audioset-models

This repository makes it easy to apply 527 machine learning models trained on AudioSet classes on new audio files.

These machine learning models were trained from scripts obtained from the voicebook repository and the data was obtained by implementing scripts from the download_audioset repository.

Here are some other AudioSet ML projects:

• AudioSet Tagging CNN
• IBM AudioSet Classification

Getting started

To get started, clone the repository and download all the dependencies:

git clone [email protected]:jim-schwoebel/audioset_models.git
cd audioset_models
python3 -m pip install --user virtualenv
python3 -m venv env
source env/bin/activate
pip3 install -r requirements.txt

How the dataset was made

The dataset was made making a variable dataset and a control dataset composed of an equal mixture of all the other classes made from the download_audioset repository. In this way, it was assumed that all classes are equally probable in the wild.

The goal here was just to see which groups are most easily separated from the rest and generally to see which algorithms work best on a MFCC-based feature embedding, as described by train_audioclassify.py script in the Chapter 4: Modeling chapter of the Voicebook.

Applying models

To apply the models, all you need to do is to put an audio file in the ./load_dir folder and run load_models.py from the terminal:

python3 load_models.py

Then, all the audio files (in .WAV format) are featurized and classified in the ./load_dir with all the models in the ./models directory. For example, the 'piano.wav' file is an audio file of a piano playing some music (e.g. 6 seconds). Then we can apply all of these models and get a file ('piano.json') with the output features and predicted classes:

{"filename": "piano2.wav", "filetype": "audio file", "class": ["Jetengine", "Windchime", "Reversingbeeps", "Childrenshouting_controls", "Chopping(food)_controls", "Raindrop_controls", "Pizzicato", "Car", "Malletpercussion", "Frenchhorn", "Harmonica_controls", "Sink(fillingorwashing)", "Boom_controls", "Keysjangling", "Pour", "Tiresqueal_controls", "Choruseffect", "Banjo_controls", "Growling_controls", "Electrictoothbrush_controls", "Inside,smallroom", "Trainwheelssquealing_controls", "Birdflight,flappingwings_controls", "Toothbrush", "Vibration", "Telephonebellringing_controls", "Snicker_controls", "Carpassingby", "Policecar(siren)_controls", "MusicofLatinAmerica_controls", "Shout_controls", "Slosh_controls", "Water_controls", "Piano", "Tambourine_controls", "Meow", "Clang", "Whip_controls", "Bicyclebell", "Singingbowl", "Snoring", "Crumpling,crinkling_controls", "Alarm_controls", "Angrymusic", "Glass_controls", "Run_controls", "Mantra", "Electricguitar", "Croak_controls", "Ratchet,pawl", "Grunt", "Goat_controls", "Heavymetal_controls", "Dentaldrill,dentist'sdrill_controls", "Toot", "Trumpet", "Harmonic", "Rowboat,canoe,kayak", "Churchbell", "Foghorn", "Flute_controls", "Bellow_controls", "Truck", "Firealarm_controls", "Weddingmusic_controls", "Propeller,airscrew_controls", "Chewing,mastication_controls", "Chatter_controls", "Dialtone_controls", "Chuckle,chortle", "Frog_controls", "Hoot", "Fingersnapping_controls", "Dancemusic_controls", "Gasp_controls", "Beep,bleep", "Crushing", "Scratching(performancetechnique)_controls", "Ocean_controls", "Clickety-clack_controls", "Humming", "Salsamusic_controls", "Crowd_controls", "Excitingmusic_controls", "Mainshum_controls", "Mandolin_controls", "Effectsunit_controls", "Drumkit", "Cough_controls", "Telephonedialing,DTMF", "Flamenco_controls", "Music", "Vocalmusic", "Railtransport", "Blues", "Busysignal_controls", "Clapping_controls", "Hiphopmusic_controls", "Zipper(clothing)", "Machinegun", "Strum_controls", "Country_controls", "Fly,housefly", "Bicycle", "Windnoise(microphone)_controls", "Canidae,dogs,wolves_controls", "Folkmusic_controls", "Oink_controls", "Slap,smack_controls", "Dog_controls", "Childsinging_controls", "Backgroundmusic", "Squish", "Soulmusic_controls", "Crying,sobbing_controls", "Coo_controls", "Funnymusic_controls", "Gears_controls", "Mosquito_controls", "Chink,clink_controls", "Jinglebell", "Echo", "Electronictuner", "Caw_controls", "Sinewave", "Snake_controls", "Marimba,xylophone_controls", "Reverberation", "Gobble_controls", "Steelpan", "Sizzle_controls", "Clip-clop", "Swingmusic_controls", "Jackhammer", "Stomachrumble", "Hairdryer_controls", "Arrow", "Gong", "Smokedetector,smokealarm_controls", "Afrobeat_controls", "Ship_controls", "Yip_controls", "Bassguitar_controls", "Plop", "Sadmusic", "Tap", "Ambulance(siren)_controls", "Speech_controls", "Bassdrum_controls", "Sneeze_controls", "Subway,metro,underground_controls", "Electricpiano", "Keyboard(musical)", "Babbling_controls", "Lightengine(highfrequency)", "Goose", "Knock_controls", "Progressiverock_controls", "Beatboxing", "Capgun_controls", "Civildefensesiren", "Waterfall_controls", "Percussion", "Rodents,rats,mice", "Mechanisms_controls", "Babycry,infantcry_controls", "Throatclearing_controls", "Fixed-wingaircraft,airplane_controls", "Harpsichord_controls", "Whoosh,swoosh,swish", "Dubstep", "Hands", "Buzzer", "Sitar_controls", "New-agemusic", "Powertool_controls", "Caralarm_controls", "Speechsynthesizer_controls", "Scissors_controls", "Trickle,dribble_controls", "Mouse_controls", "Jazz_controls", "Thunk", "Fireworks_controls", "Hammer_controls", "Fowl_controls", "Grunge_controls", "Chop_controls", "Typing", "Babylaughter_controls", "Rustle", "Doublebass", "Airconditioning", "Single-lensreflexcamera_controls", "Thememusic_controls", "Clock", "Door", "Whispering_controls", "Tubularbells", "Scrape_controls", "Tendermusic", "Draweropenorclose_controls", "Skateboard_controls", "Basketballbounce_controls", "Electronica_controls", "Gospelmusic_controls", "Snaredrum", "Pant", "Quack_controls", "Powerwindows,electricwindows", "Rainonsurface_controls", "Electronicorgan_controls", "Ukulele_controls", "Wail,moan_controls", "Sigh", "Drumroll", "Tabla_controls", "Bang_controls", "Yell_controls", "Brassinstrument", "Typewriter", "Hubbub,speechnoise,speechbabble_controls", "Fusillade_controls", "Crow_controls", "Burping,eructation_controls", "Wheeze_controls", "Heartsounds,heartbeat_controls", "Tearing_controls", "Rimshot", "Hiccup_controls", "Cowbell_controls", "Doorbell_controls", "Ping_controls", "Aircraft", "Moo", "Gurgling", "Artilleryfire", "Sawing_controls", "Squawk_controls", "Whir", "Biting_controls", "Wood_controls", "Bellylaugh_controls", "Childrenplaying_controls", "Blender", "Opera_controls", "Slidingdoor_controls", "Alarmclock_controls", "Ambientmusic", "Insect_controls", "Sampler", "Turkey_controls", "Soundtrackmusic", "Clicking", "Outside,urbanormanmade", "Trainhorn_controls", "Inside,largeroomorhall", "Vacuumcleaner_controls", "Reggae_controls", "Techno_controls", "Silence", "MusicofAsia_controls", "Steam", "Malespeech,manspeaking_controls", "Frying(food)_controls", "Pinknoise", "Boiling", "Chirp,tweet_controls", "Coin(dropping)_controls", "Lawnmower", "Rattle(instrument)_controls", "Bow-wow_controls", "Radio_controls", "Cluck_controls", "Static", "Clarinet_controls", "Railroadcar,trainwagon_controls", "Shuffle", "Snort", "Yodeling_controls", "Independentmusic_controls", "Bowedstringinstrument", "Fill(withliquid)_controls", "Engineknocking", "Cello", "Motorvehicle(road)", "Roll_controls", "Acapella_controls", "Glockenspiel", "Dishes,pots,andpans_controls", "Crunch", "Ska_controls", "Emergencyvehicle_controls", "Bathtub(fillingorwashing)_controls", "Narration,monologue_controls", "Applause_controls", "Bluegrass_controls", "Microwaveoven_controls", "Battlecry_controls", "Splash,splatter_controls", "Cacophony_controls", "Whitenoise_controls", "Chirptone", "Christmasmusic", "Changeringing(campanology)_controls", "Synthesizer", "Distortion", "Cheering_controls", "Bell", "Pulse", "Motorcycle", "Singing_controls", "Writing", "Scratch_controls", "Jingle(music)_controls", "Explosion", "Mechanicalfan_controls", "Whistle_controls", "Splinter", "Inside,publicspace_controls", "Shufflingcards_controls", "Firecracker_controls", "Television", "Caterwaul", "Shofar", "Thump,thud", "Trafficnoise,roadwaynoise", "Happymusic_controls", "Bus_controls", "Rhythmandblues_controls", "Icecreamtruck,icecreamvan_controls", "Lullaby_controls", "Drummachine_controls", "Boing_controls", "Punkrock_controls", "Mediumengine(midfrequency)", "Theremin", "Bird_controls", "Sonar", "Hi-hat_controls", "Rockmusic_controls", "Breathing", "Creak", "Train_controls", "Whack,thwack", "Crowing,cock-a-doodle-doo_controls", "Helicopter", "Chicken,rooster_controls", "Crackle_controls", "Thunder", "Stream_controls", "Livestock,farmanimals,workinganimals_controls", "Eruption", "Electronicdancemusic_controls", "Chime", "Liquid_controls", "Heavyengine(lowfrequency)_controls", "Drumandbass_controls", "Whoop_controls", "Groan_controls", "Aircraftengine_controls", "Bark_controls", "Idling_controls", "Trainwhistle_controls", "Musicforchildren_controls", "Organ", "Tapping(guitartechnique)", "Stir_controls", "Rattle", "Christianmusic_controls", "Zing", "Vehiclehorn,carhorn,honking", "Choir_controls", "Domesticanimals,pets_controls", "Duck", "Walk,footsteps_controls", "Boat,Watervehicle", "Rustlingleaves", "Childspeech,kidspeaking_controls", "Whistling_controls", "Guitar_controls", "Birdvocalization,birdcall,birdsong_controls", "Accelerating,revving,vroom", "Siren_controls", "Pig_controls", "Watertap,faucet_controls", "Heartmurmur", "Fart", "Cat_controls", "Ringtone_controls", "Vibraphone_controls", "Carnaticmusic_controls", "Hiss", "Tick-tock_controls", "Spray", "Whimper(dog)_controls", "Rapping_controls", "Environmentalnoise_controls", "Conversation_controls", "Roaringcats(lions,tigers)_controls", "Horse", "Slam", "Femalesinging_controls", "Gargling_controls", "Waves,surf_controls", "Sniff", "Computerkeyboard_controls", "Gush_controls", "Sheep_controls", "Racecar,autoracing", "Vehicle_controls", "Neigh,whinny_controls", "Printer", "Chant_controls", "MiddleEasternmusic_controls", "Cattle,bovinae_controls", "Drill_controls", "Windinstrument,woodwindinstrument_controls", "Howl", "Song_controls", "Scarymusic", "Fire", "Orchestra_controls", "Laughter_controls", "Sailboat,sailingship", "Engine_controls", "Crack", "Cupboardopenorclose", "Bouncing", "Fieldrecording", "Motorboat,speedboat", "Toiletflush_controls", "Maraca_controls", "Sidetone_controls", "Enginestarting", "Rub_controls", "Pigeon,dove_controls", "Bleat", "Purr", "Popmusic_controls", "Cutlery,silverware_controls", "Roar", "Bagpipes_controls", "Buzz_controls", "Skidding_controls", "Honk_controls", "Electricshaver,electricrazor_controls", "Steelguitar,slideguitar_controls", "Trombone", "Thunderstorm", "Noise_controls", "Filing(rasp)", "Musicalinstrument_controls", "Rain", "Sewingmachine", "Femalespeech,womanspeaking_controls", "Hammondorgan", "Fireengine,firetruck(siren)_controls", "Pump(liquid)_controls", "Smash,crash_controls", "Woodblock", "Squeal", "Telephone_controls", "Cashregister_controls", "Throbbing", "Tuningfork", "Hum", "Bee,wasp,etc.", "Animal_controls", "Shatter_controls", "Electronicmusic_controls", "Owl", "MusicofBollywood_controls", "Burst,pop", "Disco_controls", "Syntheticsinging_controls", "Screaming_controls", "Sanding", "Outside,ruralornatural_controls", "Chainsaw_controls", "Harp_controls", "Patter_controls", "Wind", "Pluckedstringinstrument", "Gunshot,gunfire_controls", "Tools_controls", "Violin,fiddle_controls", "Tick", "Whalevocalization", "Psychedelicrock_controls", "Rockandroll_controls", "Airhorn,truckhorn", "Accordion_controls", "Videogamemusic", "Ding-dong", "Funk_controls", "Saxophone", "Traditionalmusic_controls", "Classicalmusic_controls", "Ding_controls", "Jingle,tinkle_controls", "Cricket", "Flap_controls", "Drip_controls", "Steamwhistle_controls", "Didgeridoo", "Housemusic_controls", "Squeak_controls", "Airbrake", "Drum_controls", "Malesinging_controls", "Rumble", "Soundeffect_controls", "MusicofAfrica_controls", "Clatter", "Breaking_controls", "Wildanimals_controls", "Giggle_controls", "Timpani", "Pulleys", "Zither", "Acousticguitar", "Cymbal_controls", "Whimper_controls", "Trancemusic_controls", "Camera", "Stringsection_controls"], "model": ["Jetengine_Jetengine_controls_sc_audio.pickle", "Windchime_Windchime_controls_sc_audio.pickle", "Reversingbeeps_Reversingbeeps_controls_sc_audio.pickle", "Childrenshouting_Childrenshouting_controls_sc_audio.pickle", "Chopping(food)_Chopping(food)_controls_sc_audio.pickle", "Raindrop_Raindrop_controls_sc_audio.pickle", "Pizzicato_Pizzicato_controls_sc_audio.pickle", "Car_Car_controls_sc_audio.pickle", "Malletpercussion_Malletpercussion_controls_sc_audio.pickle", "Frenchhorn_Frenchhorn_controls_sc_audio.pickle", "Harmonica_Harmonica_controls_sc_audio.pickle", "Sink(fillingorwashing)_Sink(fillingorwashing)_controls_sc_audio.pickle", "Boom_Boom_controls_sc_audio.pickle", "Keysjangling_Keysjangling_controls_sc_audio.pickle", "Pour_Pour_controls_sc_audio.pickle", "Tiresqueal_Tiresqueal_controls_sc_audio.pickle", "Choruseffect_Choruseffect_controls_sc_audio.pickle", "Banjo_Banjo_controls_sc_audio.pickle", "Growling_Growling_controls_sc_audio.pickle", "Electrictoothbrush_Electrictoothbrush_controls_sc_audio.pickle", "Inside,smallroom_Inside,smallroom_controls_sc_audio.pickle", "Trainwheelssquealing_Trainwheelssquealing_controls_sc_audio.pickle", "Birdflight,flappingwings_Birdflight,flappingwings_controls_sc_audio.pickle", "Toothbrush_Toothbrush_controls_sc_audio.pickle", "Vibration_Vibration_controls_sc_audio.pickle", "Telephonebellringing_Telephonebellringing_controls_sc_audio.pickle", "Snicker_Snicker_controls_sc_audio.pickle", "Carpassingby_Carpassingby_controls_sc_audio.pickle", "Policecar(siren)_Policecar(siren)_controls_sc_audio.pickle", "MusicofLatinAmerica_MusicofLatinAmerica_controls_sc_audio.pickle", "Shout_Shout_controls_sc_audio.pickle", "Slosh_Slosh_controls_sc_audio.pickle", "Water_Water_controls_sc_audio.pickle", "Piano_Piano_controls_sc_audio.pickle", "Tambourine_Tambourine_controls_sc_audio.pickle", "Meow_Meow_controls_sc_audio.pickle", "Clang_Clang_controls_sc_audio.pickle", "Whip_Whip_controls_sc_audio.pickle", "Bicyclebell_Bicyclebell_controls_sc_audio.pickle", "Singingbowl_Singingbowl_controls_sc_audio.pickle", "Snoring_Snoring_controls_sc_audio.pickle", "Crumpling,crinkling_Crumpling,crinkling_controls_sc_audio.pickle", "Alarm_Alarm_controls_sc_audio.pickle", "Angrymusic_Angrymusic_controls_sc_audio.pickle", "Glass_Glass_controls_sc_audio.pickle", "Run_Run_controls_sc_audio.pickle", "Mantra_Mantra_controls_sc_audio.pickle", "Electricguitar_Electricguitar_controls_sc_audio.pickle", "Croak_Croak_controls_sc_audio.pickle", "Ratchet,pawl_Ratchet,pawl_controls_sc_audio.pickle", "Grunt_Grunt_controls_sc_audio.pickle", "Goat_Goat_controls_sc_audio.pickle", "Heavymetal_Heavymetal_controls_sc_audio.pickle", "Dentaldrill,dentist'sdrill_Dentaldrill,dentist'sdrill_controls_sc_audio.pickle", "Toot_Toot_controls_sc_audio.pickle", "Trumpet_Trumpet_controls_sc_audio.pickle", "Harmonic_Harmonic_controls_sc_audio.pickle", "Rowboat,canoe,kayak_Rowboat,canoe,kayak_controls_sc_audio.pickle", "Churchbell_Churchbell_controls_sc_audio.pickle", "Foghorn_Foghorn_controls_sc_audio.pickle", "Flute_Flute_controls_sc_audio.pickle", "Bellow_Bellow_controls_sc_audio.pickle", "Truck_Truck_controls_sc_audio.pickle", "Firealarm_Firealarm_controls_sc_audio.pickle", "Weddingmusic_Weddingmusic_controls_sc_audio.pickle", "Propeller,airscrew_Propeller,airscrew_controls_sc_audio.pickle", "Chewing,mastication_Chewing,mastication_controls_sc_audio.pickle", "Chatter_Chatter_controls_sc_audio.pickle", "Dialtone_Dialtone_controls_sc_audio.pickle", "Chuckle,chortle_Chuckle,chortle_controls_sc_audio.pickle", "Frog_Frog_controls_sc_audio.pickle", "Hoot_Hoot_controls_sc_audio.pickle", "Fingersnapping_Fingersnapping_controls_sc_audio.pickle", "Dancemusic_Dancemusic_controls_sc_audio.pickle", "Gasp_Gasp_controls_sc_audio.pickle", "Beep,bleep_Beep,bleep_controls_sc_audio.pickle", "Crushing_Crushing_controls_sc_audio.pickle", "Scratching(performancetechnique)_Scratching(performancetechnique)_controls_sc_audio.pickle", "Ocean_Ocean_controls_sc_audio.pickle", "Clickety-clack_Clickety-clack_controls_sc_audio.pickle", "Humming_Humming_controls_sc_audio.pickle", "Salsamusic_Salsamusic_controls_sc_audio.pickle", "Crowd_Crowd_controls_sc_audio.pickle", "Excitingmusic_Excitingmusic_controls_sc_audio.pickle", "Mainshum_Mainshum_controls_sc_audio.pickle", "Mandolin_Mandolin_controls_sc_audio.pickle", "Effectsunit_Effectsunit_controls_sc_audio.pickle", "Drumkit_Drumkit_controls_sc_audio.pickle", "Cough_Cough_controls_sc_audio.pickle", "Telephonedialing,DTMF_Telephonedialing,DTMF_controls_sc_audio.pickle", "Flamenco_Flamenco_controls_sc_audio.pickle", "Music_Music_controls_sc_audio.pickle", "Vocalmusic_Vocalmusic_controls_sc_audio.pickle", "Railtransport_Railtransport_controls_sc_audio.pickle", "Blues_Blues_controls_sc_audio.pickle", "Busysignal_Busysignal_controls_sc_audio.pickle", "Clapping_Clapping_controls_sc_audio.pickle", "Hiphopmusic_Hiphopmusic_controls_sc_audio.pickle", "Zipper(clothing)_Zipper(clothing)_controls_sc_audio.pickle", "Machinegun_Machinegun_controls_sc_audio.pickle", "Strum_Strum_controls_sc_audio.pickle", "Country_Country_controls_sc_audio.pickle", "Fly,housefly_Fly,housefly_controls_sc_audio.pickle", "Bicycle_Bicycle_controls_sc_audio.pickle", "Windnoise(microphone)_Windnoise(microphone)_controls_sc_audio.pickle", "Canidae,dogs,wolves_Canidae,dogs,wolves_controls_sc_audio.pickle", "Folkmusic_Folkmusic_controls_sc_audio.pickle", "Oink_Oink_controls_sc_audio.pickle", "Slap,smack_Slap,smack_controls_sc_audio.pickle", "Dog_Dog_controls_sc_audio.pickle", "Childsinging_Childsinging_controls_sc_audio.pickle", "Backgroundmusic_Backgroundmusic_controls_sc_audio.pickle", "Squish_Squish_controls_sc_audio.pickle", "Soulmusic_Soulmusic_controls_sc_audio.pickle", "Crying,sobbing_Crying,sobbing_controls_sc_audio.pickle", "Coo_Coo_controls_sc_audio.pickle", "Funnymusic_Funnymusic_controls_sc_audio.pickle", "Gears_Gears_controls_sc_audio.pickle", "Mosquito_Mosquito_controls_sc_audio.pickle", "Chink,clink_Chink,clink_controls_sc_audio.pickle", "Jinglebell_Jinglebell_controls_sc_audio.pickle", "Echo_Echo_controls_sc_audio.pickle", "Electronictuner_Electronictuner_controls_sc_audio.pickle", "Caw_Caw_controls_sc_audio.pickle", "Sinewave_Sinewave_controls_sc_audio.pickle", "Snake_Snake_controls_sc_audio.pickle", "Marimba,xylophone_Marimba,xylophone_controls_sc_audio.pickle", "Reverberation_Reverberation_controls_sc_audio.pickle", "Gobble_Gobble_controls_sc_audio.pickle", "Steelpan_Steelpan_controls_sc_audio.pickle", "Sizzle_Sizzle_controls_sc_audio.pickle", "Clip-clop_Clip-clop_controls_sc_audio.pickle", "Swingmusic_Swingmusic_controls_sc_audio.pickle", "Jackhammer_Jackhammer_controls_sc_audio.pickle", "Stomachrumble_Stomachrumble_controls_sc_audio.pickle", "Hairdryer_Hairdryer_controls_sc_audio.pickle", "Arrow_Arrow_controls_sc_audio.pickle", "Gong_Gong_controls_sc_audio.pickle", "Smokedetector,smokealarm_Smokedetector,smokealarm_controls_sc_audio.pickle", "Afrobeat_Afrobeat_controls_sc_audio.pickle", "Ship_Ship_controls_sc_audio.pickle", "Yip_Yip_controls_sc_audio.pickle", "Bassguitar_Bassguitar_controls_sc_audio.pickle", "Plop_Plop_controls_sc_audio.pickle", "Sadmusic_Sadmusic_controls_sc_audio.pickle", "Tap_Tap_controls_sc_audio.pickle", "Ambulance(siren)_Ambulance(siren)_controls_sc_audio.pickle", "Speech_Speech_controls_sc_audio.pickle", "Bassdrum_Bassdrum_controls_sc_audio.pickle", "Sneeze_Sneeze_controls_sc_audio.pickle", "Subway,metro,underground_Subway,metro,underground_controls_sc_audio.pickle", "Electricpiano_Electricpiano_controls_sc_audio.pickle", "Keyboard(musical)_Keyboard(musical)_controls_sc_audio.pickle", "Babbling_Babbling_controls_sc_audio.pickle", "Lightengine(highfrequency)_Lightengine(highfrequency)_controls_sc_audio.pickle", "Goose_Goose_controls_sc_audio.pickle", "Knock_Knock_controls_sc_audio.pickle", "Progressiverock_Progressiverock_controls_sc_audio.pickle", "Beatboxing_Beatboxing_controls_sc_audio.pickle", "Capgun_Capgun_controls_sc_audio.pickle", "Civildefensesiren_Civildefensesiren_controls_sc_audio.pickle", "Waterfall_Waterfall_controls_sc_audio.pickle", "Percussion_Percussion_controls_sc_audio.pickle", "Rodents,rats,mice_Rodents,rats,mice_controls_sc_audio.pickle", "Mechanisms_Mechanisms_controls_sc_audio.pickle", "Babycry,infantcry_Babycry,infantcry_controls_sc_audio.pickle", "Throatclearing_Throatclearing_controls_sc_audio.pickle", "Fixed-wingaircraft,airplane_Fixed-wingaircraft,airplane_controls_sc_audio.pickle", "Harpsichord_Harpsichord_controls_sc_audio.pickle", "Whoosh,swoosh,swish_Whoosh,swoosh,swish_controls_sc_audio.pickle", "Dubstep_Dubstep_controls_sc_audio.pickle", "Hands_Hands_controls_sc_audio.pickle", "Buzzer_Buzzer_controls_sc_audio.pickle", "Sitar_Sitar_controls_sc_audio.pickle", "New-agemusic_New-agemusic_controls_sc_audio.pickle", "Powertool_Powertool_controls_sc_audio.pickle", "Caralarm_Caralarm_controls_sc_audio.pickle", "Speechsynthesizer_Speechsynthesizer_controls_sc_audio.pickle", "Scissors_Scissors_controls_sc_audio.pickle", "Trickle,dribble_Trickle,dribble_controls_sc_audio.pickle", "Mouse_Mouse_controls_sc_audio.pickle", "Jazz_Jazz_controls_sc_audio.pickle", "Thunk_Thunk_controls_sc_audio.pickle", "Fireworks_Fireworks_controls_sc_audio.pickle", "Hammer_Hammer_controls_sc_audio.pickle", "Fowl_Fowl_controls_sc_audio.pickle", "Grunge_Grunge_controls_sc_audio.pickle", "Chop_Chop_controls_sc_audio.pickle", "Typing_Typing_controls_sc_audio.pickle", "Babylaughter_Babylaughter_controls_sc_audio.pickle", "Rustle_Rustle_controls_sc_audio.pickle", "Doublebass_Doublebass_controls_sc_audio.pickle", "Airconditioning_Airconditioning_controls_sc_audio.pickle", "Single-lensreflexcamera_Single-lensreflexcamera_controls_sc_audio.pickle", "Thememusic_Thememusic_controls_sc_audio.pickle", "Clock_Clock_controls_sc_audio.pickle", "Door_Door_controls_sc_audio.pickle", "Whispering_Whispering_controls_sc_audio.pickle", "Tubularbells_Tubularbells_controls_sc_audio.pickle", "Scrape_Scrape_controls_sc_audio.pickle", "Tendermusic_Tendermusic_controls_sc_audio.pickle", "Draweropenorclose_Draweropenorclose_controls_sc_audio.pickle", "Skateboard_Skateboard_controls_sc_audio.pickle", "Basketballbounce_Basketballbounce_controls_sc_audio.pickle", "Electronica_Electronica_controls_sc_audio.pickle", "Gospelmusic_Gospelmusic_controls_sc_audio.pickle", "Snaredrum_Snaredrum_controls_sc_audio.pickle", "Pant_Pant_controls_sc_audio.pickle", "Quack_Quack_controls_sc_audio.pickle", "Powerwindows,electricwindows_Powerwindows,electricwindows_controls_sc_audio.pickle", "Rainonsurface_Rainonsurface_controls_sc_audio.pickle", "Electronicorgan_Electronicorgan_controls_sc_audio.pickle", "Ukulele_Ukulele_controls_sc_audio.pickle", "Wail,moan_Wail,moan_controls_sc_audio.pickle", "Sigh_Sigh_controls_sc_audio.pickle", "Drumroll_Drumroll_controls_sc_audio.pickle", "Tabla_Tabla_controls_sc_audio.pickle", "Bang_Bang_controls_sc_audio.pickle", "Yell_Yell_controls_sc_audio.pickle", "Brassinstrument_Brassinstrument_controls_sc_audio.pickle", "Typewriter_Typewriter_controls_sc_audio.pickle", 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"Wood_Wood_controls_sc_audio.pickle", "Bellylaugh_Bellylaugh_controls_sc_audio.pickle", "Childrenplaying_Childrenplaying_controls_sc_audio.pickle", "Blender_Blender_controls_sc_audio.pickle", "Opera_Opera_controls_sc_audio.pickle", "Slidingdoor_Slidingdoor_controls_sc_audio.pickle", "Alarmclock_Alarmclock_controls_sc_audio.pickle", "Ambientmusic_Ambientmusic_controls_sc_audio.pickle", "Insect_Insect_controls_sc_audio.pickle", "Sampler_Sampler_controls_sc_audio.pickle", "Turkey_Turkey_controls_sc_audio.pickle", "Soundtrackmusic_Soundtrackmusic_controls_sc_audio.pickle", "Clicking_Clicking_controls_sc_audio.pickle", "Outside,urbanormanmade_Outside,urbanormanmade_controls_sc_audio.pickle", "Trainhorn_Trainhorn_controls_sc_audio.pickle", "Inside,largeroomorhall_Inside,largeroomorhall_controls_sc_audio.pickle", "Vacuumcleaner_Vacuumcleaner_controls_sc_audio.pickle", "Reggae_Reggae_controls_sc_audio.pickle", "Techno_Techno_controls_sc_audio.pickle", "Silence_Silence_controls_sc_audio.pickle", "MusicofAsia_MusicofAsia_controls_sc_audio.pickle", "Steam_Steam_controls_sc_audio.pickle", "Malespeech,manspeaking_Malespeech,manspeaking_controls_sc_audio.pickle", "Frying(food)_Frying(food)_controls_sc_audio.pickle", "Pinknoise_Pinknoise_controls_sc_audio.pickle", "Boiling_Boiling_controls_sc_audio.pickle", "Chirp,tweet_Chirp,tweet_controls_sc_audio.pickle", "Coin(dropping)_Coin(dropping)_controls_sc_audio.pickle", "Lawnmower_Lawnmower_controls_sc_audio.pickle", "Rattle(instrument)_Rattle(instrument)_controls_sc_audio.pickle", "Bow-wow_Bow-wow_controls_sc_audio.pickle", "Radio_Radio_controls_sc_audio.pickle", "Cluck_Cluck_controls_sc_audio.pickle", "Static_Static_controls_sc_audio.pickle", "Clarinet_Clarinet_controls_sc_audio.pickle", "Railroadcar,trainwagon_Railroadcar,trainwagon_controls_sc_audio.pickle", "Shuffle_Shuffle_controls_sc_audio.pickle", "Snort_Snort_controls_sc_audio.pickle", "Yodeling_Yodeling_controls_sc_audio.pickle", 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"Microwaveoven_Microwaveoven_controls_sc_audio.pickle", "Battlecry_Battlecry_controls_sc_audio.pickle", "Splash,splatter_Splash,splatter_controls_sc_audio.pickle", "Cacophony_Cacophony_controls_sc_audio.pickle", "Whitenoise_Whitenoise_controls_sc_audio.pickle", "Chirptone_Chirptone_controls_sc_audio.pickle", "Christmasmusic_Christmasmusic_controls_sc_audio.pickle", "Changeringing(campanology)_Changeringing(campanology)_controls_sc_audio.pickle", "Synthesizer_Synthesizer_controls_sc_audio.pickle", "Distortion_Distortion_controls_sc_audio.pickle", "Cheering_Cheering_controls_sc_audio.pickle", "Bell_Bell_controls_sc_audio.pickle", "Pulse_Pulse_controls_sc_audio.pickle", "Motorcycle_Motorcycle_controls_sc_audio.pickle", "Singing_Singing_controls_sc_audio.pickle", "Writing_Writing_controls_sc_audio.pickle", "Scratch_Scratch_controls_sc_audio.pickle", "Jingle(music)_Jingle(music)_controls_sc_audio.pickle", "Explosion_Explosion_controls_sc_audio.pickle", 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"Mediumengine(midfrequency)_Mediumengine(midfrequency)_controls_sc_audio.pickle", "Theremin_Theremin_controls_sc_audio.pickle", "Bird_Bird_controls_sc_audio.pickle", "Sonar_Sonar_controls_sc_audio.pickle", "Hi-hat_Hi-hat_controls_sc_audio.pickle", "Rockmusic_Rockmusic_controls_sc_audio.pickle", "Breathing_Breathing_controls_sc_audio.pickle", "Creak_Creak_controls_sc_audio.pickle", "Train_Train_controls_sc_audio.pickle", "Whack,thwack_Whack,thwack_controls_sc_audio.pickle", "Crowing,cock-a-doodle-doo_Crowing,cock-a-doodle-doo_controls_sc_audio.pickle", "Helicopter_Helicopter_controls_sc_audio.pickle", "Chicken,rooster_Chicken,rooster_controls_sc_audio.pickle", "Crackle_Crackle_controls_sc_audio.pickle", "Thunder_Thunder_controls_sc_audio.pickle", "Stream_Stream_controls_sc_audio.pickle", "Livestock,farmanimals,workinganimals_Livestock,farmanimals,workinganimals_controls_sc_audio.pickle", "Eruption_Eruption_controls_sc_audio.pickle", 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As you can see, the file is correctly classified as piano and electric piano classes relative to controls. The rest of the classes are arbitrary and likely have some false positives, so feel free to remove some of the models in the models directory to accomplish your use case.

Performance of models

Here are the performance of the models, from least accurate to most accurate.

Feedback

Any feedback this repository is greatly appreciated.

• If you find something that is missing or doesn't work, please consider opening a GitHub issue.
• If you want to learn more about voice computing, check out Voice Computing in Python book.
• If you are looking for a framework to start building machine learning models in voice computing, check out Allie.
• If you'd like to be mentored by someone on our team, check out the Innovation Fellows Program.
• If you want to talk to me directly, please send me an email @ [email protected].

License

This repository is licensed under the Apache 2.0 License.

References

• Audioset
• Download_Audioset