Tiny transformers for environmental sound classification at the edge
… classification at the edge. Specifically, we design and train Transformers to classify office
sounds in audio … Results show that a BERTbased Transformer, trained on Mel spectrograms, …
sounds in audio … Results show that a BERTbased Transformer, trained on Mel spectrograms, …
Environmental sound classification with tiny transformers in noisy edge environments
… of a tiny Transformer on a resource-constrained edge device, … of environmental sound
classification in a noisy environment. … sounds dataset indicate improved performance of the tiny …
classification in a noisy environment. … sounds dataset indicate improved performance of the tiny …
Training environmental sound classification models for real-world deployment in edge devices
… -tiny-distilled is the ACDNet model [28] which is a convolutional neural network designed for
environmental sound classification on edge … audio transformer for sound classification and …
environmental sound classification on edge … audio transformer for sound classification and …
Transformers for urban sound classification—A comprehensive performance evaluation
AFR Nogueira, HS Oliveira, JJM Machado… - Sensors, 2022 - mdpi.com
… the position embeddings, in order to address the sound classification problem at the edge. …
Environmental Sound Classification with Tiny Transformers in Noisy Edge Environments. In …
Environmental Sound Classification with Tiny Transformers in Noisy Edge Environments. In …
Sound classification and processing of urban environments: A systematic literature review
AFR Nogueira, HS Oliveira, JJM Machado… - Sensors, 2022 - mdpi.com
… Transformers (BERT) based models capable of performing sound classification at the edge.
… [12] employed a trained BERT-based tiny Transformer on a device with limited resources …
… [12] employed a trained BERT-based tiny Transformer on a device with limited resources …
Environmental sound classification based on car-transformer neural network model
H Li, A Chen, J Yi, W Chen, D Yang, G Zhou… - Circuits, Systems, and …, 2023 - Springer
… [8] proposed the Tiny Transformer model for sound classification based on the Transformer
… model and the small number of parameters of the Transformer model, we proposed a CAR-…
… model and the small number of parameters of the Transformer model, we proposed a CAR-…
Efficient Edge Analytics: Addressing Cyber-Physical MASINT with Machine Learning on Audio at the Edge
D Elliott - 2020 - repository.fit.edu
… Environmental Sound Classification (ESC) to recognizing office sounds, which falls under a
type of proactive edge … perform here with small datasets and modest transformers can easily …
type of proactive edge … perform here with small datasets and modest transformers can easily …
Impact of Noise on Different Neural Network Architectures for Environmental Sound Classification
V Stabellini - 2023 - webthesis.biblio.polito.it
… are on par with the cutting edge when it comes to identifying … account all sound occurrences
as opposed to a small area. … of Audio Spectrogram Transformer and the audio elaboration …
as opposed to a small area. … of Audio Spectrogram Transformer and the audio elaboration …
ESC-NAS: Environment Sound Classification Using Hardware-Aware Neural Architecture Search for the Edge
… environmental sound classification using DL on resource-constrained IoT devices. Environmental
sound classification … Environmental sound classification with tiny transformers in noisy …
sound classification … Environmental sound classification with tiny transformers in noisy …
EXPLORING TRANSFORMER MODEL FOR ACOUSTIC SCENE CLASSIFICATION
F Piovesan - 2024 - webthesis.biblio.polito.it
… small dataset provided by the competition contradicts the common understanding that
Transformer … and improvement of Transformer Architecture trained with Knowledge distillation? …
Transformer … and improvement of Transformer Architecture trained with Knowledge distillation? …