Yes. Roy Orbison has 168 songs listed in a dataset used to train AI music models.

Used for training 168

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including In Dreams, Mean Woman Blues, Heartbreak Radio (with The Royal Philharmonic Orchestra)

Listed under the artist name 168 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

In Dreams

Listed as Roy Orbison – In Dreams (In Dreams (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video 1-QZnpK8RaA · row 1-QZnpK8RaA

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Mean Woman Blues

Listed as Roy Orbison, The Royal Philharmonic Orchestra – Mean Woman Blues (A Love So Beautiful: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video 1EI2InVg7X0 · row 1EI2InVg7X0

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Heartbreak Radio (with The Royal Philharmonic Orchestra)

Listed as Roy Orbison, The Royal Philharmonic Orchestra, Cam – Heartbreak Radio (with The Royal Philharmonic Orchestra) (Unchained Melodies: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video 1qCpMqDRxig · row 1qCpMqDRxig

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Crying

Listed as Roy Orbison – Crying (Black & White Night) · Watch on YouTube

youtube_video 31tg-2LQkcA · row 31tg-2LQkcA

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Blue Bayou

Listed as Roy Orbison – Blue Bayou (In Dreams) · Watch on YouTube

youtube_video 4-6iDJGWerY · row 4-6iDJGWerY

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Oh! Pretty Woman

Listed as Roy Orbison – Oh! Pretty Woman (Uma Rosa Com Amor - Trilha Sonora Original da Novela) · Watch on YouTube

youtube_video 5NR7x3jruo4 · row 5NR7x3jruo4

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She's a Mystery to Me

Listed as Roy Orbison – She's a Mystery to Me (Mystery Girl) · Watch on YouTube

youtube_video 6BSi0qUDDv8 · row 6BSi0qUDDv8

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In Dreams

Listed as Roy Orbison – In Dreams (In Dreams) · Watch on YouTube

youtube_video 6tEdYQozrM8 · row 6tEdYQozrM8

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Only the Lonely

Listed as Roy Orbison – Only the Lonely (Sings Lonely and Blue) · Watch on YouTube

youtube_video 7cz3nboPPwU · row 7cz3nboPPwU

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Running Scared (Live Version)

Listed as Roy Orbison – Running Scared (Live Version) (Black & White Night) · Watch on YouTube

youtube_video 8OcJhK9Rx0g · row 8OcJhK9Rx0g

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Dream Baby

Listed as Roy Orbison – Dream Baby (Les Grands Séducteurs De La Chanson Française (60 Titres)) · Watch on YouTube

youtube_video C8Dnq2KY5cM · row C8Dnq2KY5cM

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California Blue

Listed as Roy Orbison – California Blue (Mystery Girl) · Watch on YouTube

youtube_video CW8l-5jPl_Q · row CW8l-5jPl_Q

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Waymore's Blues

Listed as Johnny Cash, Roy Orbison, Jerry Lee Lewis, Carl Perkins – Waymore's Blues (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video DK3274fib5o · row DK3274fib5o

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Ooby Dooby

Listed as Roy Orbison – Ooby Dooby (Black & White Night) · Watch on YouTube

youtube_video DLhF0DtR9tI · row DLhF0DtR9tI

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It's Over

Listed as Roy Orbison – It's Over (Black & White Night) · Watch on YouTube

youtube_video E2jefkCR6vM · row E2jefkCR6vM

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I Will Rock And Roll With You

Listed as Johnny Cash, Roy Orbison, Jerry Lee Lewis, Carl Perkins – I Will Rock And Roll With You (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video ELHVWELp8Gg · row ELHVWELp8Gg

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Only the Lonely

Listed as Roy Orbision – Only the Lonely (Lonely and Blue) · Watch on YouTube

youtube_video Gbl-8t6OYv4 · row Gbl-8t6OYv4

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Oh, Pretty Woman

Listed as Roy Orbison – Oh, Pretty Woman (Black & White Night) · Watch on YouTube

youtube_video Gr0s9ZzAH9w · row Gr0s9ZzAH9w

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It's Over

Listed as Roy Orbison – It's Over (Oh, Pretty Woman) · Watch on YouTube

youtube_video HFVoWJhXHSA · row HFVoWJhXHSA

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Walk On

Listed as Roy Orbison – Walk On (Roy Orbison’s Many Moods) · Watch on YouTube

youtube_video IPIgMUaoUas · row IPIgMUaoUas

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Class Of '55

Listed as Roy Orbison, Johnny Cash, Jerry Lee Lewis, Carl Perkins – Class Of '55 (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video JWojidGfw-M · row JWojidGfw-M

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Sixteen Candles

Listed as Roy Orbison, Johnny Cash, Jerry Lee Lewis, Carl Perkins – Sixteen Candles (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video KEtRPaCK2LM · row KEtRPaCK2LM

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Coming Home

Listed as Roy Orbison, Johnny Cash, Jerry Lee Lewis, Carl Perkins – Coming Home (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video MNIWTF2egs0 · row MNIWTF2egs0

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Big Train (From Memphis)

Listed as Roy Orbison, Johnny Cash, Jerry Lee Lewis, Carl Perkins – Big Train (From Memphis) (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video OOnIOfxVkaI · row OOnIOfxVkaI

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Crying (2022 Remaster)

Listed as Roy Orbison, k.d. lang – Crying (2022 Remaster) (King Of Hearts (2022 Remaster)) · Watch on YouTube

youtube_video OsDaA-8HhWg · row OsDaA-8HhWg

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I Drove All Night (2022 Remaster)

Listed as Roy Orbison – I Drove All Night (2022 Remaster) (King Of Hearts (2022 Remaster)) · Watch on YouTube

youtube_video RA1YKHe5JR8 · row RA1YKHe5JR8

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Oh, Pretty Woman

Listed as Roy Orbison – Oh, Pretty Woman (On Your 60's Radio) · Watch on YouTube

youtube_video Sa8cnfwxPCE · row Sa8cnfwxPCE

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Ooby Dooby

Listed as Roy Orbison – Ooby Dooby (Rock N Roll: The Essential Collection (Digitally Remastered)) · Watch on YouTube

youtube_video U5NWZ4o3Ydk · row U5NWZ4o3Ydk

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Rockhouse

Listed as Roy Orbison – Rockhouse (Absolutely Rock 'N' Roll) · Watch on YouTube

youtube_video ayW_YKJKjVQ · row ayW_YKJKjVQ

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Keep My Motor Running

Listed as Roy Orbison, Johnny Cash, Jerry Lee Lewis, Carl Perkins – Keep My Motor Running (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video bbIC5qqWJHc · row bbIC5qqWJHc

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Go! Go! Go! (Down the Line) (Live)

Listed as Roy Orbison – Go! Go! Go! (Down the Line) (Live) (Black & White Night 30 (Live)) · Watch on YouTube

youtube_video d_ZulzQSpwE · row d_ZulzQSpwE

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You Got It

Listed as Roy Orbison – You Got It (Mystery Girl) · Watch on YouTube

youtube_video eJn_RwQ0WTo · row eJn_RwQ0WTo

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Penny Arcade

Listed as Roy Orbison – Penny Arcade (Big O) · Watch on YouTube

youtube_video eT2OHok85zQ · row eT2OHok85zQ

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Oh, Pretty Woman

Listed as Roy Orbison – Oh, Pretty Woman (Oh, Pretty Woman) · Watch on YouTube

youtube_video efzeF3g6Q20 · row efzeF3g6Q20

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In Dreams

Listed as Roy Orbison – In Dreams (Black & White Night) · Watch on YouTube

youtube_video icHku3w9fg4 · row icHku3w9fg4

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Mean Woman Blues

Listed as Roy Orbison – Mean Woman Blues (Black & White Night) · Watch on YouTube

youtube_video le72FIELbhs · row le72FIELbhs

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A Love So Beautiful

Listed as Roy Orbison – A Love So Beautiful (Mystery Girl) · Watch on YouTube

youtube_video mZF-FYodPsU · row mZF-FYodPsU

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Patsy Cline: Walkin' After Midnight

Listed as Roy Orbison – Patsy Cline: Walkin' After Midnight (Cincinnati) · Watch on YouTube

youtube_video niQGEKbpRUE · row niQGEKbpRUE

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Only The Lonely (Know The Way I Feel)

Listed as Roy Orbison – Only The Lonely (Know The Way I Feel) (Black & White Night) · Watch on YouTube

youtube_video oHJODGWr8MI · row oHJODGWr8MI

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Dream Baby (How Long Must I Dream)

Listed as Roy Orbison – Dream Baby (How Long Must I Dream) (Black & White Night) · Watch on YouTube

youtube_video qMg_PzQWOpA · row qMg_PzQWOpA

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We Remember The King

Listed as Roy Orbison, Johnny Cash, Jerry Lee Lewis, Carl Perkins – We Remember The King (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video rBjiwxIbDD8 · row rBjiwxIbDD8

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You Got It

Listed as Roy Orbison – You Got It (The Soul of Rock And Roll) · Watch on YouTube

youtube_video rZHkeqj-QB8 · row rZHkeqj-QB8

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Beautiful Dreamer

Listed as Roy Orbison – Beautiful Dreamer (In Dreams) · Watch on YouTube

youtube_video uhuoWEZcsfs · row uhuoWEZcsfs

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Blue Angel

Listed as Roy Orbison – Blue Angel (Sings Lonely and Blue) · Watch on YouTube

youtube_video wrIVziHbNPE · row wrIVziHbNPE

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There Won't Be Many Coming Home

Listed as Roy Orbison – There Won't Be Many Coming Home (Roy Orbison: The MGM Years 1965 - 1973) · Watch on YouTube

youtube_video x7pALnqUA8s · row x7pALnqUA8s

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I'm Gonna Knock on Your Door / You Must Have Been a Beautiful Baby / Only the Lonely / I Wanna Love My Life Away

Listed as Eddie Hodges, Bobby Darin, Roy Orbison, Gene Pitney – I'm Gonna Knock on Your Door / You Must Have Been a Beautiful Baby / Only the Lonely / I Wanna Love My Life Away (Rock 'N Roll Medley, Vol. 2) · Watch on YouTube

youtube_video xDzpeZMJ_iY · row xDzpeZMJ_iY

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Rock And Roll (Fais-Do-Do)

Listed as Roy Orbison, Johnny Cash, Jerry Lee Lewis, Carl Perkins – Rock And Roll (Fais-Do-Do) (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video x_jet0o9XhI · row x_jet0o9XhI

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Birth Of Rock And Roll

Listed as Carl Perkins, Roy Orbison, Johnny Cash, Jerry Lee Lewis – Birth Of Rock And Roll (Class Of '55: Memphis Rock & Roll Homecoming) · Watch on YouTube

youtube_video y8yboArCLSQ · row y8yboArCLSQ

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Crying

Listed as Roy Orbison – Crying (Crying) · Watch on YouTube

youtube_video yMATM0A5Ask · row yMATM0A5Ask

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Blue Bayou

Listed as Roy Orbison – Blue Bayou (Black & White Night) · Watch on YouTube

youtube_video yVypxNXs19I · row yVypxNXs19I

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What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.