ImportanceofVehicleDamageDetectionModel
Severalindustrieshavebenefitedfromartificialintelligence'sversatilityandsophistication,and onenewwaythiscutting-edgetechnologyisbeingusedistoidentifyvehicledamage.Making anautomobiledamageclaimrequiresalotoftime
Additionally,thereisalwaysachancethatclaimsleakagewilloccur,whichisthediscrepancy betweenquotedandactualclaimssettlement
Asageneralrule,visualexamination,qualityanalysis,andvalidationarerequiredforclaim approval.Processingtheclaimsbecomesmoredifficultastheassessmentisdelayedoris inaccurate.However,processingclaims,validatingfindings,andinspectionsmayallbedone morequicklythankstoautomatedvehicledamagedetection
VehicleDamageDetection:WhatIsIt?
Intheautomobileindustry,mishapsandminorvehicledamageareextremelyprevalent. Problems,however,onlyappearafteraninsuranceclaimTheGovernmentofMichigan's2021 FraudInvestigationUnitAnnualReportstatesthatfraudulentautoinjuryclaimsaddedover$7.7 billioninextrapaymentstoautoinjuryclaims.Topautoinsurershadannualpremiumleakage lossesofupto$29billion
Theautomaticdetectionofavehicle'souterbodyandevaluationoftheextentofthedamage aredoneusingmachinelearningalgorithmsforautomotivedamagedetectionUsingcomputer visionandpictureprocessingtechniques,damagetothecarisdiagnosednotonlyforinsurance purposesbutalsoforestimatingrepaircosts
HowtodevelopMLmodelsthatcanidentifycardamage?
YourequireadiversifieddatasetofpreciselylabeledphotosandvideosinordertotrainML modelstorecognizecardamage.Themachinelearningmodelcan'tidentifydamagesifthe dataisn'textremelyaccurateandaccuratelycategorizedDataqualitymustbecheckedby human-in-the-loopannotatorsandannotationtools.
Themodelsshouldbetaughtthefollowingthreeparameters:
●determiningwhetherthereisharm
●Locatingthedamageonthevehiclebydeterminingitspreciselocation
●determiningtheextentofthedamagebasedonitskind,location,andnecessityfor repairs
Itiscrucialtotrainthemodeltolookforpatternsandassessthemafterthevehicledamage assessmenthasbeendetermined,categorized,andsegmented.Amachinelearningalgorithm thatwillevaluateandinterpretthedatashouldbeappliedtothetrainingdataset
