About

Classification of Environmental Sounds. Most often sounds found in Urban environments. Task related to noise monitoring.

Benchmarks

TREND DATASET BEST METHOD PAPER TITLE PAPER CODE COMPARE

Datasets

Greatest papers with code

Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification

15 Aug 2016makcedward/nlpaug

We show that the improved performance stems from the combination of a deep, high-capacity model and an augmented training set: this combination outperforms both the proposed CNN without augmentation and a "shallow" dictionary learning model with augmentation.

CLASSIFICATION DATA AUGMENTATION DICTIONARY LEARNING ENVIRONMENTAL SOUND CLASSIFICATION

Ubicoustics: Plug-and-Play Acoustic Activity Recognition

14 Oct 2018FIGLAB/ubicoustics

Despite sound being a rich source of information, computing devices with microphones do not leverage audio to glean useful insights about their physical and social context.

ACTIVITY RECOGNITION DATA AUGMENTATION ENVIRONMENTAL SOUND CLASSIFICATION SOUND EVENT DETECTION

Rethinking CNN Models for Audio Classification

22 Jul 2020kamalesh0406/Audio-Classification

Besides, we show that even though we use the pretrained model weights for initialization, there is variance in performance in various output runs of the same model.

CLASSIFICATION ENVIRONMENTAL SOUND CLASSIFICATION MUSIC INFORMATION RETRIEVAL TRANSFER LEARNING

Urban Sound Tagging using Convolutional Neural Networks

27 Sep 2019sainathadapa/urban-sound-tagging

The proposed model uses log-scaled Mel-spectrogram as the representation format for the audio data.

CLASSIFICATION DATA AUGMENTATION ENVIRONMENTAL SOUND CLASSIFICATION IMAGE CLASSIFICATION

Utilizing Domain Knowledge in End-to-End Audio Processing

1 Dec 2017corticph/MSTmodel

End-to-end neural network based approaches to audio modelling are generally outperformed by models trained on high-level data representations.

CLASSIFICATION ENVIRONMENTAL SOUND CLASSIFICATION

ESResNet: Environmental Sound Classification Based on Visual Domain Models

15 Apr 2020AndreyGuzhov/ESResNet

Environmental Sound Classification (ESC) is an active research area in the audio domain and has seen a lot of progress in the past years.

CLASSIFICATION ENVIRONMENTAL SOUND CLASSIFICATION

CRNNs for Urban Sound Tagging with spatiotemporal context

24 Aug 2020multitel-ai/urban-sound-tagging

This paper describes CRNNs we used to participate in Task 5 of the DCASE 2020 challenge.

AUDIO TAGGING ENVIRONMENTAL SOUND CLASSIFICATION

Urban Sound Classification : striving towards a fair comparison

22 Oct 2020multitel-ai/urban-sound-classification-and-comparison

Sometimes authors copy-pasting the results of the original papers which is not helping reproducibility.

AUDIO TAGGING CLASSIFICATION ENVIRONMENTAL SOUND CLASSIFICATION

Masked Conditional Neural Networks for Environmental Sound Classification

25 May 2018fadymedhat/YorNoise

We have evaluated the MCLNN performance using the Urbansound8k dataset of environmental sounds.

CLASSIFICATION ENVIRONMENTAL SOUND CLASSIFICATION