J R Soc Interface November 2022 PMID 36349446

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks.

Jens N Lallensack, Anthony Romilio, Peter L Falkingham

Mentions

78
Peak: 71 in Nov 2022
across 6 sources since Nov 2022

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Total likes

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Video views

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Mentions per month

Nov 2022 – Mar 2025

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AI synopsis

What people are saying

The collective discussions showcase excitement around the article's use of AI to improve dinosaur track classification, with phrases like 'outperforming experts' and comments about future advancements. The tone and language convey a sense of innovation and high relevance for paleontology, emphasizing its potential to transform traditional methods.

AgreementStrong agreement

Most discussions praise the publication, highlighting its success and potential, indicating strong agreement with its significance.

InterestHigh interest

The posts demonstrate high curiosity and enthusiasm about how AI enhances paleontology, suggesting high interest.

EngagementHigh engagement

Users reference specific aspects such as neural networks, outperforming human experts, and potential applications, showing deep engagement.

ImpactModerate impact

While many acknowledge its promising role, some mention ongoing development and limitations, leading to a moderate impact rating.

Abstract in brief

  • This study introduces a new method using deep convolutional neural networks (DCNNs) to classify dinosaur footprints as either theropod or ornithischian, based on 1372 silhouette images.
  • The DCNN outperformed human experts in accurately identifying and classifying the tracks, including a debated track from Australia, demonstrating its potential for paleontology.
  • While promising, current limitations include reliance on 2D outlines, which can be subjective, but future advancements may involve training neural networks on 3D models to improve accuracy and understanding.]

Top posts

Most liked on X and Bluesky
Peter Falkingham
@peterfalkingham · X

Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropod or ornithopod based on outlines. It did well, outperforming 5 experts! Paper: https://t.co/lqOc8v26rW We also tried it on these Lark Quarry tracks: https://t.co/2G3A2cXnka

Nov 9, 2022 · 51 likes · 19 shares · 2,517 followers View post →
パンテオン(半遁モード)
@pantheo27705718 · X

豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https://t.co/VNXSIzCEQe

Nov 16, 2022 · 22 likes · 11 shares · 12,980 followers View post →
Thomas R. Holtz, Jr.
@TomHoltzPaleo · X

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal Society Interface https://t.co/UKgNcPKMXK

Nov 9, 2022 · 20 likes · 6 shares · 32,105 followers View post →
Phys.org
@physorg_com · X

Prehistoric predator? #Artificialintelligence says no @uq_news @RSocPublishing https://t.co/ssyzHPP0oz https://t.co/XwTR6xWTw9

Nov 15, 2022 · 18 likes · 11 shares · 1,008,047 followers View post →
Liverpool John Moores University
@LJMU · X

Tyrannosaur or Hadrosaur? Meat-eater or #vegetarian? The machines learning to spot where dinosaurs walked .. https://t.co/KqXm2Jp47h @ljmubiology @royalsociety @peterfalkingham #dinosaurs https://t.co/ACXgTrxyPH

Nov 9, 2022 · 12 likes · 2 shares · 43,462 followers View post →
Steve Brusatte
@SteveBrusatte · X

@miniapeur A lot of neat stuff on the horizon with AI applications in paleontology. Only a few publicatons so far, but a lot of stuff is in the works. Here's another one: https://t.co/hxYil16C7o

Dec 30, 2023 · 8 likes · 28,197 followers View post →

All mentions

Steve Brusatte
@SteveBrusatte · X

@miniapeur A lot of neat stuff on the horizon with AI applications in paleontology. Only a few publicatons so far, but a lot of stuff is in the works. Here's another one: https://t.co/hxYil16C7o

Dec 30, 2023 · 8 likes · 28,197 followers View post →
Peter Falkingham
@peterfalkingham · X

@SeaMonsters2013 You should get in touch with Jens Lallensack (not on twitter) - he did some ML with dinosaur footprints. Admittedly, not quite phylogenetics, but possibly same principles. https://t.co/rudfmgaEyW

Feb 1, 2023 · 2,517 followers View post →
jonathan kidd
@xcx_kidd · X

RT @LifeboatHQ: A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks https://t.co/h1wLDuG6NQ

Dec 5, 2022 · 1 share · 1,207 followers View post →
Lifeboat Foundation
@LifeboatHQ · X

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks https://t.co/h1wLDuG6NQ

Dec 5, 2022 · 1 share · 30,688 followers View post →
NP AGARWAL世界一フォローを目指しますAiming best in world.
@np_grwl · X

RT @physorg_com: Prehistoric predator? #Artificialintelligence says no @uq_news @RSocPublishing https://t.co/ssyzHPP0oz https://t.co/XwTR6x…

Nov 23, 2022 · 11 shares · 1,787 followers View post →
CRCpaleos
@CRCpaleos · X

ARTÍCULO ORIGINAL (acceso abierto) A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks https://t.co/zPiTeIKgmA via @RSocPublishing

Nov 22, 2022 · 1 like · 3,176 followers View post →
Claude Gillono
@sherman1959CG · X

RT @RSocPublishing: #Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur…

Nov 21, 2022 · 5 shares · 164 followers View post →
Apă Chioară
@CianGaia · X

RT @RSocPublishing: #Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur…

Nov 21, 2022 · 5 shares · 465 followers View post →
Machine Learning Bot
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RT @RSocPublishing: #Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur…

Nov 21, 2022 · 5 shares · 10,153 followers View post →
The Royal Society
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RT @RSocPublishing: #Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur…

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Naoto HANDA
@Nao_hnd · X

RT @RSocPublishing: #Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur…

Nov 21, 2022 · 5 shares · 1,388 followers View post →
Royal Society Publishing
@RSocPublishing · X

#Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks: https://t.co/tHopdhiU5z https://t.co/WJHaZsSh2d

Nov 21, 2022 · 6 likes · 5 shares · 38,612 followers View post →
しろいっく
@BlackSaboikku · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

Nov 17, 2022 · 11 shares · 61 followers View post →
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@rex_toyo · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

Nov 17, 2022 · 11 shares · 2,155 followers View post →
アメ怪
@AMKI_png · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

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冠龍 諸々を執筆中
@Guanlong_wucaii · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

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田中順也@古生物のしたたかな生き方
@tanituki · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

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ガイス
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RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

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恐竜好きsisi
@sisi_dino · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

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@oroti0 · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

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山本聖士/恐竜復元教/恐竜異説読も♡
@yamamotoyama555 · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

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らえらぷす@HJ連載中
@GET_AWAY_TRIKE · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

Nov 16, 2022 · 11 shares · 5,873 followers View post →
青柳
@FBWM8888 · X

RT @pantheo27705718: 豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https:…

Nov 16, 2022 · 11 shares · 723 followers View post →
パンテオン(半遁モード)
@pantheo27705718 · X

豪、Dinosaur Stampede National Monument の恐竜足跡。捕食者とされていた恐竜足跡がAIの分析により鳥脚類の足跡と判明 論文フリー https://t.co/7eiv3YLkQd ニュース https://t.co/VNXSIzCEQe

Nov 16, 2022 · 22 likes · 11 shares · 12,980 followers View post →
타로
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RT @physorg_com: Prehistoric predator? #Artificialintelligence says no @uq_news @RSocPublishing https://t.co/ssyzHPP0oz https://t.co/XwTR6x…

Nov 15, 2022 · 11 shares · 27 followers View post →
Palaeo Pictures
@PalaeoPictures · X

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks https://t.co/06jdxf2Mg2 #dino #dinosaur #dinosaurtrackway #palaeontology #paleontology #palaeontologist #palaeontologists #palæ #palaeo #fossilfinds #fossil #science #scicomm https://t.co/0Fw57drf49

Nov 15, 2022 · 472 followers View post →
Ordo Fraterna Fibonacci
@OrdoFibonacci · X

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal Society Interface https://t.co/2qSmfADwad

Nov 15, 2022 · 2,567 followers View post →
ProgramTeque
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Lil’ Diablo Sauce: Classic Edition
@Nick_Barnes · X

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周問問
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miljan bojović
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Samarth Prashant Bankar
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Mr. Cauthers
@MrCauthers · X

RT @physorg_com: Prehistoric predator? #Artificialintelligence says no @uq_news @RSocPublishing https://t.co/ssyzHPP0oz https://t.co/XwTR6x…

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Mr. Cauthers
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RT @physorg_com: Prehistoric predator? #Artificialintelligence says no @uq_news @RSocPublishing https://t.co/ssyzHPP0oz https://t.co/XwTR6x…

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Phys.org Biology
@physorg_biology · X

RT @physorg_com: Prehistoric predator? #Artificialintelligence says no @uq_news @RSocPublishing https://t.co/ssyzHPP0oz https://t.co/XwTR6x…

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Phys.org
@physorg_com · X

Prehistoric predator? #Artificialintelligence says no @uq_news @RSocPublishing https://t.co/ssyzHPP0oz https://t.co/XwTR6xWTw9

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Jason Gilchrist
@jgilchrist13 · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 10, 2022 · 19 shares · 2,672 followers View post →
Royal Society Publishing
@RSocPublishing · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 10, 2022 · 19 shares · 38,612 followers View post →
Juned Zariwala
@PaleoJZ · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 10, 2022 · 19 shares · 872 followers View post →
Prof. Christine Böhmer
@VertEvo · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 10, 2022 · 19 shares · 1,176 followers View post →
wangjinpeng (王锦鹏)
@wangjinpeng121 · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 123 followers View post →
Sofie Lindström
@Fiafossil · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 1,728 followers View post →
Jim Labisko (no longer posting here)
@JimLabisko · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 947 followers View post →
Steve Salisbury
@implexidens · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 2,226 followers View post →
fernanda castano
@ferwen · X

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal Society Interface https://t.co/rrWhhySmYh

Nov 9, 2022 · 2,715 followers View post →
Marcos K. Pinheiro / "Marcos Wyvern" (Marcosaurus)
@BongMarcosaurus · X

RT @TomHoltzPaleo: A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal…

Nov 9, 2022 · 6 shares · 1,001 followers View post →
Angel Giovanni Becerra Rodríguez
@GiovanniBece · X

RT @TomHoltzPaleo: A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal…

Nov 9, 2022 · 6 shares · 1,624 followers View post →
Dr. Claudia Serrano
@paleoduck · X

RT @TomHoltzPaleo: A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal…

Nov 9, 2022 · 6 shares · 637 followers View post →
C ¯\_(ツ)_/¯
@pirateyeti · X

RT @TomHoltzPaleo: A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal…

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Machine Learning Bot
@ML_Tweet_Bot · X

RT @TomHoltzPaleo: A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal…

Nov 9, 2022 · 6 shares · 10,153 followers View post →
Thomas R. Holtz, Jr.
@TomHoltzPaleo · X

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks | Journal of The Royal Society Interface https://t.co/UKgNcPKMXK

Nov 9, 2022 · 20 likes · 6 shares · 32,105 followers View post →
C David de Santana
@Davidefishes · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 1,450 followers View post →
Ariel Camp
@CampAriel · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 718 followers View post →
Gary Ritchison
@GaryRitchison · X

A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks https://t.co/7eKz1H2OZe

Nov 9, 2022 · 322 followers View post →
Javier González-Dionis
@JagondiTNF · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 362 followers View post →
uoichiba
@uoichiba1027 · X

RT @LJMU: Tyrannosaur or Hadrosaur? Meat-eater or #vegetarian? The machines learning to spot where dinosaurs walked .. https://t.co/KqXm2Jp…

Nov 9, 2022 · 2 shares · 2,070 followers View post →
Cameron Muskelly (Explorer of Deep Time)
@PaleoCameron · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 11,804 followers View post →
Peter Falkingham
@peterfalkingham · X

RT @LJMU: Tyrannosaur or Hadrosaur? Meat-eater or #vegetarian? The machines learning to spot where dinosaurs walked .. https://t.co/KqXm2Jp…

Nov 9, 2022 · 2 shares · 2,517 followers View post →
Roy M. Farman
@RoyMFarman · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 259 followers View post →
Liverpool John Moores University
@LJMU · X

Tyrannosaur or Hadrosaur? Meat-eater or #vegetarian? The machines learning to spot where dinosaurs walked .. https://t.co/KqXm2Jp47h @ljmubiology @royalsociety @peterfalkingham #dinosaurs https://t.co/ACXgTrxyPH

Nov 9, 2022 · 12 likes · 2 shares · 43,462 followers View post →
HubOfML
@hubofml · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

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Dr. Kristen Crandell
@kriscrandell · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 1,425 followers View post →
Verónica Díez Díaz, PhD
@Daniajinn · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 2,787 followers View post →
Dr Elsa Panciroli
@gsciencelady · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

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Andrzej Wolniewicz
@ASWolniewicz · X

RT @peterfalkingham: Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropo…

Nov 9, 2022 · 19 shares · 1,830 followers View post →
Peter Falkingham
@peterfalkingham · X

Research Fellow Jens Lallensack led a paper using #ai and #MachineLearning to identify if #dinosaur tracks are theropod or ornithopod based on outlines. It did well, outperforming 5 experts! Paper: https://t.co/lqOc8v26rW We also tried it on these Lark Quarry tracks: https://t.co/2G3A2cXnka

Nov 9, 2022 · 51 likes · 19 shares · 2,517 followers View post →
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