Skip to content

MAJIAYUE/MAJIAYUE

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

41 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

ecg_pytorch

ECG heartbeat classification

Pytorch implementation for ECG heartbeat classification using Generative approaches.

Online Demo

link

Prerequisites

Usage

First, download dataset with:

$ python ....

To train a model with downloaded dataset:

$ python ...
$ python ...

To test with an existing model:

$ python main.py ...
$ python main.py ...

Results

result

DCGAN

After 6th epoch:

result3

After 10th epoch:

result4

PGAN

custom_result1

custom_result1

custom_result2

ODEGAN

MNIST codes are written by @PhoenixDai.

mnist_result1

mnist_result2

mnist_result3

More results can be found here and here.

Training details

Details of the loss of Discriminator and Generator.

d_loss

g_loss

Details of the histogram of true and fake result of discriminator.

d_hist

d__hist

Related works

  • ...

Author

Tomer Golany

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages