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
Learning Music Audio Representations With Limited Data Christos Plachouras Emmanouil Benetos Johan Pauwels 36 0 0 09 May 2025
Recognizing Ornaments in Vocal Indian Art Music with Active Annotation Sumit Kumar Parampreet Singh Vipul Arora 34 0 0 07 May 2025
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 76 2 0 11 Nov 2024
Spectral and Rhythm Features for Audio Classification with Deep Convolutional Neural Networks Friedrich Wolf-Monheim 26 2 0 09 Oct 2024
Room Impulse Responses help attackers to evade Deep Fake Detection Hieu-Thi Luong Duc-Tuan Truong Kong Aik Lee Eng Siong Chng 53 1 0 23 Sep 2024
OneEncoder: A Lightweight Framework for Progressive Alignment of Modalities Bilal Faye Hanane Azzag M. Lebbah ObjD 41 0 0 17 Sep 2024
ReCLAP: Improving Zero Shot Audio Classification by Describing Sounds Sreyan Ghosh Sonal Kumar Chandra Kiran Reddy Evuru Oriol Nieto R. Duraiswami Dinesh Manocha VLM 46 3 0 13 Sep 2024
Suppressing Noise Disparity in Training Data for Automatic Pathological Speech Detection Mahdi Amiri Ina Kodrasi 26 1 0 02 Sep 2024
An evaluation of CNN models and data augmentation techniques in hierarchical localization of mobile robots J. Cabrera Orlando José Céspedes Sergio Cebollada Ó. Reinoso L. Payá 29 1 0 15 Jul 2024
AudioRepInceptionNeXt: A lightweight single-stream architecture for efficient audio recognition Kin Wai Lau Yasar Abbas Ur Rehman L. Po 44 1 0 21 Apr 2024
Synthetic training set generation using text-to-audio models for environmental sound classification Francesca Ronchini Luca Comanducci Fabio Antonacci 37 2 0 26 Mar 2024
On the Intersection of Signal Processing and Machine Learning: A Use Case-Driven Analysis Approach Sulaiman A. Aburakhia Abdallah Shami G. Karagiannidis 40 4 0 25 Mar 2024
Reproducibility and Geometric Intrinsic Dimensionality: An Investigation on Graph Neural Network Research Tobias Hille Maximilian Stubbemann Tom Hanika AI4CE 36 0 0 13 Mar 2024
A Data-Driven Analysis of Robust Automatic Piano Transcription Drew Edwards Simon Dixon Emmanouil Benetos Akira Maezawa Yuta Kusaka 22 11 0 02 Feb 2024
Enhancing Object Detection Performance for Small Objects through Synthetic Data Generation and Proportional Class-Balancing Technique: A Comparative Study in Industrial Scenarios Jibinraj Antony Vinit Hegiste Ali Nazeri Hooman Tavakoli Snehal Walunj Christiane Plociennik Martin Ruskowski 31 2 0 23 Jan 2024
Evaluation of Barlow Twins and VICReg self-supervised learning for sound patterns of bird and anuran species Fábio Felix Dias M. Ponti Mílton Cezar Ribeiro R. Minghim SSL 21 0 0 18 Dec 2023
Machine learning's own Industrial Revolution Yuan Luo Song Han Jingjing Liu AI4CE 20 0 0 04 Nov 2023
From Bricks to Bridges: Product of Invariances to Enhance Latent Space Communication Irene Cannistraci Luca Moschella Marco Fumero Valentino Maiorca Emanuele Rodolà 43 12 0 02 Oct 2023
Improving Robustness of Deep Convolutional Neural Networks via Multiresolution Learning Hongyan Zhou Yao Liang OOD 15 0 0 24 Sep 2023
Asca: less audio data is more insightful Xiang Li Jing Chen Chao Li Hongwu Lv 20 0 0 23 Sep 2023
Self-Supervised Contrastive Learning for Robust Audio-Sheet Music Retrieval Systems Luis Carvalho Tobias Washüttl Gerhard Widmer 29 4 0 21 Sep 2023
AudRandAug: Random Image Augmentations for Audio Classification Teerath Kumar Muhammad Turab Alessandra Mileo Malika Bendechache Takfarinas Saber 23 7 0 09 Sep 2023
Cost-effective On-device Continual Learning over Memory Hierarchy with Miro Xinyue Ma Suyeon Jeong Minjia Zhang Di Wang Jonghyun Choi Myeongjae Jeon CLL 16 13 0 11 Aug 2023
Frustratingly Easy Model Generalization by Dummy Risk Minimization Juncheng Wang Jindong Wang Xixu Hu Shujun Wang Xingxu Xie 16 1 0 04 Aug 2023
Correlation Clustering of Bird Sounds David Stein Bjoern Andres 32 1 0 16 Jun 2023
Acoustic Scene Clustering Using Joint Optimization of Deep Embedding Learning and Clustering Iteration Yanxiong Li Mingle Liu Wucheng Wang Yuhan Zhang Qianhua He 22 21 0 09 Jun 2023
Human-machine knowledge hybrid augmentation method for surface defect detection based few-data learning Yuanshi Gonga Xiaoqiao Wanga Chichun Zhou 35 5 0 27 Apr 2023
What Makes for Effective Few-shot Point Cloud Classification? Chuangguan Ye Erik Cambria Yongbin Liao Yang-ting Zhang Tao Chen Jiayuan Fan 3DPC 27 26 0 31 Mar 2023
Data Augmentation for Environmental Sound Classification Using Diffusion Probabilistic Model with Top-k Selection Discriminator Yunhao Chen Yunjie Zhu Zihui Yan Jian Shen Zhen Ren Yifan Huang DiffM 39 8 0 27 Mar 2023
Multi-dimensional frequency dynamic convolution with confident mean teacher for sound event detection Shengchang Xiao Xueshuai Zhang Pengyuan Zhang 13 10 0 18 Feb 2023
Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization Spandan Dey Md. Sahidullah G. Saha 21 11 0 10 Feb 2023
Data Augmentation for Modeling Human Personality: The Dexter Machine Yair Neuman Vladyslav Kozhukhov Dan Vilenchik SyDa 27 4 0 20 Jan 2023
Prototypical Fine-tuning: Towards Robust Performance Under Varying Data Sizes Yiqiao Jin Xiting Wang Y. Hao Yizhou Sun Xing Xie 38 11 0 24 Nov 2022
Adaptive Representations of Sound for Automatic Insect Recognition Marius Faiss 25 9 0 17 Nov 2022
Framework Construction of an Adversarial Federated Transfer Learning Classifier Han Yi Tongxuan Bie Tongjiang Yan FedML MedIm 25 0 0 09 Nov 2022
Effective Audio Classification Network Based on Paired Inverse Pyramid Structure and Dense MLP Block Yunhao Chen Yunjie Zhu Zihui Yan Yifan Huang Zhen Ren Jianlu Shen Lifang Chen 28 9 0 05 Nov 2022
10 hours data is all you need Zeping Min Qian Ge Zhong Li 26 2 0 24 Oct 2022
Interpretable Multimodal Emotion Recognition using Hybrid Fusion of Speech and Image Data Puneet Kumar Sarthak Malik Balasubramanian Raman CVBM 33 22 0 25 Aug 2022
Contrastive Environmental Sound Representation Learning P. Ochieng D. Kaburu SSL 11 0 0 18 Jul 2022
Continual Learning For On-Device Environmental Sound Classification Yanghua Xiao Xubo Liu James King Arshdeep Singh Chng Eng Siong Mark D. Plumbley Wenwu Wang CLL 24 10 0 15 Jul 2022
The AI Mechanic: Acoustic Vehicle Characterization Neural Networks Adam M. Terwilliger J. Siegel 22 2 0 19 May 2022
From Environmental Sound Representation to Robustness of 2D CNN Models Against Adversarial Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 33 7 0 14 Apr 2022
CMKD: CNN/Transformer-Based Cross-Model Knowledge Distillation for Audio Classification Yuan Gong Sameer Khurana Andrew Rouditchenko James R. Glass VLM 25 29 0 13 Mar 2022
Deep Convolutional Neural Network for Roadway Incident Surveillance Using Audio Data Zubayer Islam Mohamed Abdel-Aty 15 0 0 09 Mar 2022
HEAR: Holistic Evaluation of Audio Representations Joseph P. Turian Jordie Shier H. Khan Bhiksha Raj Björn W. Schuller ... P. Esling Pranay Manocha Shinji Watanabe Zeyu Jin Yonatan Bisk 39 100 0 06 Mar 2022
Automatic COVID-19 disease diagnosis using 1D convolutional neural network and augmentation with human respiratory sound based on parameters: cough, breath, and voice Kranthi Kumar Lella Alphonse Pja 27 64 0 14 Dec 2021
Health Monitoring of Industrial machines using Scene-Aware Threshold Selection Arshdeep Singh R. Arvind Padmanabhan Rajan 19 1 0 21 Nov 2021
Interpreting deep urban sound classification using Layer-wise Relevance Propagation Marco Colussi Stavros Ntalampiras FAtt 7 4 0 19 Nov 2021
Metric-based multimodal meta-learning for human movement identification via footstep recognition Muhammad Shakeel Katsutoshi Itoyama Kenji Nishida K. Nakadai 24 0 0 15 Nov 2021
Spatial mixup: Directional loudness modification as data augmentation for sound event localization and detection Ricardo Falcón Pérez Kazuki Shimada Yuichiro Koyama Shusuke Takahashi Yuki Mitsufuji 23 5 0 12 Oct 2021