Table Of ContentNeamat El Gayar
Edmondo Trentin
Mirco Ravanelli
Hazem Abbas (Eds.)
9
3
7 Artificial Neural Networks
3
1
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A in Pattern Recognition
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10th IAPR TC3 Workshop, ANNPR 2022
Dubai, United Arab Emirates, November 24–26, 2022
Proceedings
123
Lecture Notes in Artificial Intelligence 13739
Subseries of Lecture Notes in Computer Science
SeriesEditors
RandyGoebel
UniversityofAlberta,Edmonton,Canada
WolfgangWahlster
DFKI,Berlin,Germany
Zhi-HuaZhou
NanjingUniversity,Nanjing,China
FoundingEditor
JörgSiekmann
DFKIandSaarlandUniversity,Saarbrücken,Germany
Moreinformationaboutthissubseriesathttps://link.springer.com/bookseries/1244
· ·
Neamat El Gayar Edmondo Trentin
·
Mirco Ravanelli Hazem Abbas (Eds.)
Artificial Neural Networks
in Pattern Recognition
10th IAPR TC3 Workshop, ANNPR 2022
Dubai, United Arab Emirates, November 24–26, 2022
Proceedings
Editors
NeamatElGayar EdmondoTrentin
Heriot-WattUniversity Universita’diSiena
Dubai,UnitedArabEmirates Siena,Italy
MircoRavanelli HazemAbbas
ConcordiaUniversity AinShamsUniversity
Montreal,QC,Canada Cairo,Egypt
ISSN 0302-9743 ISSN 1611-3349 (electronic)
LectureNotesinArtificialIntelligence
ISBN 978-3-031-20649-8 ISBN 978-3-031-20650-4 (eBook)
https://doi.org/10.1007/978-3-031-20650-4
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Preface
Thisvolumecontainsthepaperspresentedatthe10thIAPRTC3workshoponArtificial
NeuralNetworksforPatternRecognition(ANNPR2022),heldatHeriot-WattUniver-
sity,Dubai,UAE,duringNovember24–26,2022.ANNPR2022followedthesuccess
oftheANNPRworkshopsof2003(Florence),2006(Ulm),2008(Paris),2010(Cairo),
2012(Trento),2014(Montreal),2016(Ulm),2018(Siena),and2020(Winterthur).The
seriesofANNPRworkshopshasactedasamajorforumforinternationalresearchersand
practitionersfromthecommunitiesofpatternrecognitionandmachinelearningbased
onartificialneuralnetworks.
Amongthe24submittedmanuscripts,theProgramCommitteeoftheANNPR2022
workshop selected 16 papers for the scientific program, organized in regular oral pre-
sentations.Eachpaperwasreviewedbyatleasttworeviewerswithasingle-blindpro-
cess.Theworkshopwasenrichedbytwokeynotes:“AdvancesandParadigmsinDeep
Learning”givenbyMichaelS.Lew,LeidenUniversity,Netherlands,and“Evolutionary
algorithms and neural networks: a match made in heaven?” given by Michael Lones,
Heriot-WattUniversity,UK.
Theworkshopwouldnothavebeenpossiblewithoutthehelpofmanypeopleand
organizations. First of all, we are grateful to all the authors who submitted their con-
tributionstotheworkshop.WethankthemembersoftheProgramCommitteeandthe
manyadditionalreviewersforperformingthedifficulttaskofselectingthebestpapers
from a large number of high-quality submissions. The help of Kayvan Karim, from
Heriot-Watt University in Dubai, who created and managed the ANNPR 2022 web-
site, deserves a particular mention. Special thanks go to the School of Mathematical
and Computer Sciences and the local organizing team from Heriot-Watt Dubai Cam-
pusforallthearrangementsrelatedtohostingANNPR2022ontheirpremises.ANNPR
2022wassupportedbytheInternationalAssociationforPatternRecognition(IAPR),the
IAPRTechnicalCommitteeonNeuralNetworksandComputationalIntelligence(TC3),
and Heriot-Watt University, Dubai, UAE. Finally, we wish to express our gratitude to
SpringerforpublishingourworkshopproceedingswithintheirLNCS/LNAIseries.We
hopethatreadersofthisvolumemayenjoyitandgetinspiredbyitscontributions.
September2022 NeamatElGayar
EdmondoTrentin
MircoRavanelli
HazemAbbas
Organization
ANNPR 2022 was organized by the School of Mathematical and Computer Sciences,
Heriot-WattUniversity,Dubai,UAE.
ConferenceChairs
NeamatElGayar Heriot-WattUniversity,UAE
EdmondoTrentin UniversitàdiSiena,Italy
MircoRavanelli ConcordiaUnivesity,Canada
HazemAbbas AinShamsUniversity,Egypt
ProgramCommittee
ShigeoAbe KobeUniversity,Japan
AmirAtiya CairoUniversity,Egypt
ErwinBakker LeidenUniversity,Netherlands
AlessandroBetti UniversitéCôted’Azur,France
EugeneBelilovsky ConcordiaUniversity,Canada
JindeCao SoutheastUniversity,China
RicardoDaSilvaTorres NorwegianUniversityofScienceandTechnology,
Norway
RenatoDeMori McGillUniversity,Canada
StevenDing Queen’sUniversity,Canada
AndreasFischer UniversityofFribourg,Switzerland
MohamedGaber BirminghamCityUniversity,UK
FrançoisGrondin UniversitédeSherbrooke,Canada
MohamedHamdan YarmoukUniversity,Jordan
BarbaraHammer BielefeldUniversity,Germany
MahmoudKhalil AinShamsUniversity,Egypt
MichaelLones Heriot-WattUniversity,UK
WenlianLu FudanUniversity,China
LorenLugosch McGillUniversity,Canada
NadiaMana FondazioneBrunoKessler,Italy
SimoneMarinai UniversityofFlorence,Italy
JavierMontoya HSLULucerne,Switzerland
WeiPang Heriot-WattUniversity,UK
TitouanParcollet AvignonUniversité,France
MarcPouly HSLULucerne,Switzerland
viii Organization
SimoneScardapane SapienzaUniversitàdiRoma,Italy
FriedhelmSchwenker UniversitätUlm,Germany
ThiloStadelmann ZHAW,Switzerland
CemSubakan UniversitédeSherbrooke,Canada
Ah-ChungTsoi MacauUniversityofScienceandTechnology,
Macau
MdAzherUddin Heriot-WattUniversity,UAE
LocalArrangements
KayvanKarim
AdrianTurcanu
CristinaTurcanu
MelitaD’sa
RoselyneOkuoga
SponsoringInstitutions
InternationalAssociationforPatternRecognition(IAPR)
TechnicalCommittee3(TC3)oftheIAPR
Heriot-WattUniversity,Dubai,UAE
Heriot-WattUniversity,Edinburgh,UK
Contents
LearningAlgorithmsandArchitectures
GraphAugmentationforNeuralNetworksUsingMatching-Graphs ........... 3
MathiasFuchsandKasparRiesen
ANovelRepresentationofGraphicalPatternsforGraphConvolution
Networks ............................................................. 16
MarcoBenini,PietroBongini,andEdmondoTrentin
MinimizingCrossIntersectionsinGraphDrawingviaLinearSplines ......... 28
RidaGhafoorHussain, MatteoTiezzi, GabrieleCiravegna,
andMarcoGori
Multi-stage Bias Mitigation for Individual Fairness in Algorithmic
Decisions ............................................................ 40
AdinathGhadage,DeweiYi,GeorgeCoghill,andWeiPang
DoMinimalComplexityLeastSquaresSupportVectorMachinesWork? ...... 53
ShigeoAbe
AReviewofCapsuleNetworksinMedicalImageAnalysis .................. 65
HebaEl-Shimy,HindZantout,MichaelLones,andNeamatElGayar
IntroducinganAtypicalLoss:APerceptualMetricLearningforImage
Pairing ............................................................... 81
MohamedDahmane
Applications
WaveletScatteringTransformDepthBenefit,AnApplicationforSpeaker
Identification ......................................................... 97
AbderrazzaqMoufidi,DavidRousseau,andPejmanRasti
Sequence-to-Sequence CNN-BiLSTM Based Glottal Closure Instant
DetectionfromRawSpeech ............................................. 107
JindrˇichMatoušekandDanielTihelka
Mono vs Multilingual BERT for Hate Speech Detection and Text
Classification:ACaseStudyinMarathi ................................... 121
AbhishekVelankar,HrushikeshPatil,andRavirajJoshi
x Contents
Transformer-EncoderGeneratedContext-AwareEmbeddingsforSpell
Correction ............................................................ 129
NoufalSamsudinandHaniRagabHassen
Assessment of Pharmaceutical Patent Novelty with Siamese Neural
Networks ............................................................. 140
HebaEl-Shimy,HindZantout,andHaniRagabHassen
WhiteBloodCellClassificationofPorcineBloodSmearImages ............. 156
JemimaLoiseU.Novia, JacquelineRoseT.Alipo-on,
FrancescaIsabelleF.Escobar, MylesJoshuaT.Tan,
HezerulAbdulKarim,andNouarAlDahoul
MedicalDeepfakeDetectionusing3-DimensionalNeuralLearning ........... 169
MisajSharafudeenandS.S.VinodChandra
AStudyontheAutonomousDetectionofImpactCraters .................... 181
NourAburaed,MinaAlsaad,SaeedAlMansoori,andHussainAl-Ahmad
UtilizationofVisionTransformerforClassificationandRankingofVideo
Distortions ........................................................... 195
NouarAlDahoul,HezerulAbdulKarim,andMylesJoshuaToledoTan
AuthorIndex ......................................................... 205
