Patrick Grother（NIST）：FRTEFATE：下一步是什么.pdf

1、1NISTs FACE RECOGNITION+ANALYSIS NISTs FACE RECOGNITION+ANALYSIS EVALUATIONS:EVALUATIONS:NEXT STEPSNEXT STEPSPATRICK GROTHERPATRICK GROTHERIFPC 2025IFPC 2025-0404-0303Office of Biometric Identity Management21:1 VERIFICATION1:N SEARCHTWINS DISAMBIGUATIONFACE IN VIDEO 2024MORPH DETECTIONPADAGE ESTIMAT

2、IONTWO PEOPLE IN ONE FACE?SUBVERSIVE PHOTO?HOW OLD?OLD ENOUGH?SAME PERSON OR NOT?WHO?WHERE?WHEN?SAME PERSON,OR TWIN?1:N ON NON-COOP PEOPLEQUALITY+DIAGNOSTICSHOW BAD IS THIS PHOTOFRTEFACE RECOGNITIONRECOGNITION TECHNOLOGY EVALUATIONFATEFACE ANALYSIS ANALYSIS TECHNOLOGY EVALUATIONRECOGNITION:WHO IS IN

3、 AN IMAGENISTS FACE BENCHMARKSBenchmarks are:Independent Free Regular Fast Repeatable Fair Black box IP-protecting Open globally Large-scale Sequestered datasets Statistically robust Public Transparent Extensible ABSOLUTE ACCU RELATIVE ACCUANALYSIS:ABOUT IN AN IMAGE3RISK:USE OF LEGACY ALGORITHMFalse

4、RejectionFNMR at FMR=10-6Date Algorithm Delivered to NIST28%0.2%Management+MitigationAlgorithms improve regularlyDo tech refresh!Contracts,agile procurement 4STATE OF THE ART:1:N MUGSHOT MUGSHOT FNIR GAINS DET“HITS A WALL”HIGH-SCORING NON-MATES MIXED IN WITH MATESWHY?TWINS?RE-PRODUCE GRAPH WITH GALL

5、ERY AND NON-MATE PROBES TAKEN ON DIFFERENT DATESBEST RESULT 201810TH BEST RESULT 201851:1 VERIFICATION1:N SEARCHTWINS DISAMBIGUATIONFACE IN VIDEO 2024MORPH DETECTIONPADAGE ESTIMATIONQUALITY+DIAGNOSTICSFRTEFATEFATE/FRTE:WHATs NEXTCOMPACT FACE 2025 IR images Ageing:Longer term 20+years Ageing:In 0-18,

6、12-18 year olds Larger N,unconsolidated galleries More profile views,cross profile More webcam imagesTATTOOTATTE Ongoing FIVE TBD.New datasets.FPIR maintenance Report thresholds at which adult twins FMR is viable Accuracy on images below 1K