A Four-Stage Data Augmentation Approach to ResNet-Conformer Based Acoustic Modeling for Sound Event Localization and Detection

8 January 2021

Qing Wang

Jun Du

Hua-Xin Wu

Jia Pan

Feng Ma

Chin-Hui Lee

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Papers citing "A Four-Stage Data Augmentation Approach to ResNet-Conformer Based Acoustic Modeling for Sound Event Localization and Detection"

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Title
Location-Oriented Sound Event Localization and Detection with Spatial Mapping and Regression Localization Xueping Zhang Yaxiong Chen Ruilin Yao Yunfei Zi Shengwu Xiong 45 0 0 11 Apr 2025
Reverberation-based Features for Sound Event Localization and Detection with Distance Estimation Davide Berghi Philip J. B. Jackson 41 0 0 11 Apr 2025
CNN-based Robust Sound Source Localization with SRP-PHAT for the Extreme Edge Jun Yin Marian Verhelst 70 1 0 03 Mar 2025
PSELDNets: Pre-trained Neural Networks on Large-scale Synthetic Datasets for Sound Event Localization and Detection Jinbo Hu Yin Cao Ming Wu Fang Kang Feiran Yang Wenwu Wang Mark D. Plumbley J. Yang 41 0 0 10 Nov 2024
DOA-Aware Audio-Visual Self-Supervised Learning for Sound Event Localization and Detection Yoto Fujita Yoshiaki Bando Keisuke Imoto Masaki Onishi Kazuyoshi Yoshii 48 2 0 30 Oct 2024
Leveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimation Davide Berghi Philip J. B. Jackson 42 1 0 29 Oct 2024
Enhancing 1-Second 3D SELD Performance with Filter Bank Analysis and SCConv Integration in CST-Former Zhehui Zhang 29 0 0 17 Oct 2024
Learning Multi-Target TDOA Features for Sound Event Localization and Detection Axel Berg Johanna Engman Jens Gulin Karl Åström Magnus Oskarsson 44 1 0 30 Aug 2024
Audio-Visual Talker Localization in Video for Spatial Sound Reproduction Davide Berghi Philip J. B. Jackson 55 0 0 01 Jun 2024
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapes Adrian S. Roman Baladithya Balamurugan Rithik Pothuganti 35 5 0 29 Jan 2024
Robust DOA estimation using deep acoustic imaging Adrian S. Roman Irán R. Román J. P. Bello 27 2 0 16 Jan 2024
Selective-Memory Meta-Learning with Environment Representations for Sound Event Localization and Detection Jinbo Hu Yin Cao Ming Wu Qiuqiang Kong Feiran Yang Mark D. Plumbley Jun Yang 40 1 0 27 Dec 2023
CST-former: Transformer with Channel-Spectro-Temporal Attention for Sound Event Localization and Detection Yusun Shul Jung-Woo Choi 46 8 0 20 Dec 2023
Fusion of Audio and Visual Embeddings for Sound Event Localization and Detection Davide Berghi Peipei Wu Jinzheng Zhao Wenwu Wang Philip J. B. Jackson 54 10 0 14 Dec 2023
Feature Aggregation in Joint Sound Classification and Localization Neural Networks Brendan Healy Patrick McNamee Z. Nili Ahmadabadi 46 0 0 29 Oct 2023
Performance and energy balance: a comprehensive study of state-of-the-art sound event detection systems Francesca Ronchini Romain Serizel 35 11 0 05 Oct 2023
Exploring Self-Supervised Contrastive Learning of Spatial Sound Event Representation Xilin Jiang Cong Han Yinghao Aaron Li N. Mesgarani SSL 49 1 0 27 Sep 2023
Two vs. Four-Channel Sound Event Localization and Detection J. Wilkins Magdalena Fuentes Luca Bondi Shabnam Ghaffarzadegan A. Abavisani J. P. Bello 21 1 0 23 Sep 2023
Sound Source Distance Estimation in Diverse and Dynamic Acoustic Conditions Saksham Singh Kushwaha Irán R. Román Magdalena Fuentes J. P. Bello 24 9 0 17 Sep 2023
A Real-Time Active Speaker Detection System Integrating an Audio-Visual Signal with a Spatial Querying Mechanism I. Gurvich Ido Leichter Dharmendar Reddy Palle Yossi Asher Alon Vinnikov Igor Abramovski Vishak Gopal Ross Cutler Eyal Krupka 39 4 0 15 Sep 2023
STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Events Kazuki Shimada Archontis Politis Parthasaarathy Sudarsanam D. Krause Kengo Uchida ... Yuichiro Koyama Naoya Takahashi Shusuke Takahashi Tuomas Virtanen Yuki Mitsufuji 68 37 0 15 Jun 2023
Inference and Denoise: Causal Inference-based Neural Speech Enhancement Tsun-An Hsieh Chao-Han Huck Yang Pin-Yu Chen Sabato Marco Siniscalchi Yu Tsao CML 63 2 0 02 Nov 2022
Deep Learning Based Audio-Visual Multi-Speaker DOA Estimation Using Permutation-Free Loss Function Qing Wang Hang Chen Yannan Jiang Zhe Wang Yuyang Wang Jun Du Chin-Hui Lee 29 4 0 26 Oct 2022
A Track-Wise Ensemble Event Independent Network for Polyphonic Sound Event Localization and Detection Jinbo Hu Yin Cao Ming Wu Qiuqiang Kong Feiran Yang Mark D. Plumbley J. Yang 29 23 0 19 Mar 2022
Locate This, Not That: Class-Conditioned Sound Event DOA Estimation Olga Slizovskaia Gordon Wichern Zhong-Qiu Wang Jonathan Le Roux 27 4 0 08 Mar 2022
SALSA-Lite: A Fast and Effective Feature for Polyphonic Sound Event Localization and Detection with Microphone Arrays Thi Ngoc Tho Nguyen Douglas L. Jones Karn N. Watcharasupat Huy P Phan W. Gan 38 37 0 16 Nov 2021
Multi-ACCDOA: Localizing and Detecting Overlapping Sounds from the Same Class with Auxiliary Duplicating Permutation Invariant Training Kazuki Shimada Yuichiro Koyama Shusuke Takahashi Naoya Takahashi E. Tsunoo Yuki Mitsufuji 18 64 0 14 Oct 2021
Spatial Data Augmentation with Simulated Room Impulse Responses for Sound Event Localization and Detection Yuichiro Koyama Kazuhide Shigemi Masafumi Takahashi Kazuki Shimada Naoya Takahashi E. Tsunoo Shusuke Takahashi Yuki Mitsufuji 41 12 0 13 Oct 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 28 5 0 12 Oct 2021
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 31 49 0 01 Oct 2021
A Survey of Sound Source Localization with Deep Learning Methods Pierre-Amaury Grumiaux Srdjan Kitić Laurent Girin Alexandre Guérin 43 247 0 08 Sep 2021
Assessment of Self-Attention on Learned Features For Sound Event Localization and Detection Parthasaarathy Sudarsanam Archontis Politis Konstantinos Drossos 27 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 32 16 0 29 Jun 2021
Ensemble of ACCDOA- and EINV2-based Systems with D3Nets and Impulse Response Simulation for Sound Event Localization and Detection Kazuki Shimada Naoya Takahashi Yuichiro Koyama Shusuke Takahashi E. Tsunoo Masafumi Takahashi Yuki Mitsufuji 35 23 0 21 Jun 2021
A Dataset of Dynamic Reverberant Sound Scenes with Directional Interferers for Sound Event Localization and Detection Archontis Politis Sharath Adavanne D. Krause Antoine Deleforge Prerak Srivastava Tuomas Virtanen 36 66 0 13 Jun 2021