Audio DL

FilterAugment; An Acoustic Environmental Data Augmentation Method

4 minute read

Interspeech 2022

SpecAugment++; A Hidden Space Data Augmentation Method for Acoustic Scene Classification

less than 1 minute read

Interspeech 2021

SpecSwap; A Simple Data Augmentation Method for End-to-End Speech Recognition

less than 1 minute read

Interspeech 2020

SpecAugment on Large Scale Datasets

3 minute read

ICASSP 2019

SpecAugment; A Simple Data Augmentation Method for Automatic Speech Recognition

less than 1 minute read

arxiv 2019

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification

2 minute read

Interspeech 2023

CLAR; Contrastive Learning of Auditory Representations

2 minute read

AISTATS 2021

Unsupervised Contrastive Learning of Sound Event Representations

2 minute read

arxiv 2020

Contrastive Learning of General Purpose Audio Representations

2 minute read

ICASSP 2020

Self-Supervised Learning with Random-Projection Quantizer for Speech Recognition

6 minute read

ICML 2022

MAE-AST; Masked Autoencoding Audio Spectogram Transformer

3 minute read

Interspeech 2022

Contrastive Audio-Visual Masked Autoencoder

7 minute read

ICLR 2023

Masked Spectrogram Prediction For Self-Supervised Audio Pre-Training

3 minute read

arxiv 2022

CMKD; CNN/Transformer-Based Cross-Model Knowledge Distillation for Audio Classification

7 minute read

arxiv 2022

Rethinking CNN Models for Audio Classification

3 minute read

arxiv 2020

Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks

3 minute read

arxiv 2019

Wav2Vec 2; A Framework for Self-Supervised Learning of Speech Representations

3 minute read

NeurIPS 2020

Wav2Vec; Unsupervised Pre-training for Speech Recognition

2 minute read

arxiv 2019

Audio Self-supervised Learning; A Survey

11 minute read

arxiv 2022

SSAST; Self-Supervised Audio Spectrogram Transformer

4 minute read

AAAI 2022

BEATs; Audio Pre-Training with Acoustic Tokenizers

13 minute read

ICML 2023

Masked Autoencoders that Listen

12 minute read

NeurIPS 2022

Unsupervised feature learning for audio classification using convolutional deep belief networks

1 minute read

NeurIPS 2009

AST; Audio Spectrogram Transformer

4 minute read

arxiv 2021

Speaker Recognition from Raw Waveform with SincNet

4 minute read

IEEE Spoken Language Technology Workshop 2018

CNN Architectures For Large-scale Audio Classification

2 minute read

ICASSP 2017

Neural Acoustic Feature Extraction & Wav2vec

less than 1 minute read

Automatic Speech Recognition

1 minute read

MFCCs with Python

less than 1 minute read

Mel-Frequency Cepstral Coefficients (MFCCs)

less than 1 minute read

Melspectogram with Python

less than 1 minute read

Melspectogram

1 minute read

STFT with Python

less than 1 minute read

Short-Time Fourier Transform (STFT)

1 minute read

FFT with Python

less than 1 minute read

Audo data for DL

2 minute read

Complex Numbers for Audio Signal Processing

1 minute read

Discrete Fourier Transform

less than 1 minute read

Audo data for DL (python)

1 minute read

Demystifying the Fourier Transform; The Intuition

less than 1 minute read

[multimodal] Neural FE of signal data - (2) SincNet

2 minute read

Signal Data, Wav2Vec, SincNet, PASE

[multimodal] Neural FE of signal data - (1) Wav2Vec

1 minute read

Signal Data, Wav2Vec, SincNet, PASE

[multimodal] FE of signal data - (2) MFCC

2 minute read

Signal Data, Fourier Transform, MFCC

[multimodal] FE of signal data - (1) Fourier Transform

6 minute read

Signal Data, Fourier Transform, MFCC