Total runs:
99
Run Growth:
10
Growth Rate:
10.10%
Sponsored by
YouArt
keras-io / MelGAN-spectrogram-inversion
Model's Last Updated: July 05 2024
Introduction of MelGAN-spectrogram-inversion
Model Details of MelGAN-spectrogram-inversion
Model description
This repo contains the model and the notebook for implementing MelGAN to inverse spectrogram using feature matching MelGAN-based spectrogram inversion using feature matching .
Full credits go to Darshan Deshpande
Reproduced by Vu Minh Chien
Motivation: Autoregressive vocoders have been ubiquitous for the majority of the history of speech processing, but for most of their existence they have lacked parallelism. MelGAN is a non-autoregressive, fully convolutional vocoder architecture used for purposes ranging from spectral inversion and speech enhancement to present-day state-of-the-art speech synthesis when used as a decoder with models like Tacotron2 or FastSpeech that convert text to mel spectrograms.
LJSpeech dataset was used in this tutorial. The LJSpeech dataset is primarily used for text-to-speech and consists of 13,100 discrete speech samples taken from 7 non-fiction books, having a total length of approximately 24 hours
Intended uses & limitations
The MelGAN implemented in this tutorial is similar to the original implementation with only the difference in the method of padding for convolutions where we will use 'same' instead of reflecting padding.
Training hyperparameters
The following hyperparameters were used during training:
- generator_learning_rate: 1e-5
- discriminator_learning_rate: 1e-6
- train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- num_epochs: 20
Model Plot
View Model Demo
View Model Plot
Runs of keras-io MelGAN-spectrogram-inversion on huggingface.co
19
Total runs
0
24-hour runs
2
3-day runs
7
7-day runs
-5
30-day runs
More Information About MelGAN-spectrogram-inversion huggingface.co Model
Url of MelGAN-spectrogram-inversion
MelGAN-spectrogram-inversion huggingface.co Url
Provider of MelGAN-spectrogram-inversion huggingface.co
Other API from keras-io
Updated:July 05 2024
Total runs:
53
Run Growth:
-7
Growth Rate:
-13.21%
Total runs:
45
Run Growth:
17
Growth Rate:
37.78%
Total runs:
43
Run Growth:
-29
Growth Rate:
-74.36%
Total runs:
40
Run Growth:
-2
Growth Rate:
-5.00%
Total runs:
37
Run Growth:
-1
Growth Rate:
-2.70%
Total runs:
37
Run Growth:
1
Growth Rate:
2.78%
Total runs:
33
Run Growth:
4
Growth Rate:
12.12%
Total runs:
33
Run Growth:
5
Growth Rate:
14.29%
Total runs:
33
Run Growth:
16
Growth Rate:
48.48%
Total runs:
33
Run Growth:
-17
Growth Rate:
-53.13%
Total runs:
32
Run Growth:
-28
Growth Rate:
-87.50%
Total runs:
32
Run Growth:
-12
Growth Rate:
-37.50%
Total runs:
31
Run Growth:
-5
Growth Rate:
-16.13%
Total runs:
28
Run Growth:
-76
Growth Rate:
-271.43%
Total runs:
27
Run Growth:
15
Growth Rate:
55.56%
Total runs:
25
Run Growth:
-7
Growth Rate:
-28.00%
Total runs:
25
Run Growth:
1
Growth Rate:
4.00%
Total runs:
24
Run Growth:
-13
Growth Rate:
-54.17%
Total runs:
24
Run Growth:
9
Growth Rate:
37.50%
Total runs:
24
Run Growth:
10
Growth Rate:
43.48%
Total runs:
23
Run Growth:
-1
Growth Rate:
-4.35%
Total runs:
23
Run Growth:
-23
Growth Rate:
-127.78%
Total runs:
23
Run Growth:
-6
Growth Rate:
-28.57%
Total runs:
20
Run Growth:
-6
Growth Rate:
-30.00%
Total runs:
19
Run Growth:
4
Growth Rate:
21.05%
Total runs:
19
Run Growth:
-9
Growth Rate:
-47.37%
Total runs:
19
Run Growth:
-2
Growth Rate:
-10.53%
Total runs:
17
Run Growth:
-8
Growth Rate:
-47.06%
Total runs:
16
Run Growth:
-8
Growth Rate:
-42.11%
Total runs:
16
Run Growth:
4
Growth Rate:
25.00%
Total runs:
15
Run Growth:
4
Growth Rate:
25.00%
Total runs:
15
Run Growth:
1
Growth Rate:
6.67%
Total runs:
15
Run Growth:
8
Growth Rate:
53.33%
Total runs:
15
Run Growth:
2
Growth Rate:
13.33%
Total runs:
14
Run Growth:
1
Growth Rate:
7.14%
Total runs:
12
Run Growth:
-9
Growth Rate:
-75.00%
Total runs:
12
Run Growth:
-2
Growth Rate:
-16.67%
Total runs:
12
Run Growth:
-3
Growth Rate:
-25.00%
Total runs:
11
Run Growth:
-4
Growth Rate:
-36.36%
Total runs:
11
Run Growth:
-57
Growth Rate:
-407.14%
Total runs:
9
Run Growth:
-17
Growth Rate:
-188.89%
Total runs:
8
Run Growth:
0
Growth Rate:
0.00%
Total runs:
7
Run Growth:
3
Growth Rate:
42.86%
Total runs:
7
Run Growth:
-17
Growth Rate:
-212.50%
Total runs:
7
Run Growth:
-20
Growth Rate:
-285.71%
Total runs:
7
Run Growth:
-5
Growth Rate:
-71.43%
Total runs:
5
Run Growth:
-5
Growth Rate:
-100.00%
Total runs:
6
Run Growth:
-20
Growth Rate:
-400.00%
Total runs:
4
Run Growth:
3
Growth Rate:
75.00%
Total runs:
4
Run Growth:
-1
Growth Rate:
-25.00%
Total runs:
4
Run Growth:
-37
Growth Rate:
-925.00%
Total runs:
3
Run Growth:
-10
Growth Rate:
-333.33%
Total runs:
3
Run Growth:
-16
Growth Rate:
-533.33%
Total runs:
3
Run Growth:
1
Growth Rate:
33.33%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%