Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection

21 February 2017

Emre Çakir

Giambattista Parascandolo

Toni Heittola

Papers citing "Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection"

50 / 70 papers shown

Title
Recognizing Ornaments in Vocal Indian Art Music with Active Annotation Sumit Kumar Parampreet Singh Vipul Arora 39 0 0 07 May 2025
Temporal Attention Pooling for Frequency Dynamic Convolution in Sound Event Detection Hyeonuk Nam Yong-Hwa Park 33 0 0 17 Apr 2025
Formula-Supervised Sound Event Detection: Pre-Training Without Real Data Yuto Shibata Keitaro Tanaka Yoshiaki Bando Keisuke Imoto Hirokatsu Kataoka Yoshimitsu Aoki 36 0 0 06 Apr 2025
Leveraging LLM and Text-Queried Separation for Noise-Robust Sound Event Detection Han Yin Yang Xiao Jisheng Bai Rohan Kumar Das 48 0 0 02 Nov 2024
Language-based Audio Moment Retrieval Hokuto Munakata Taichi Nishimura Shota Nakada Tatsuya Komatsu 50 1 0 24 Sep 2024
Exploring Text-Queried Sound Event Detection with Audio Source Separation Han Yin Jisheng Bai Yang Xiao Hui Wang Siqi Zheng Yafeng Chen Rohan Kumar Das Chong Deng Jianfeng Chen 40 3 0 20 Sep 2024
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection Yang Xiao Rohan Kumar Das 52 4 0 04 Jul 2024
Diversifying and Expanding Frequency-Adaptive Convolution Kernels for Sound Event Detection Hyeonuk Nam Seong-Hu Kim D. Min Junhyeok Lee Yong-Hwa Park 34 3 0 08 Jun 2024
Contrastive Loss Based Frame-wise Feature disentanglement for Polyphonic Sound Event Detection Yadong Guan Jiqing Han Hongwei Song Wenjie Song Guibin Zheng Tieran Zheng Yongjun He 33 0 0 11 Jan 2024
Frequency & Channel Attention for Computationally Efficient Sound Event Detection Hyeonuk Nam Seong-Hu Kim D. Min Yong-Hwa Park 19 9 0 20 Jun 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
Training one model to detect heart and lung sound events from single point auscultations Leander Melms Robert R. Ilesan Ulrich Köhler O. Hildebrandt R. Conradt ... Jürgen R. Schaefer Tobias Müller J. Obergassel Nadine Schlicker M. Hirsch 26 2 0 15 Jan 2023
Self-supervised learning of audio representations using angular contrastive loss Shanshan Wang S. Tripathy A. Mesaros SSL 29 4 0 10 Nov 2022
Enemy Spotted: in-game gun sound dataset for gunshot classification and localization Junwoo Park Youngwoo Cho Gyuhyeon Sim Hojoon Lee Jaegul Choo 27 7 0 12 Oct 2022
Binaural Signal Representations for Joint Sound Event Detection and Acoustic Scene Classification D. Krause A. Mesaros 26 3 0 13 Sep 2022
Domestic sound event detection by shift consistency mean-teacher training and adversarial domain adaptation Fangzhou Chen Kuan-Dar Chen Yi-Wen Liu 42 1 0 17 Aug 2022
Joint Analysis of Acoustic Scenes and Sound Events with Weakly labeled Data Shunsuke Tsubaki Keisuke Imoto Nobutaka Ono 25 2 0 10 Jul 2022
Joint Analysis of Acoustic Scenes and Sound Events Based on Multitask Learning with Dynamic Weight Adaptation Kayo Nada Keisuke Imoto T. Tsuchiya 35 5 0 21 Jun 2022
Sound Event Triage: Detecting Sound Events Considering Priority of Classes Noriyuki Tonami Keisuke Imoto 32 1 0 13 Apr 2022
How Information on Acoustic Scenes and Sound Events Mutually Benefits Event Detection and Scene Classification Tasks Keisuke Imoto Yuka Komatsu Shunsuke Tsubaki Tatsuya Komatsu 41 5 0 05 Apr 2022
Subspace-based Representation and Learning for Phonotactic Spoken Language Recognition Hung-Shin Lee Yu Tsao Shyh-Kang Jeng Hsin-Min Wang 24 9 0 28 Mar 2022
Federated Self-Supervised Learning for Acoustic Event Classification Meng Feng Chieh-Chi Kao Qingming Tang Ming Sun Viktor Rozgic Spyros Matsoukas Chao Wang 44 11 0 22 Mar 2022
CT-SAT: Contextual Transformer for Sequential Audio Tagging Yuanbo Hou Zhaoyi Liu Bo Kang Yun Wang Dick Botteldooren ViT 32 5 0 22 Mar 2022
Acoustic Event Detection with Classifier Chains Tatsuya Komatsu Shinji Watanabe Koichi Miyazaki Tomoki Hayashi 15 7 0 17 Feb 2022
Computational bioacoustics with deep learning: a review and roadmap D. Stowell 32 235 0 13 Dec 2021
Recurrent Variational Network: A Deep Learning Inverse Problem Solver applied to the task of Accelerated MRI Reconstruction George Yiasemis Jan-Jakob Sonke C. Sánchez Jonas Teuwen 26 61 0 18 Nov 2021
A Comparative Study of Speaker Role Identification in Air Traffic Communication Using Deep Learning Approaches Dongyue Guo Jianwei Zhang Bo Yang Yi Lin 29 10 0 03 Nov 2021
Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event Detection Zhi-qin Ye Xiangdong Wang Hong Liu Yueliang Qian Ruijie Tao Long Yan Kazushige Ouchi ViT 40 16 0 05 Oct 2021
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks Amirali Boroumand Saugata Ghose Berkin Akin Ravi Narayanaswami Geraldo F. Oliveira Xiaoyu Ma Eric Shiu O. Mutlu 25 82 0 29 Sep 2021
Proposal-based Few-shot Sound Event Detection for Speech and Environmental Sounds with Perceivers Piper Wolters Logan Sizemore Chris Daw Brian Hutchinson Lauren A. Phillips 37 11 0 28 Jul 2021
Assessment of Self-Attention on Learned Features For Sound Event Localization and Detection Parthasaarathy Sudarsanam Archontis Politis Konstantinos Drossos 19 13 0 20 Jul 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 27 16 0 29 Jun 2021
Cross-Referencing Self-Training Network for Sound Event Detection in Audio Mixtures Sangwook Park D. Han Mounya Elhilali 30 12 0 27 May 2021
Sound Event Detection with Adaptive Frequency Selection Zhepei Wang Jonah Casebeer Adam Clemmitt Efthymios Tzinis Paris Smaragdis 19 2 0 17 May 2021
Artificially Synthesising Data for Audio Classification and Segmentation to Improve Speech and Music Detection in Radio Broadcast S. Venkatesh D. Moffat Alexis Kirke Gözel Shakeri S. Brewster ... Helen Odell-Miller Alexander J. Street Nicolas Farina Sube Banerjee E. Miranda 36 11 0 19 Feb 2021
Driving Style Representation in Convolutional Recurrent Neural Network Model of Driver Identification Sobhan Moosavi P. Mahajan Srinivasan Parthasarathy Colleen Saunders-Chukwu R. Ramnath AILaw 26 16 0 11 Feb 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
WaveTransformer: A Novel Architecture for Audio Captioning Based on Learning Temporal and Time-Frequency Information An Tran Konstantinos Drossos Tuomas Virtanen 47 19 0 21 Oct 2020
Joint Analysis of Sound Events and Acoustic Scenes Using Multitask Learning Noriyuki Tonami Keisuke Imoto Ryosuke Yamanishi Y. Yamashita 23 13 0 16 Oct 2020
FSD50K: An Open Dataset of Human-Labeled Sound Events Eduardo Fonseca Xavier Favory Jordi Pons F. Font Xavier Serra 26 438 0 01 Oct 2020
On Multitask Loss Function for Audio Event Detection and Localization Huy P Phan L. D. Pham P. Koch Ngoc Q. K. Duong Ian Mcloughlin Alfred Mertins 21 14 0 11 Sep 2020
Streaming ResLSTM with Causal Mean Aggregation for Device-Directed Utterance Detection Xiaosu Tong Che-Wei Huang Sri Harish Reddy Mallidi Shaun Joseph Sonal Pareek Chander Chandak Ariya Rastrow Roland Maas 22 5 0 17 Jul 2020
Sound Event Localization and Detection using Squeeze-Excitation Residual CNNs Javier Naranjo-Alcazar Sergi Perez-Castanos J. Ferrandis P. Zuccarello M. Cobos 35 11 0 25 Jun 2020
Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning Jyotibdha Acharya A. Basu 27 157 0 16 Apr 2020
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks Karim Guirguis Christoph Schorn A. Guntoro Sherif Abdulatif Bin Yang 28 55 0 03 Mar 2020
Sound Event Detection by Multitask Learning of Sound Events and Scenes with Soft Scene Labels Keisuke Imoto Noriyuki Tonami Yuma Koizumi Masahiro Yasuda Ryosuke Yamanishi Y. Yamashita 27 37 0 14 Feb 2020
Weakly Labeled Sound Event Detection Using Tri-training and Adversarial Learning Hyoungwoo Park Sungrack Yun Jungyun Eum Janghoon Cho Kyuwoong Hwang 19 4 0 14 Oct 2019
Language Modelling for Sound Event Detection with Teacher Forcing and Scheduled Sampling Konstantinos Drossos Shayan Gharib P. Magron Tuomas Virtanen AI4TS 18 22 0 19 Jul 2019
On the performance of residual block design alternatives in convolutional neural networks for end-to-end audio classification Javier Naranjo-Alcazar Sergi Perez-Castanos Irene Martín-Morató P. Zuccarello M. Cobos 16 7 0 26 Jun 2019
Machine learning in acoustics: theory and applications Michael J. Bianco Peter Gerstoft James Traer Emma Ozanich M. Roch Sharon Gannot Charles-Alban Deledalle AI4CE 36 376 0 11 May 2019