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Acoustic Scene Classification

6 papers with code ยท Audio

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Acoustic Scene Classification Based on a Large-margin Factorized CNN

14 Oct 2019

With this loss function, the samples from the same audio scene are clustered independently of the environment, and thus we can get the classifier with better generalization ability in an unseen environment.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION

Acoustic scene analysis with multi-head attention networks

16 Sep 2019

Acoustic Scene Classification (ASC) is a challenging task, as a single scene may involve multiple events that contain complex sound patterns.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION

Receptive-field-regularized CNN variants for acoustic scene classification

5 Sep 2019

One side effect of restricting the RF of CNNs is that more frequency information is lost.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION

Exploiting Parallel Audio Recordings to Enforce Device Invariance in CNN-based Acoustic Scene Classification

4 Sep 2019

Distribution mismatches between the data seen at training and at application time remain a major challenge in all application areas of machine learning.

ACOUSTIC SCENE CLASSIFICATION DOMAIN ADAPTATION SCENE CLASSIFICATION

The Receptive Field as a Regularizer in Deep Convolutional Neural Networks for Acoustic Scene Classification

3 Jul 2019

To this end, we analyse the receptive field (RF) of these CNNs and demonstrate the importance of the RF to the generalization capability of the models.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION

DCASE 2019: CNN depth analysis with different channel inputs for Acoustic Scene Classification

10 Jun 2019

In the presented experiments the best audio representation is the Log-Mel spectrogram of the harmonic andpercussive sources plus the Log-Mel spectrogram of the difference between left and right stereo-channels.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION

Enhancing Sound Texture in CNN-Based Acoustic Scene Classification

6 Jan 2019

Acoustic scene classification is the task of identifying the scene from which the audio signal is recorded.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION

CNNs-based Acoustic Scene Classification using Multi-Spectrogram Fusion and Label Expansions

5 Sep 2018

Spectrograms have been widely used in Convolutional Neural Networks based schemes for acoustic scene classification, such as the STFT spectrogram and the MFCC spectrogram, etc.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION