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@AI-ASMR

AiMR

AiMR is a project aimed at creating an interactive platform that automatically creates ASMR sounds using artificial intelligence.
README.md

Initial inspiration research paper

https://arxiv.org/pdf/2210.14321.pdf

Improving upon the paper with classification (ACGAN)

(ACGAN) Another variation of GAN generative networks. Like DCGAN but is able to classify results instead of just discriminate.
https://arxiv.org/pdf/1610.09585.pdf

ACGAN used to generate hand-written digits from the MNIST dataset
https://storage.googleapis.com/tfjs-examples/mnist-acgan/dist/index.html

Generating Sound with Neural Networks (Griffin-Lim such as the paper)
https://youtube.com/playlist?list=PL-wATfeyAMNpEyENTc-tVH5tfLGKtSWPp

Improving upon the paper with an alternative approach (RNN)

Lex Fridman's Lecture, demonstrating RNN for audio generation
https://youtu.be/nFTQ7kHQWtc?t=3694

Explanation on the basics of RNNs and their limits
https://youtu.be/AsNTP8Kwu80

Explanation of LSTM in RNN (improved upon RNN)
https://youtu.be/YCzL96nL7j0

Melody generation with RNN-LSTM (audio generation with RNN-LSTM)
https://youtube.com/playlist?list=PL-wATfeyAMNr0KMutwtbeDCmpwvtul-Xz

RNN used to generate piano sound composition in real-time with toggles and settings
https://magenta.tensorflow.org/demos/performance_rnn/index.html#1|0,0,0,2,0,5,0,0,0,2,0,0|1,1,1,1,1,1,1,1,1,1,1,1|1,1,1,1,1,1,1,1,1,1,1,1|false

Analysis of spectrograms and audio transformation

Spectral Coherence
https://cyclostationary.blog/2016/01/08/the-spectral-coherence-function/

Spectral Correlation
https://cyclostationary.blog/2015/09/28/the-spectral-correlation-function/

Spectrogram generation example using JS
https://lightningchart.com/js-charts/interactive-examples/edit/lcjs-example-0802-spectrogram.html

Popular repositories

  1. .github .github Public

    1

  2. asmr-gan-core asmr-gan-core Public

    This is a mono-repo hosting the source code of a GAN Neural Network model capable of producting (and being trained on) 64x64 images (1 or 3 channels), along with a helper/wrapper library that can b…

    TypeScript 1

  3. audio-manipulator audio-manipulator Public

    JavaScript

Repositories

Showing 3 of 3 repositories
  • asmr-gan-core Public

    This is a mono-repo hosting the source code of a GAN Neural Network model capable of producting (and being trained on) 64x64 images (1 or 3 channels), along with a helper/wrapper library that can be used in any javascript context to load a pre-trained model for immediate use.

    TypeScript 1 0 1 0 Updated May 17, 2024
  • audio-manipulator Public
    JavaScript 0 0 0 0 Updated Jan 3, 2024
  • .github Public
    1 0 0 0 Updated Nov 28, 2023

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