieval with random depthwise signed convolutional neural networks Yunzhe Xue Usman Roshan OOD 21 2 0 15 Jun 2018
Masked Conditional Neural Networks for Environmental Sound Classification Fady Medhat D. Chesmore John A. Robinson 9 16 0 25 May 2018
SONYC: A System for the Monitoring, Analysis and Mitigation of Urban Noise Pollution J. P. Bello Claudio Silva O. Nov R. DuBois A. Arora Justin Salamon C. Mydlarz Harish Doraiswamy 40 58 0 02 May 2018
Randomly weighted CNNs for (music) audio classification Jordi Pons Xavier Serra 19 85 0 01 May 2018
Environmental Sound Recognition using Masked Conditional Neural Networks Fady Medhat D. Chesmore John A. Robinson 6 6 0 08 Apr 2018
Learning Environmental Sounds with Multi-scale Convolutional Neural Network Boqing Zhu Changjian Wang Feng Liu Jin Lei Zengquan Lu Yuxing Peng 17 64 0 25 Mar 2018
Music Genre Classification using Masked Conditional Neural Networks Fady Medhat D. Chesmore John A. Robinson 16 4 0 18 Feb 2018
Masked Conditional Neural Networks for Automatic Sound Events Recognition Fady Medhat D. Chesmore John A. Robinson 13 6 0 15 Feb 2018
Recognition of Acoustic Events Using Masked Conditional Neural Networks Fady Medhat D. Chesmore John A. Robinson 11 5 0 07 Feb 2018
Cost-sensitive detection with variational autoencoders for environmental acoustic sensing Yunpeng Li Ivan Kiskin Davide Zilli Marianne E. Sinka Henry C. B. Chan Katherine J. Willis Stephen J. Roberts DRL 11 3 0 07 Dec 2017
Learning from Between-class Examples for Deep Sound Recognition Yuji Tokozume Yoshitaka Ushiku Tatsuya Harada SSL 27 236 0 28 Nov 2017