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Perceptual and automated estimates of infringement in 40 music copyright cases Cover

Perceptual and automated estimates of infringement in 40 music copyright cases

Open Access
|Oct 2023

Figures & Tables

Table 1

The 40 music copyright infringement cases analyzed, ordered by year of decision. All cases involve vocal songs except the seven underlined instrumental works. Detailed summaries, legal documents, and audio recordings for each case can be found at the MCIR by clicking on the relevant hyperlinks.

NO.YEARJURISDICTIONCASECOMPLAINING WORKDEFENDING WORKINFRINGEMENT DECISION?
12018USPharrell Williams, et al. v. Bridgeport Music, et al.Got to Give it UpBlurred LinesYes
2*2018JPHarumaki Gohan v. MoriHachigatsu no Rainy [August Rainy]M.A.K.E.Yes
32017NZEight Mile Style v. New Zealand National PartyLose YourselfEminem EsqueYes
42017USParker, et al. v. Winwood, et al.Ain’t That a Lot of LovingGimmee Some LovinNo
52016USBowen v. PaisleyRemind MeRemind MeNo
62016USJoel McDonald v. Kanye West, et al.Made in AmericaMade in AmericaNo
72014USRebecca Francescatti v. Stefani Germanotta [aka “Lady Gaga”]JudaJudasNo
82012USVincent Peters v. Kanye West, et al.StrongerStrongerNo
92010USCurrin, et al. v. Arista Records, Inc., et al.I’m Frontin’FrontinNo
102010AULarrikin Music Publishing Ltd. v. EMI Songs Australia Plty Ltd.Kookaburra Sits in the Old Gum TreeDown UnderYes
112009USBridgeport Music, Inc. v. UMG Recordings, Inc.Atomic DogD.O.G. In MeYes
122009USSamuel Steele v. Jon Bongiovi, et al.Man I Really Love This TeamI Love This TownNo
132007USLil’ Joe Wein Music, Inc. v. JacksonIt’s Your BirthdayIn Da ClubNo
142007TWNPeople v. HuLiangshan Love SongBye Bye My Lover!Yes
152005USVargas v. PfizerBust Dat Groove Without RideAdvertisement for CelebrexNo
162005USPositive Black Talk v. Cash Money RecordsBack That Ass UpBack That Azz UpNo
172005PRCYong Wang v. Zhengben ZhuSend My Comrade to BeijingFarewell to the Red ArmyNo
18*2004USSwirsky v. CareyOne of Those Love SongsThank God I Found YouYes
192004PRCApollo Inc. v. Coca Cola (China) Inc.When the Sun RisesSunriseYes
20*2003USCottrill v. SpearsWhat You See is What You GetWhat U See is What U Get, Can’t Make You Love MeNo
21*2003JPKobayashi v. HattoriDokomademo Ikou [Let’s Go Anywhere]Kinenju [Memorial Tree]Yes
222002UKMalmstedt v. EMI RecordsJenny and ISleeping in my CarNo
23*2002USJean et al. v. Bug MusicHand Clapping SongMy Love is Your LoveNo
24*2000USThree Boys Music v. Michael BoltonLove is a Wonderful ThingLove is a Wonderful ThingYes
25*1997USRepp v. WebberTill YouPhantom SongNo
261996USSantrayll v. BurrellUh OhPepsi Ad featuring “Hammer”No
27*1994USFantasy v. FogertyRun Through the JungleThe Old Man Down the RoadNo
281993UKEMI Music v. PapathanasiouCity of VioletsTheme from “Chariots of Fire”No
29*1991USGrand Upright v. WarnerAlone Again (Naturally)Alone AgainYes
30*1990USLevine v. McDonald’s Corp.Life is a Rock (But the Radio Rolled Me)McDonald’s Menu SongYes
31*1988USGaste v. Morris KaisermanPour ToiFeelingsYes
32*1987USBaxter v. MCA, Inc.JoyTheme from ‘E.T.’No
33*1984USSelle v. GibbLet It EndHow Deep is Your LoveNo
34*1978JPHarry v. SuzukiThe Boulevard of Broken DreamsOne Rainy Night in TokyoNo
35*1978USHerald Square Music v. Living MusicDay by DayTheme for N.B.C.’s “Today Show”Yes
361976USMCA Music v. Earl WilsonBoogie Woogie Bugle BoyThe Cunnilingus Champion of Co. CYes
37*1976USBright Tunes Music v. Harrisongs MusicHe’s So FineMy Sweet LordYes
38*1976USGranite Music v. United ArtistsTiny BubblesHiding the WineNo
391964USNom Music, Inc. v. KaslinA Thousand Miles AwayDaddy’s HomeYes
401915USBoosey v. Empire MusicI Hear You Calling MeTennessee, I Hear You Calling MeYes

[i] *Included in preliminary study (Yuan et al., 2020). Jurisdiction: AU = Australia; JP = Japan; NZ = New Zealand; PRC = People’s Republic of China; US = United States of America; TW = Taiwan (Republic of China).

tismir-6-1-151-g1.png
Figure 1

A) Accuracy of perceptual judgment for each of the 40 court cases, as measured by the percentage of the 51 (28 for full-audio, 23 for melody-only and lyrics-only) participants whose judgments of music copyright infringement matched court decisions. B) The same data plotted with the 51 participants as units averaged across court cases instead of vice-versa. Music experience of the participants is indicated by the filling color of dots; blue = self-reported musician; green = non-musician.

tismir-6-1-151-g2.png
Figure 2

Receiver Operating Characteristic (ROC) curves for predicting copyright case decisions for the 40 cases based on mean perceived similarity (left column) and proportion perceived infringement (right column) for the three experimental conditions. AUC = Area Under Curve.

tismir-6-1-151-g3.png
Figure 3

The Receiver Operating Characteristic (ROC) curves for predicting copyright case decisions for the 40 cases based on A) Percent Melodic Identity (PMI); and B) Musly’s audio similarity algorithm.

tismir-6-1-151-g4.png
Figure 4

Mean perceptual similarity vs. automatically calculated for full-audio, melody-only, and lyrics-only conditions for the 40 cases for: A) melodic similarity (PMI); and B) audio similarity (Musly).

Table 2

Logistic regression model after variable selection using stepwise AIC procedure. (For alternative models using different samples, variables, and/or Bayesian frameworks, see Supplementary Material Tables S1–5).

COEFFICIENTS:ESTIMATESTANDARD ERRORZ-VALUEp (>|z|)
(Intercept)–8.22.8–2.92.003
Perceived audio similarity1.80.92.02.042
Algorithmic melodic similarity0.040.021.99.047
Algorithmic audio similarity2.91.51.90.057
tismir-6-1-151-g5.png
Figure 5

Scatterplot of the best-performing predictors of past copyright infringement for perceptual data (perceptual similarity with full audio: x-axis; 1-5 scale) and automated algorithms (Percent Melodic Identity [PMI] measure of melodic similarity: y-axis; 0-100% scale). Cases judged to infringe copyright are plotted in red, with non-infringing cases plotted in blue. Optimal cutoffs from the Receiver Operating Characteristic (ROC) curves (cf. Figures 2, 3) are shown using dashed lines. Example cases representing extreme/interesting dynamics are highlighted with arrows and discussed in the main text.

tismir-6-1-151-g6.png
Figure 6

A comparison of the chorus melodies of “Hachigatsu no Rainy” (top, plaintiff) and “M.A.K.E.” (bottom, defendant) shows they are 100% identical. Here and throughout this article, melodies (plaintiff top, defendant bottom) are transposed to the common tonic of C to enhance comparability, and identical notes are coloured in red.

tismir-6-1-151-g7.png
Figure 7

A comparison of excerpts of the choruses of “Juda” (top, plaintiff) and “Judas” (bottom, defendant). This case showed some of the lowest similarity ratings for full audio, melody, and lyrics.

tismir-6-1-151-g8.png
Figure 8

The openings of “He’s So Fine” (top, plaintiff) and “My Sweet Lord” (bottom, defendant) show high levels of melodic similarity. The judge concluded that they were “the very same song…with different words”. (Notation has been edited slightly from the version posted at the MCIR to match the audio recording.)

tismir-6-1-151-g9.png
Figure 9

Bust Dat Groove Without Ride” (top, plaintiff) and Pfizer’s background music in their commercial for “Celebrex” (bottom, defendant) use similar drum patterns, but this was not judged as infringing due to their non-original nature.

tismir-6-1-151-g10.png
Figure 10

Comparison of the “signature phrases” of “Got to Give it Up” (top, plaintiff) and “Blurred Lines” (bottom, defendant) shows medium-low levels of similarity.

DOI: https://doi.org/10.5334/tismir.151 | Journal eISSN: 2514-3298
Language: English
Submitted on: Oct 3, 2022
Accepted on: May 17, 2023
Published on: Oct 5, 2023
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2023 Yuchen Yuan, Charles Cronin, Daniel Müllensiefen, Shinya Fujii, Patrick E. Savage, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.