AM Tripathi, OJ Pandey - IEEE/ACM Transactions on Audio …, 2023 - ieeexplore.ieee.org
Environmental sound classification (ESC) is an important research problem with a broad range of applications including audio-based surveillance, audio-visual systems, smart …
Z Zhang, S Xu, S Zhang, T Qiao, S Cao - IEEE Access, 2019 - ieeexplore.ieee.org
Environmental sound classification (ESC) is a challenging problem due to the complex temporal structure and diverse energy modulation patterns of environmental sounds. In …
A Nasiri, J Hu - arXiv preprint arXiv:2103.01929, 2021 - arxiv.org
Environmental Sound Classification (ESC) is a challenging field of research in non-speech audio processing. Most of current research in ESC focuses on designing deep models with …
H Song, S Deng, J Han - IEEE Signal Processing Letters, 2021 - ieeexplore.ieee.org
For environmental sound classification, CNNs have become the most successful architecture. By regarding the CNN features as a collection of nodes arranged on a 2D time …
AM Tripathi, K Paul - Applied Acoustics, 2022 - Elsevier
This paper introduces a novel knowledge distillation (KD) framework that distills the knowledge from multiple deep models trained on spectrogram features obtained by dividing …
L Zhou, Y Zhou, X Qi, J Hu, TL Lam, Y Xu - arXiv preprint arXiv …, 2022 - arxiv.org
Environmental sound classification (ESC) is a challenging problem due to the unstructured spatial-temporal relations that exist in the sound signals. Recently, many studies have …
J Salamon, JP Bello - IEEE Signal processing letters, 2017 - ieeexplore.ieee.org
The ability of deep convolutional neural networks (CNNs) to learn discriminative spectro- temporal patterns makes them well suited to environmental sound classification. However …
AM Tripathi, A Mishra - Neurocomputing, 2021 - Elsevier
Complexity of environmental sounds impose numerous challenges for their classification. The performance of Environmental Sound Classification (ESC) depends greatly on how …
A Guzhov, F Raue, J Hees… - 2020 25th international …, 2021 - ieeexplore.ieee.org
Environmental Sound Classification (ESC) is an active research area in the audio domain and has seen a lot of progress in the past years. However, many of the existing approaches …