Audio Super Resolution with Neural Networks

Using deep learning networks to upsample audio signals such as speech or music.

[Code] [Paper]

Proposed samples

"In wage negotiations, the industry bargains as a unit with a single union." (TIMIT\TEST\DR1\FELC0\SI1386)

T-PCM

Super Resolution

PCM

Super Resolution

RI-MAG

Super Resolution

TF

Super Resolution

RI

Super Resolution

F

Super Resolution

MSE

Super Resolution

MAE

Super Resolution

AudioUNet samples

T-PCM

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution

PCM

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution

RI-MAG

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution

TF

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution

RI

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution

F

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution

MSE

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution

MAE

In wage negotiations, the industry bargains as a unit with a single union. (TIMIT\TEST\DR1\FELC0\SI1386)

High Resolution

Low Resolution