jpdiazpardo/scream_detection_heavy_metal

Dataset card for Scream Detection in Heavy Metal Music

This dataset contains the processed dataset used in the paper "Scream Detection in Heavy Metal Music" (Kalbag & Lerch, 2022) from the Georgia Institute of Technology.

This dataset contains annotations of 57 songs, distributed over 34 bands and 47 albums. The vocal events are labelled into 5 classes:

• Clean (or sung vocal)
• Low Fry Scream
• Mid Fry Scream
• High Fry Scream
• Layered Vocals

The label "Layered Vocals" has been applied to cases where there are examples of two or more classes present simultaneously.

Paper: Scream Detection in Heavy Metal Music

Kalbag, V., & Lerch, A. (2022). Scream detection in heavy metal music. arXiv preprint arXiv:2205.05580.

How to use

Load the dataset from huggingface in your notebook:

!pip install datasets[audio]

import datasets

dataset = datasets.load_dataset("jpdiazpardo/scream_detection_heavy_metal")

Data Fields

• audio: the trimmed audio file from the song.
• scream_type: the target variable for classification i.e. layered, lowfry, highfry, midfry, clean.
• song_name: the name of the song.
• band_name: the name of the artist performing the song.
• album_name: the name of the album where the song was released.
• release_year: the release year of the song.
• video_id: the YouTube video id.
• timestamp_start: the start time of the snippet from the full audio.
• tiemstamp_end: the end time of the snippet from the full audio.
• sample_rate: the sampling rate of the audio.

Youtube playlist: Scream Detection Dataset

Source Data

band_name	album_name	song_name	release_year	duration_seconds	video_id	bit_depth	bitrate	channels	sample_rate	3class_split	6class_split
Abbath	Abbath	Ashes Of The Damned	2016	238.097415	K5pMoSECagE	16	1411200	2	44100	test/valid	test/valid
After The Burial	Dig Deep	Lost In The Static	2016	271.2787302	hUNAX1UYeAE	16	1411200	2	44100	train	train
Amon Amarth	Surtur Rising	Destroyer of the Universe	2011	224.1886621	5aaOqUYG8Tw	16	1411200	2	44100	train	train
Amon Amarth	Twilight of the Thunder God	Live For The Kill	2008	249.7538322	Bh_5ofa__pY	16	1411200	2	44100	train	train
Amon Amarth	Twilight of the Thunder God	Twilight Of The Thunder God	2008	265.5898413	edBYB1VCV0k	16	1411200	2	44100	train	train
Be'lakor	Stone's Reach	Venator	2009	517.9559375	ainbICPRV8Y	16	1536000	2	48000	train	train
Behemoth	I Loved You at Your Darkest	Ecclesia Diabolica Catholica	2018	324.3363265	HKWqzjQAv14	16	1411200	2	44100	train	train
Behemoth	I Loved You at Your Darkest	Bartzabel	2018	320.9462132	Dhfy9TPga-c	16	1411200	2	44100	train	train
Behemoth	The Satanist	Blow Your Trumpets Gabriel	2013	297.9352381	Czx-OIyrQwQ	16	1411200	2	44100	train	train
Born of Osiris	Angel or Alien	White Nile	2021	229.0300417	4ShzP_M7W-k	16	1536000	2	48000	train	train
Cannibal Corpse	A Skeletal Domain	High Velocity Impact Spatter	2014	246.9442177	B3F10hXdmQY	16	1411200	2	44100	train	train
Children of Bodom	Hexed	Under Grass And Clover	2019	213.0663039	1gpfzCxiQ-A	16	1411200	2	44100	test/valid	test/valid
Children of Bodom	Are You Dead Yet?	Living Dead Beat	2005	318.1365986	gG3JZ5vGJsk	16	1411200	2	44100	test/valid	test/valid
Children Of Bodom	Are You Dead Yet?	Are You Dead Yet	2005	236.2630385	aNJXS9X0yY0	16	1411200	2	44100	train	train
Children of Bodom	Hate Crew Deathroll	Sixpounder	2003	213.3449433	09KScSe4hIc	16	1411200	2	44100	test/valid	test/valid
Children Of Bodom	Follow the Reaper	Everytime I Die	2000	241.650068	5cEK1OLhUKQ	16	1411200	2	44100	train	train
Children Of Bodom	Are You Dead Yet?	In Your Face	2005	236.2630385	5SgN5lvWZwQ	16	1411200	2	44100	train	train
Dark Tranquillity	Lost to Apathy	Lost to Apathy	2004	240.8838095	GZqfH1LQEOQ	16	1411200	2	44100	test/valid	test/valid
Dark Tranquillity	Atoma	Atoma	2016	262.8266667	C_voh9WFbsM	16	1411200	2	44100	test/valid	test/valid
Death	Leprosy	Pull the Plug	1988	266.8204989	_duhhVa-dk8	16	1411200	2	44100	train	train
Death	Individual Thought Patterns	The Philosopher	1993	216.3867708	8256VJ4hkJU	16	1536000	2	48000	train	train
Decapitated	Anticult	Kill The Cult	2017	296.1705215	kQUTQTNChbE	16	1411200	2	44100	train	train
Decapitated	Blood Mantra	Blood Mantra	2014	305.9693424	8gILuUdY2cU	16	1411200	2	44100	train	train
Ensiferum	Unsung Heroes	In My Sword I Trust	2012	330.6753741	-2WqQY_xSSM	16	1411200	2	44100	test/valid	test/valid
Enslaved	Caravans To The Outer Worlds	Caravans To The Outer Worlds	2021	382.3165533	ErTgN2zoTkA	16	1411200	2	44100	train	train
Godless	Swarm	Deathcult	2018	250.9844898	1CdtbR9JHCA	16	1411200	2	44100	train	train
Gojira	Magma	Stranded	2016	272.4397279	FNdC_3LR2AI	16	1411200	2	44100	test/valid	test/valid
Gojira	Magma	Silvera	2016	214.0647619	iVvXB-Vwnco	16	1411200	2	44100	test/valid	test/valid
Immortal	Northern Chaos Gods	Northern Chaos Gods	2018	265.4273016	c5uP9PlEDro	16	1411200	2	44100	train	train
In Flames	Reroute to Remain	Cloud Connected	2002	223.3295238	B7iIS91fMAc	16	1411200	2	44100	train	train
Lamb of God	Lamb of God	Memento Mori	2020	345.3503958	hBj0-dIU8HI	16	1536000	2	48000	train	train
Lamb of God	Ashes of the Wake	Laid to Rest	2004	234.1732426	HL9kaJZw8iw	16	1411200	2	44100	train	train
Lamb of God	Ashes of the Wake	Omerta	2004	287.5559184	-xYZM04JxnQ	16	1411200	2	44100	train	train
Lamb of God	Ashes of the Wake	Now You've Got Something to Die For	2004	219.8000907	0m5fIHHfJTw	16	1411200	2	44100	train	train
Lamb of God	Ashes of the Wake	The Faded Line	2004	278.8019955	JuRRnVqv2Vc	16	1411200	2	44100	train	train
Ne Obliviscaris	Citadel	Pyrrhic	2014	590.1351667	dCyxGNbBWAk	16	1536000	2	48000	test/valid	test/valid
Ne Obliviscaris	Portal of I	And Plague Flowers the Kaleidoscope	2012	692.8533333	BNyYiTdqzAY	16	1536000	2	48000	test/valid	test/valid
Nevermore	This Godless Endeavor	Born	2005	255.8374603	impRqn44OCA	16	1411200	2	44100	train	train
Of Mice & Men	Restoring Force	Bones Exposed	2014	271.0697506	IO-JbFtgeX4	16	1411200	2	44100	test/valid	test/valid
Of Mice & Men	Timeless	Obsolete	2021	270.0712925	hxu3KXVy48w	16	1411200	2	44100	test/valid	test/valid
Opeth	Blackwater Park	Blackwater Park	2001	732.8798333	j4xCb_OU_lM	16	1536000	2	48000	train	train
Parkway Drive	Horizons	Carrion	2007	188.0119728	BR2kSva4NT8	16	1411200	2	44100	train	train
Rings of Saturn	Lugal Ki En	Senseless Massacre	2014	214.3333333	F3A_3c882us	16	1536000	2	48000	test/valid	test/valid
Slayer	Seasons in the Abyss	War Ensemble	1990	302.2541497	jqnC54vbUbU	16	1411200	2	44100	train	train
Slayer	South of Heaven	South Of Heaven	1988	298.5333333	74nTzbgDGWM	16	1536000	2	48000	train	train
Slipknot	All Hope Is Gone	Psychosocial	2008	302.1148299	5abamRO41fE	16	1411200	2	44100	test/valid	test/valid
Suffocation	…Of the Dark Light	Clarity Through Deprivation	2017	244.1810431	HUUBI7RJtr8	16	1411200	2	44100	test/valid	test/valid
Suicide Silence	The Cleansing	No Pity for a Coward	2007	191.9361451	hwxTEcHnC1o	16	1411200	2	44100	train	train
Suicide Silence	No Time to Bleed	Disengage	2009	246.9442177	FukeNR1ydOA	16	1411200	2	44100	train	train
Suicide Silence	The Black Crown	You Only Live Once	2011	192.6095238	ds9s-pzGD0M	16	1411200	2	44100	train	train
Suicide Silence	The Black Crown	Slaves To Substance	2011	230.1329705	k27N-jRofrM	16	1411200	2	44100	train	train
Tesseract	Odyssey	Nocturne	2015	271.0233107	get0cXOsSXg	16	1411200	2	44100	train	train
Textures	Silhouettes	Storm Warning	2008	346.8829025	4600fGWcn9o	16	1411200	2	44100	train	train
Textures	Silhouettes	Old Days Born Anew	2008	337.3627211	731QmPnjqe4	16	1411200	2	44100	train	train
Thy Art Is Murder	Hate	Reign Of Darkness	2012	236.1004989	47Plg93oJ1M	16	1411200	2	44100	train	train
Veil of Maya	False Idol	Overthrow	2017	237.2847166	GLu-E42-RmA	16	1411200	2	44100	test/valid	test/valid
Wintersun	Time I	Time	2012	704.7720635	ebSxxr726_8	16	1411200	2	44100	train	train

Initial Data Collection and Normalization

The data was collected from the YouTube playlist above and trimmed using the timestamps provided in the dataset.

The audio files were passed through the Spleeter (Hennequin et al., 2020) source separation algorithm to separate the vocals from the other components.

Licensing Information

MIT License

Copyright (c) 2022 Vedant Kalbag

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Citation Information

@article{
  title={Scream Detection in Heavy Metal Music},
  author={Vedant Kalbag and Alexabder Lerch},
  journal={ArXiv},
  year={2022},
  volume={2205.05580}
}

@article{
  Hennequin2020,
  doi = {10.21105/joss.02154},
  url = {https://doi.org/10.21105/joss.02154},
  year = {2020}, publisher = {The Open Journal},
  volume = {5}, number = {50}, pages = {2154},
  author = {Romain Hennequin and Anis Khlif and Felix Voituret and Manuel Moussallam},
  title = {Spleeter: a fast and efficient music source separation tool with pre-trained models},
  journal = {Journal of Open Source Software}
}