Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE
2024 Challenge

Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 Challenge

16 May 2024

Toni Heittola

Irene Martín-Morató

Papers citing "Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 Challenge"

8 / 8 papers shown

Title
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Florian Schmid Paul Primus Toni Heittola A. Mesaros Irene Martín-Morató Gerhard Widmer 12 0 0 03 May 2025
Data-Efficient Low-Complexity Acoustic Scene Classification via Distilling and Progressive Pruning Bing Han Wen Huang Zhengyang Chen Anbai Jiang Pingyi Fan Cheng Lu Zhiqiang Lv Jia Liu W. Zhang Yanmin Qian 16 0 0 28 Oct 2024
A decade of DCASE: Achievements, practices, evaluations and future challenges A. Mesaros Romain Serizel Toni Heittola Tuomas Virtanen Mark D. Plumbley 29 2 0 07 Oct 2024
Data Efficient Acoustic Scene Classification using Teacher-Informed Confusing Class Instruction Jin Jie Sean Yeo Ee-Leng Tan Jisheng Bai Santi Peksi Woon-Seng Gan 22 1 0 18 Sep 2024
Frequency Tracking Features for Data-Efficient Deep Siren Identification Stefano Damiano T. Dietzen Toon van Waterschoot 16 0 0 13 Sep 2024
Leveraging Self-supervised Audio Representations for Data-Efficient Acoustic Scene Classification Yiqiang Cai Shengchen Li Xi Shao 17 3 0 27 Aug 2024
QTI Submission to DCASE 2021: residual normalization for device-imbalanced acoustic scene classification with efficient design Byeonggeun Kim Seunghan Yang Jangho Kim Simyung Chang 21 56 0 28 Jun 2022
Domain Generalization with Relaxed Instance Frequency-wise Normalization for Multi-device Acoustic Scene Classification Byeonggeun Kim Seunghan Yang Jangho Kim Hyunsin Park Juntae Lee Simyung Chang 34 27 0 24 Jun 2022