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Audio Classification

14 papers with code ยท Audio

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Latest papers without code

Microphone Array Based Surveillance Audio Classification

22 May 2020

The work assessed seven classical classifiers and two beamforming algorithms for detecting surveillance sound events.

AUDIO CLASSIFICATION DATA AUGMENTATION

Multi-modal Self-Supervision from Generalized Data Transformations

9 Mar 2020

Self-supervised learning has advanced rapidly, with several results beating supervised models for pre-training feature representations.

AUDIO CLASSIFICATION SELF-SUPERVISED LEARNING

Certifying Neural Network Audio Classifiers

ICLR 2020

We present the first end-to-end verifier of audio classifiers.

AUDIO CLASSIFICATION

Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks

ICLR 2020

As deep neural networks become widely adopted for solving most problems in computer vision and audio-understanding, there are rising concerns about their potential vulnerability.

ADVERSARIAL DEFENSE AUDIO CLASSIFICATION IMAGE CLASSIFICATION

SpectroBank: A filter-bank convolutional layer for CNN-based audio applications

ICLR 2020

This layer aims at being the input layer of convolutional neural networks for audio applications.

AUDIO CLASSIFICATION

A FRAMEWORK FOR ROBUSTNESS CERTIFICATION OF SMOOTHED CLASSIFIERS USING F-DIVERGENCES

ICLR 2020

Formal verification techniques that compute provable guarantees on properties of machine learning models, like robustness to norm-bounded adversarial perturbations, have yielded impressive results.

AUDIO CLASSIFICATION

Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition

ICLR 2020

We introduce a unified probabilistic approach for deep continual learning based on variational Bayesian inference with open set recognition.

AUDIO CLASSIFICATION BAYESIAN INFERENCE CONTINUAL LEARNING OPEN SET LEARNING

Exploring Context, Attention and Audio Features for Audio Visual Scene-Aware Dialog

20 Dec 2019

Recent progress in visual grounding techniques and Audio Understanding are enabling machines to understand shared semantic concepts and listen to the various sensory events in the environment.

AUDIO CLASSIFICATION

Leveraging Topics and Audio Features with Multimodal Attention for Audio Visual Scene-Aware Dialog

20 Dec 2019

With the recent advancements in Artificial Intelligence (AI), Intelligent Virtual Assistants (IVA) such as Alexa, Google Home, etc., have become a ubiquitous part of many homes.

AUDIO CLASSIFICATION

Data augmentation approaches for improving animal audio classification

16 Dec 2019

To the best of our knowledge this is the largest study on data augmentation for CNNs in animal audio classification audio datasets using the same set of classifiers and parameters.

AUDIO CLASSIFICATION DATA AUGMENTATION