Human Brain and Artificial Intelligence: Third International Workshop, HBAI 2022, Held in Conjunction with IJCAI-ECAI 2022,Vienna, Austria, July 23, 2022 Revised Selected Papers

237 Pages·2022·24.682 MB·English

by  Xiaomin Ying

Xiaomin Ying (Ed.)
Communications in Computer and Information Science 1692
Human Brain and
Artificial Intelligence
Third International Workshop, HBAI 2022, Held in Conjunction
with IJCAI-ECAI 2022, Vienna, Austria, July 23, 2022
Revised Selected Papers
Communications
in Computer and Information Science 1692
EditorialBoardMembers
JoaquimFilipe
PolytechnicInstituteofSetúbal,Setúbal,Portugal
AshishGhosh
IndianStatisticalInstitute,Kolkata,India
RaquelOliveiraPrates
FederalUniversityofMinasGerais(UFMG),BeloHorizonte,Brazil
LizhuZhou
TsinghuaUniversity,Beijing,China
Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/7899
Xiaomin Ying (Ed.)
Human Brain and
Artificial Intelligence
Third International Workshop, HBAI 2022, Held in Conjunction
with IJCAI-ECAI 2022,Vienna, Austria, July 23, 2022
Revised Selected Papers
Editor
XiaominYing
BeijingInstituteofBasicMedicalSciences
Beijing,China
ISSN 1865-0929 ISSN 1865-0937 (electronic)
CommunicationsinComputerandInformationScience
ISBN 978-981-19-8221-7 ISBN 978-981-19-8222-4 (eBook)
https://doi.org/10.1007/978-981-19-8222-4
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Preface
TheInternationalWorkshoponHumanBrainandArtificialIntelligence(HBAI)endeav-
ors to present and discuss original research at the intersection of brain and cognitive
science, neural computation, artificial intelligence (AI), brain-computer interface, and
datasciencealongwithitsapplications.ThisyearHBAIwasheldinconjunctionwith
the31stInternationalJointConferenceonArtificialIntelligenceandthe23rdEuropean
ConferenceonArtificialIntelligence(IJCAI-ECAI2022).
Wereceivedmorethan20fullpapersubmissions,mostofwhichprovidedinterest-
ing and valuable new insights related to human brain and artificial intelligence. Each
submissionwassingle-blindlyreviewedbyatleastthreereviewers.Afterpeerreview,
HBAI2022featured19contributionsthatwerecarefullyselectedfromallsubmissions.
Thedifferenttopicsoftheacceptedpaperswerepresentedanddiscussedataone-day
seminar.Toaidthediscussionofthoseinterestinginsightstheseminarwasdividedinto
four sessions covering topics such as AI for brain-related data analysis, AI and brain
interfaces,andbrain-relatedresearch.
HBAI2022representedadiligenteffortfromresearchersintheareaofthehuman
brain and AI. We are very grateful to the 104 authors that submitted their papers and
to the 23 members of the Program Committee (PC), who invited reviewers, produced
reviews, and participated in the decision-making process. The PC members, who are
listedonthefollowingpage,wereabsolutelycriticaltotheworkshop’ssuccess.
In addition to those who contributed to the content of HBAI 2022, we also want
to thank the people dedicated to providing services for our one-day seminar. Guohua
Dong, Yaowen Chen, Shuofeng Hu, Zhen He, Jinhui Shi, Runyan Liu, and Sijing An
madesignificanteffortstosupportthisworkshopandtheydeserveabigthanks!
OrganizingHBAI2022wasinterestingandchallengingworkforthecommittee,and
wegreatlyhopethatallparticipantshadanunforgettabletimeaswedid.
September2022 XiaominYing
Organization
GeneralChair
XiaominYing BeijingInstituteofBasicMedicalSciences,China
OrganizingCommittee
XiaominYing BeijingInstituteofBasicMedicalSciences,China
YiwenWang HongKongUniversityofScienceand
Technology,China
AnZeng GuangdongUniversityofTechnology,China
YuanyuanMi ChongqingUniversity,China
ProgramCommittee
AmyWenxuanDing EmlyonBusinessSchool,France
BoqingGong GoogleInc.,USA
DaqingGuo UniversityofElectronicScienceandTechnology
ofChina,China
ZengcaiGuo TsinghuaUniversity,China
YongHu UniversityofHongKong,China
KunHuang IndianaUniversitySchoolofMedicine,USA
WanzengKong HangzhouDianziUniversity,China
ShurongLiu GlobalBiotechInc,USA
YuanyuanMi ChongqingUniversity,China
DanPan GuangzhouBenzhenNetworksTechnologyCo.
Ltd.,China
HuiShen NationalUniversityofDefenseTechnology,
China
YiyuShi UniversityofNorteDame,USA
AniruddhaSinha TataConsultancyServices,India
DongSong UniversityofSouthernCalifornia,USA
XiaoweiSong SimonFraserUniversity,Canada
HuajinTang ZhejiangUniversity,China
JiminWang GoogleInc.,USA
YalinWang ArizonaStateUniversity,USA
YiwenWang HongKongUniversityofScienceand
Technology,China
MinpengXu TianjinUniversity,China
viii Organization
XiaominYing BeijingInstituteofBasicMedicalSciences,China
AnZeng GuangdongUniversityofTechnology,China
DaoqiangZhang NanjingUniversityofAeronauticsand
Astronautics,China
Contents
AIforBrainRelatedDataAnalysis
ClassificationofEEGSignalsBasedonGA-ELMOptimizationAlgorithm .... 3
WeiguoZhang, LinLu, AbdelkaderNasreddineBelkacem,
JiaxinZhang,PenghaiLi,JunLiang,ChangmingWang,andChaoChen
DelvingintoTemporal-SpectralConnectionsinSpike-LFPDecoding
byTransformerNetworks ............................................... 15
HuaqinSun,YuQi,andYuemingWang
A Mask Image Recognition Attention Network Supervised by Eye
Movement ............................................................ 30
RongkaiZhang, LibinHou, RunnanLu, LinyuanWang, LiTong,
YingZeng,andBinYan
DFC-SNN: A New Approach for the Recognition of Brain States
byFusingBrainDynamicsandSpikingNeuralNetwork .................... 39
YanCui, WuqueCai, TianyaoLong, HongzeSun, DezhongYao,
andDaqingGuo
DSNet:EEG-BasedSpatialConvolutionalNeuralNetworkforDetecting
MajorDepressiveDisorder ............................................. 50
MinXia,YihanWu,DaqingGuo,andYangsongZhang
SE-1DCNN-LSTM: A Deep Learning Framework for EEG-Based
AutomaticDiagnosisofMajorDepressiveDisorderandBipolarDisorder ..... 60
ZiyuZhao,HuiShen,DewenHu,andKerangZhang
EmotionRecognitionfromEEGUsingAll-ConvolutionResidualNeural
Network ............................................................. 73
HongyuanXuan,JingLiu,PenghuiYang,GuanghuaGu,andDongCui
SalientObjectDetectionwithFusionofRGBImageandEyeTrackingData ... 86
YageWu,YadiChen,andRuiZhang
Multi-source Domain Adaptation Based on Data Selector with Soft
Actor-Critic .......................................................... 99
QiquanCui,XuanyuJin,WeichenDai,andWanzengKong
x Contents
TransferLearningtoDecodeBrainStatesReflectingtheRelationship
BetweenCognitiveTasks ............................................... 110
YouzhiQu, XinyaoJian, WenxinChe, PenghuiDu, KaiFu,
andQuanyingLiu
AIandBrainInterface
BrainNetworkAnalysisofHandMotorExecutionandImageryBased
onConditionalGrangerCausality ........................................ 125
YuqingHe,BinHao,AbdelkaderNasreddineBelkacem,JiaxinZhang,
PenghaiLi,JunLiang,ChangmingWang,andChaoChen
AHybridBrain-ComputerInterfaceforSmartCarControl .................. 135
NianmingBan,ChaoQu,DaqinFeng,andJiahuiPan
ASpikingNeuralNetworkforBrain-ComputerInterfaceofFourClasses
MotorImagery ........................................................ 148
YulinLi,HuiShen,andDewenHu
VirtualDroneControlUsingBrain-ComputerInterfaceBasedonMotor
ImageryBrainMagneticFields .......................................... 161
GaoboTan,JinmingGai,RuihanGuo,GuiyingZhang,QiangLin,
andZhenghuiHu
Brain Controlled Manipulator System Based on Improved Target
DetectionandAugmentedRealityTechnology ............................. 172
YilingHuang,BanghuaYang,ZhaokunWang,YuanYao,MengdieXu,
andXinxingXia
Optimization of Stimulus Color for SSVEP-Based Brain-Computer
InterfacesinMixedReality ............................................. 183
FengHe, JieyuWu, XiaolinXiao, RunyuanGao, WeiboYi,
YuanfangChen,MinpengXu,Tzyy-PingJung,andDongMing
BrainRelatedResearch
WhiteMatterMaturationandHemisphericAsymmetryDuringChildhood
BasedonChinesePopulation ............................................ 195
XuelianGe,JianWeng,XiaoHan,andFeiyanChen
ADigitalGamingInterventionCombingMultitaskingandAlternating
AttentionforADHD:APreliminaryStudy ................................ 208
JiahengWang,MengyiBao,WenyuLi,JiWang,KewenJiang,LinYao,
andYuemingWang