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
SALSA: Spatial Cue-Augmented Log-Spectrogram Features for Polyphonic Sound Event Localization and Detection Thi Ngoc Tho Nguyen Karn N. Watcharasupat Ngoc Khanh Nguyen Douglas L. Jones W. Gan 26 49 0 01 Oct 2021
In-filter Computing For Designing Ultra-light Acoustic Pattern Recognizers Abhishek Ramdas Nair S. Chakrabartty Chetan Singh Thakur 17 6 0 11 Sep 2021
A Survey of Sound Source Localization with Deep Learning Methods Pierre-Amaury Grumiaux Srdjan Kitić Laurent Girin Alexandre Guérin 38 246 0 08 Sep 2021
Automatic Speech Recognition And Limited Vocabulary: A Survey J. L. E. K. Fendji D. Tala B. Yenke M. Atemkeng 23 3 0 23 Aug 2021
An empirical investigation into audio pipeline approaches for classifying bird species David Behr C. Maina Vukosi Marivate 6 2 0 10 Aug 2021
Self-Supervised Feature Learning of 1D Convolutional Neural Networks with Contrastive Loss for Eating Detection Using an In-Ear Microphone Vasileios Papapanagiotou Christos Diou A. Delopoulos SSL 23 6 0 02 Aug 2021
A Visual Domain Transfer Learning Approach for Heartbeat Sound Classification Uddipan Mukherjee Sidharth Pancholi 32 0 0 28 Jul 2021
Automatic Detection Of Noise Events at Shooting Range Using Machine Learning J. Nordby Fabian Nemazi Dag Rieber 8 3 0 23 Jul 2021
What Makes Sound Event Localization and Detection Difficult? Insights from Error Analysis Thi Ngoc Tho Nguyen Karn N. Watcharasupat Zhen Jian Lee Ngoc Khanh Nguyen Douglas L. Jones W. Gan 19 6 0 22 Jul 2021
PERSA+: A Deep Learning Front-End for Context-Agnostic Audio Classification Lazaros Vrysis Iordanis Thoidis Charalampos A. Dimoulas G. Papanikolaou VLM 33 0 0 20 Jul 2021
Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition Hugo Flores Garcia Aldo Aguilar Ethan Manilow Bryan Pardo 48 32 0 14 Jul 2021
Attention Bottlenecks for Multimodal Fusion Arsha Nagrani Shan Yang Anurag Arnab A. Jansen Cordelia Schmid Chen Sun 30 543 0 30 Jun 2021
DCASE 2021 Task 3: Spectrotemporally-aligned Features for Polyphonic Sound Event Localization and Detection Thi Ngoc Tho Nguyen Karn N. Watcharasupat Ngoc Khanh Nguyen Douglas L. Jones W. Gan 19 16 0 29 Jun 2021
Listen As You Wish: Audio based Event Detection via Text-to-Audio Grounding in Smart Cities Haoyu Tang Yunxiao Wang Jihua Zhu Shuai Zhang Mingzhu Xu Qinghai Zheng Yupeng Hu 32 1 0 27 Jun 2021
AudioCLIP: Extending CLIP to Image, Text and Audio A. Guzhov Federico Raue Jörn Hees Andreas Dengel CLIP VLM 25 361 0 24 Jun 2021
SofaMyRoom: a fast and multiplatform "shoebox" room simulator for binaural room impulse response dataset generation Roberto Barumerli Daniele Bianchi M. Geronazzo F. Avanzini 18 0 0 24 Jun 2021
Improving weakly supervised sound event detection with self-supervised auxiliary tasks Soham Deshmukh Bhiksha Raj Rita Singh 11 11 0 12 Jun 2021
ERANNs: Efficient Residual Audio Neural Networks for Audio Pattern Recognition S. Verbitskiy Vladimir Berikov Viacheslav Vyshegorodtsev 24 73 0 03 Jun 2021
Good for Misconceived Reasons: An Empirical Revisiting on the Need for Visual Context in Multimodal Machine Translation Zhiyong Wu Lingpeng Kong W. Bi Xiang Li B. Kao LRM 23 77 0 30 May 2021
ESResNe(X)t-fbsp: Learning Robust Time-Frequency Transformation of Audio A. Guzhov Federico Raue Jörn Hees Andreas Dengel 21 38 0 23 Apr 2021
EnvGAN: Adversarial Synthesis of Environmental Sounds for Data Augmentation Aswathy Madhu S. Kumaraswamy 16 3 0 15 Apr 2021
Comparison and Analysis of Deep Audio Embeddings for Music Emotion Recognition E. Koh Shlomo Dubnov 29 38 0 13 Apr 2021
SpecAugment++: A Hidden Space Data Augmentation Method for Acoustic Scene Classification Helin Wang Yuexian Zou Wenwu Wang 19 42 0 31 Mar 2021
Data augmentation for dealing with low sampling rates in NILM Tai Le Quy Sergej Zerr Eirini Ntoutsi Wolfgang Nejdl 16 2 0 30 Mar 2021
SubSpectral Normalization for Neural Audio Data Processing Simyung Chang Hyoungwoo Park Janghoon Cho Hyunsin Park Sungrack Yun Kyuwoong Hwang 31 30 0 25 Mar 2021
An evidential classifier based on Dempster-Shafer theory and deep learning Zheng Tong Philippe Xu Thierry Denoeux EDL 26 99 0 25 Mar 2021
Tiny Transformers for Environmental Sound Classification at the Edge David Elliott Carlos E. Otero Steven Wyatt Evan Martino 21 15 0 22 Mar 2021
Learning spectro-temporal representations of complex sounds with parameterized neural networks Rachid Riad Julien Karadayi Anne-Catherine Bachoud-Lévi Emmanuel Dupoux 29 7 0 12 Mar 2021
Slow-Fast Auditory Streams For Audio Recognition Evangelos Kazakos Arsha Nagrani Andrew Zisserman Dima Damen 24 66 0 05 Mar 2021
SoundCLR: Contrastive Learning of Representations For Improved Environmental Sound Classification Alireza Nasiri Jianjun Hu 30 17 0 02 Mar 2021
Handling Background Noise in Neural Speech Generation Tom Denton Alejandro Luebs Felicia S. C. Lim Andrew Storus Hengchin Yeh W. Kleijn Jan Skoglund 13 2 0 23 Feb 2021
Improving Deep Learning Sound Events Classifiers using Gram Matrix Feature-wise Correlations Antonio Joia Neto André G. C. Pacheco D. Luvizon 12 3 0 23 Feb 2021
DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection David S. Johnson Wolfgang Lorenz Michael Taenzer S. I. Mimilakis S. Grollmisch J. Abeßer Hanna M. Lukashevich FedML 29 13 0 17 Feb 2021
Comparison of semi-supervised deep learning algorithms for audio classification Léo Cances Etienne Labbé Thomas Pellegrini 8 17 0 16 Feb 2021
Enhancing Audio Augmentation Methods with Consistency Learning Turab Iqbal Karim Helwani A. Krishnaswamy Wenwu Wang 29 5 0 09 Feb 2021
Semi-supervised Sound Event Detection using Random Augmentation and Consistency Regularization Xiaofei Li 12 1 0 30 Jan 2021
A Four-Stage Data Augmentation Approach to ResNet-Conformer Based Acoustic Modeling for Sound Event Localization and Detection Qing Wang Jun Du Hua-Xin Wu Jia Pan Feng Ma Chin-Hui Lee 13 79 0 08 Jan 2021
Environment Transfer for Distributed Systems Chunheng Jiang Jae-wook Ahn N. Desai 28 1 0 06 Jan 2021
Deep Learning Framework Applied for Predicting Anomaly of Respiratory Sounds Dat Ngo L. D. Pham A. Nguyen Ben Phan Khoa Tran Truong Thao Nguyen 32 22 0 26 Dec 2020
Data-Efficient Framework for Real-world Multiple Sound Source 2D Localization G. L. Moing Phongtharin Vinayavekhin Don Joven Agravante Tadanobu Inoue J. Vongkulbhisal Asim Munawar Ryuki Tachibana 25 9 0 10 Dec 2020
Ensemble of Discriminators for Domain Adaptation in Multiple Sound Source 2D Localization G. L. Moing Don Joven Agravante Tadanobu Inoue J. Vongkulbhisal Asim Munawar Ryuki Tachibana Phongtharin Vinayavekhin 13 1 0 10 Dec 2020
Automated Prostate Cancer Diagnosis Based on Gleason Grading Using Convolutional Neural Network Haotian Xie Yong Zhang Jun Wang Jingjing Zhang Yifan Ma Zhaogang Yang 6 1 0 29 Nov 2020
Prediction of neonatal mortality in Sub-Saharan African countries using data-level linkage of multiple surveys G. Tadesse C. Cintas Skyler Speakman Komminist Weldemariam 12 0 0 25 Nov 2020
On tuning deep learning models: a data mining perspective M. Öztürk 13 0 0 19 Nov 2020
CAA-Net: Conditional Atrous CNNs with Attention for Explainable Device-robust Acoustic Scene Classification Zhao Ren Qiuqiang Kong Jing Han Mark D. Plumbley Björn W. Schuller 21 28 0 18 Nov 2020
Noise-Resilient Automatic Interpretation of Holter ECG Recordings K. Egorov Elena Sokolova Manvel Avetisian Alexander Tuzhilin 6 1 0 17 Nov 2020
A Multi-Channel Temporal Attention Convolutional Neural Network Model for Environmental Sound Classification You Wang Chuyao Feng David V. Anderson 11 17 0 04 Nov 2020
On the Performance of Convolutional Neural Networks under High and Low Frequency Information Roshan Reddy Yedla S. Dubey OOD 33 4 0 30 Oct 2020
Urban Sound Classification : striving towards a fair comparison Augustin Arnault Baptiste Hanssens Nicolas Riche 24 8 0 22 Oct 2020
Conditioning Trick for Training Stable GANs Mohammad Esmaeilpour Raymel Alfonso Sallo Olivier St-Georges P. Cardinal Alessandro Lameiras Koerich 22 0 0 12 Oct 2020