sereich/FMRadioSR

FM Radio Super Resolution

This is a model designed to upscale recordings of FM radio. It was created using the Aero architecture with a modified version of the "Aero" project:

• Modified Project: https://github.com/pokepress/aero
• Original: https://github.com/slp-rl/aero

Usage:

1. Check out and install the modified version of the Aero project and put the checkpoint file in the working directory.
2. If needed, convert the audio recordinng to 44.1 khz stereo.
3. Call the new project with:

python predict.py experiment=aero_441-441 +filename="PATH_TO_AUDIO_FILE" +output="PATH_TO_OUTPUT_DIRECTORY" checkpoint_file="PATH_TO_CHECKPOINT_FILE"

The model should be able to:

• Reduce stereo hiss
• Reduce certain kinds of static/interference
• Reduce 19khz stereo pilot
• Reduce overly warm bass frequencies (boost them 3 or so dB if you miss them)
• Restore lost high & low frequencies (generally only up to 16khz since most training data is MP3-based)

Things to be aware of:

• The model isn't currently great at removing static from the mono (L+R) channel, as those have been dificult to reproduce using the equipment I have.
• The "predict" script will normalize the audio after running inference on the whole file, so it likely will be at a different volume than the source track.
• The model was trained from audio digitized directly off the radios used, but should work decently for recordings digitized from cassette tapes, etc.

Transmitters Used:

• Scosche "TuneIn" FM transmitter
• nulaxy KM28 FM transmitter
• Monster iPod/iPhone FM transmitter

Radios Used:

• JVC PC-RM100 System (circa 1984)
• Sony Walkman WM-F76 (Circa 1987)
• Sony CFS 212 Boombox (circa 1988)
• Aiwa CX NA202 System (circa 1999)
• Kaito KA1103 (originally releaed 2004)
• Eton Mini (circa 2017)
• Retroid Pocket Flip (Android device with FM tuner-2023)

Tracks Used:

• The Age of Innosence Part 6 (Project Gutenberg-https://www.gutenberg.org/ebooks/8958)
• Ghosts (Breuss Arrizabalaga Quintet-https://freemusicarchive.org/music/Breuss_Arrizabalaga_Quintet/)
• Frequency Sweep (self-produced)
• Peace Like A River (HoliznaCC0-https://freemusicarchive.org/music/holiznacc0/everything-hurts)
• The News Update (Karen-https://freemusicarchive.org/music/Various_Artists/Party_Fun_With_Recorders_-_Volume_One)
• Lawrence III discussion excerpt (self-produced)
• Las Fábulas de Esopo Part 4 (Project Gutenberg-https://www.gutenberg.org/ebooks/21143)
• Liian Paha Sappi Part 4 (Project Gutenberg-https://www.gutenberg.org/ebooks/20970)
• Sticky and Addictive (Monplaisir-https://freemusicarchive.org/music/Monplaisir/Pretty_and_Invisible)
• Time Gap (Monplaisir-https://freemusicarchive.org/music/Monplaisir/Relaxing_Ukulele)
• Onder Moeders Vleugels Part 7 (Project Gutenberg-https://www.gutenberg.org/ebooks/26299)
• Skipping in the No Standing Zone (Peter Gresser-https://freemusicarchive.org/music/Peter_Gresser/Reimagine_The_Game/Skipping_in_the_No_Standing_Zone/)
• Peterchens Mondfahrt Part 8 (Project Gutenberg-https://www.gutenberg.org/ebooks/20684)
• Vous etes belleaux (Rrrrrose Azerty-https://freemusicarchive.org/music/rrrrrose-azerty/fin-de-la-communication)
• V. Ballet des poussins dans leurs coques Scherzino. Vivo leggiero (Skidmore College Orchestra-https://freemusicarchive.org/music/Skidmore_College_Orchestra/Mussorgskys_Pictures_at_an_Exhibition)
• Stereo Tones (self-produced)
• Positivity (Tadz-https://freemusicarchive.org/music/tadz/2020-2)
• The Right of the People to Rule (Theodore Roosevelt-https://www.gutenberg.org/ebooks/10155)
• Monteverdi's Toccata from L'Orfeo (The United States Army Old Guard Fife and Drum Corps-https://freemusicarchive.org/music/The_United_States_Army_Old_Guard_Fife_and_Drum_Corps/Celebrating_50_Years)
• Three Hundred Tang Poems Part 81 (Project Gutenberg-https://www.gutenberg.org/ebooks/20968)
• Tones and Noise (self-produced)
• Main Stem (U.S. Army Blues-https://freemusicarchive.org/music/US_Army_Blues/Live_At_Blues_Alley)
• Vince Krekeler Interview (self-produced)
• Up, Then Down (Wax Lyricist-https://freemusicarchive.org/music/wax-lyricist/the-wax-lyricist)
• Mom's Workout CD (Zane Little-https://freemusicarchive.org/music/zane-little/a-bag-of-chips)
• Various computer-generated noise combinations (self-produced)

Version History:

• 1.0.0 (7/22/2024) First version published to Hugging Face