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.]
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 followersView post →
パ半
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 followersView post →
TJ
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 followersView post →
PO
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 followersView post →
LU
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 followersView post →
SB
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 followersView post →
A new tyrannosaur species, Daspletosaurus wilsoni, suggests tyrannosaurs evolved through anagenesis, altering our understanding of their evolutionary history. The video also explores evidence of this process in other…
This study introduces a deep convolutional neural network method that classifies dinosaur footprints as theropod or ornithischian using 1372 silhouette images, outperforming human experts and highlighting AI's potential…
@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 followersView post →
PF
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
Nov 23, 2022 · 11 shares · 1,787 followersView post →
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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 followersView post →
CG
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 followersView post →
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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 followersView post →
MB
Machine Learning Bot
@ML_Tweet_Bot · X
RT @RSocPublishing: #Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur…
Nov 21, 2022 · 5 shares · 10,153 followersView post →
TS
The Royal Society
@royalsociety · X
RT @RSocPublishing: #Interface via @Independent| A machine learning approach for the discrimination of theropod and ornithischian dinosaur…
Nov 21, 2022 · 5 shares · 340,457 followersView post →
NH
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 followersView post →
RP
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 followersView post →
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 · 11 shares · 8,043 followersView post →
PO
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 followersView post →
JG
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 followersView post →
RP
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 followersView post →
JZ
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 followersView post →
PB
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 followersView post →
W王
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 followersView post →
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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 followersView post →
JH
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 followersView post →
SS
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 followersView post →
FC
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
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 followersView post →
TJ
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 followersView post →
CS
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 followersView post →
AC
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 followersView post →
GR
Gary Ritchison
@GaryRitchison · X
A machine learning approach for the discrimination of theropod and ornithischian dinosaur tracks
https://t.co/7eKz1H2OZe
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 followersView post →
U
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 followersView post →
CT
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 followersView post →
PF
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 followersView post →
RF
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 followersView post →
LU
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 followersView post →
H
HubOfML
@hubofml · 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 · 8,974 followersView post →
DC
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 followersView post →
VP
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 followersView post →
DP
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…
Nov 9, 2022 · 19 shares · 8,757 followersView post →
AW
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 followersView post →
PF
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 followersView post →
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Digital dino [IMAGE] | EurekAlert! Science News Releases
News
Prehistoric predator? Artificial intelligence says no. University of Queensland. Journal: Journal of The Royal Society Interface; DOI: 10.1098/rsif.2022.0588 ...