Pupil Dynamics for Iris Liveness Detection
Product Description
Pupil Dynamics for Iris Liveness Detection
Abstract— Pupil Dynamics for Iris Liveness Detection. The primary objective of this paper is to propose a complete methodology for eye liveness detection based on pupil dynamics. This method may serve as a component of presentation attack detection in iris recognition systems, making them more secure. Due to a lack of public databases that would support this paper, we have built our own iris capture device to register pupil size changes under visible light stimuli, and registered 204 observations for 26 subjects (52 different irides), each containing 750 iris images taken every 40 ms. Each measurement registers the spontaneous pupil oscillations and its reaction after a sudden increase of the intensity of visible light. The Kohn and Clynes pupil dynamics model is used to describe these changes; hence we convert each observation into a feature space defined by model parameters. To answer the question whether the eye is alive < Final Year Projects 2016 > or the presentation is suspicious (that is, if it reacts oddly or no reaction is observed), we use linear and nonlinear support vector machines to classify natural reaction and spontaneous oscillations, simultaneously investigating the goodness of fit to reject bad modeling. Our experiments show that this approach can achieve a perfect performance for the data we have collected. All normal reactions are correctly differentiated from spontaneous oscillations. We investigated the shortest observation time required to model the pupil reaction, and found that time periods not exceeding 3 s are adequate to offer a perfect performance.
Video
View Demo
Including Packages
Our Specialization
Support Service
Statistical Report
satisfied customers
3,589
Freelance projects
983
sales on Site
11,021
developers
175+
Additional Information
| Domains | |
|---|---|
| Programming Language |
DustinWet –
medicines for ed https://medrxfast.com/# how to get prescription drugs without doctor
DarrellAltex –
real viagra without a doctor prescription usa how can i order prescription drugs without a doctor comfortis for dogs without vet prescription https://medrxfast.com/# canadian drugstore online
LarryGek –
over the counter erectile dysfunction pills п»їed drugs online from canada prescription drugs online without doctor https://medrxfast.com/# cat antibiotics without pet prescription [url=https://medrxfast.com/#]canadian online pharmacy[/url] canadian online drugstore
LarryGek –
soma therapy ed best non prescription ed pills prescription drugs without doctor approval https://medrxfast.com/# pain meds without written prescription [url=https://medrxfast.com/#]pain medications without a prescription[/url] prescription drugs without doctor approval
Thomasbar –
ed treatment pills https://medrxfast.com/# tadalafil without a doctor's prescription
DavidEcork –
100mg viagra without a doctor prescription [url=https://medrxfast.com/#]amoxicillin without a doctor's prescription[/url] pet meds without vet prescription
LarryGek –
natural drugs for ed canadian online drugstore buy cheap prescription drugs online https://medrxfast.com/# ed meds online without prescription or membership [url=https://medrxfast.com/#]canadian pharmacy[/url] canadian online drugstore
DustinWet –
erection pills https://medrxfast.com/# prescription meds without the prescriptions
DarrellAltex –
cheap medications best non prescription ed pills pet meds without vet prescription canada https://medrxfast.com/# online canadian pharmacy
DavidEcork –
medications for ed [url=https://medrxfast.com/#]non prescription ed drugs[/url] ed meds online without prescription or membership
DustinWet –
best ed medication https://medrxfast.com/# pet antibiotics without vet prescription
LarryGek –
ed treatment drugs ed meds online without doctor prescription cat antibiotics without pet prescription https://medrxfast.com/# pain meds online without doctor prescription [url=https://medrxfast.com/#]pain meds online without doctor prescription[/url] prescription drugs online without
Thomasbar –
prescription meds without the prescriptions https://medrxfast.com/# prescription drugs
DavidEcork –
mens ed pills [url=https://medrxfast.com/#]prescription drugs without doctor approval[/url] pet antibiotics without vet prescription
DustinWet –
drugs for ed https://medrxfast.com/# buy prescription drugs online without
LarryGek –
hims ed pills buy prescription drugs online legally prescription drugs online without doctor https://medrxfast.com/# non prescription ed pills [url=https://medrxfast.com/#]online prescription for ed meds[/url] buy prescription drugs from canada
DustinWet –
erectile dysfunction drugs https://medrxfast.com/# discount prescription drugs
DavidEcork –
drugs causing ed [url=https://medrxfast.com/#]online canadian pharmacy[/url] prescription drugs online without doctor
DarrellAltex –
ed for men buy prescription drugs from india non prescription erection pills https://medrxfast.com/# online canadian drugstore
LarryGek –
pain meds without written prescription best ed pills non prescription pet antibiotics without vet prescription https://medrxfast.com/# prescription drugs online [url=https://medrxfast.com/#]cat antibiotics without pet prescription[/url] buy cheap prescription drugs online
Thomasbar –
anti fungal pills without prescription https://medrxfast.com/# prescription drugs online without
DustinWet –
drug prices https://medrxfast.com/# canadian drug prices
Michaelshout –
buy ed pills online buy prescription drugs without doctor canadian drug prices
DavidEcork –
ed pills that work quickly [url=https://medrxfast.com/#]pet meds without vet prescription[/url] best canadian online pharmacy
LarryGek –
online prescription for ed meds prescription drugs online without amoxicillin without a doctor's prescription https://medrxfast.com/# prescription without a doctor's prescription [url=https://medrxfast.com/#]pet meds without vet prescription[/url] buy canadian drugs
DustinWet –
male ed drugs https://medrxfast.com/# canadian online drugstore
DavidEcork –
ed treatments that really work [url=https://medrxfast.com/#]buy prescription drugs without doctor[/url] best ed pills non prescription
DonnieNex –
which ed drug is best online meds for ed natural treatment for ed https://drugsbestprice.com/# erectile dysfunction medicines [url=https://drugsbestprice.com/#]ed pharmacy[/url] best natural ed treatment
Gerardkathy –
reasons for ed https://drugsbestprice.com/# buy cheap prescription drugs online
Jameshaugh –
best ed drugs [url=https://drugsbestprice.com/#]the canadian drugstore[/url] ed solutions
Gerardkathy –
ed pills that really work https://drugsbestprice.com/# men ed
CalvinMyday –
how to overcome ed cheap erectile dysfunction pills cheap ed drugs https://drugsbestprice.com/# causes for ed
OscarVob –
ivermectin to prevent covid ivermectin price comparison mexico ivermectin trial https://stromectolbestprice.com/# mexico city ivermectin [url=https://stromectolbestprice.com/#]ivermectin overdose in humans[/url] ivermectin syrup
JeffreyDiarm –
ivermectin collies http://stromectolbestprice.com/# stromectol ivermectin 3 mg
CareyCer –
ivermectin for hookworms in humans [url=http://stromectolbestprice.com/#]ivermectin budgies[/url] ivermectin cattle
LelandSex –
use of ivermectin ivermectin 1%cream ivermectin for canaries
OscarVob –
ivermectin mange ivermectin for horses safe for humans stromectol gale http://stromectolbestprice.com/# ivermectin sheep drench dosage [url=https://stromectolbestprice.com/#]price of ivermectin[/url] jr enterprises ivermectin
JeffreyDiarm –
ivermectin pour on for cattle label http://stromectolbestprice.com/# petsmart ivermectin
GeraldTrast –
ed pills online [url=https://erectionpills.shop/#]natural remedies for ed[/url] cheapest ed pills
ThomasGunda –
generic ed pills https://allpharm.store/# Caverta
MatthewElons –
medication online https://canadiandrugs.best/# buy prescription drugs online without
EarnestCrity –
errectile disfunction ed pills online buy erection pills
GeraldTrast –
prescription drugs online without doctor [url=https://canadiandrugs.best/#]anti fungal pills without prescription[/url] canadian drug prices
Keithmed –
buy prescription drugs without doctor [url=https://onlinepharmacy.men/#]canadian pharmacy cialis 20mg[/url] specialty pharmacy
ThomasGunda –
medicine for erectile https://erectionpills.shop/# ed treatment review
Georgeboymn –
cheap pet meds without vet prescription https://canadiandrugs.best/# best non prescription ed pills
GeraldTrast –
online canadian pharmacy [url=https://allpharm.store/#]drugs from canada[/url] Requip
ThomasGunda –
reasons for ed https://allpharm.store/# cialis from canada
Georgeboymn –
ed solutions https://allpharm.store/# medicine online shopping
GeraldTrast –
canadian drugstore online [url=https://canadiandrugs.best/#]prescription drugs[/url] carprofen without vet prescription
Keithmed –
ed drugs online [url=https://canadiandrugs.best/#]sildenafil without a doctor's prescription[/url] sildenafil without a doctor's prescription
ThomasGunda –
impotance https://canadiandrugs.best/# canadian drugs
EarnestCrity –
buying ed pills online mexican pharmacy online austria pharmacy online
GeraldTrast –
what is the best ed drug [url=https://erectionpills.shop/#]erection pills online[/url] cheap ed pills
Georgeboymn –
erectile dysfunction medications https://onlinepharmacy.men/# canadian pharmacy reviews
MatthewElons –
ed online pharmacy https://erectionpills.shop/# best ed pills at gnc
ThomasGunda –
erection pills https://allpharm.store/# Tadora
GeraldTrast –
ed vacuum pump [url=https://canadiandrugs.best/#]ed meds online without doctor prescription[/url] buy prescription drugs
Georgeboymn –
cheap erectile dysfunction https://canadiandrugs.best/# best online canadian pharmacy
Stevelax –
erectile dysfunction medication [url=https://pharmacyizi.com/#]erectile dysfunction medications[/url] canadian drug
ArthurDer –
how to overcome ed naturally https://pharmacyizi.com/# overcoming ed
Stevelax –
natural ed cures [url=https://pharmacyizi.com/#]otc ed drugs[/url] best ed pills
LarryHak –
prescription without a doctor's prescription https://pharmacyizi.com/# buying pills online
DouglasEnuts –
buy cheap prescription drugs online https://pharmacyizi.com/# erectile dysfunction drugs
ArthurDer –
ed causes and treatment https://pharmacyizi.com/# treatment for ed
JamesvOp –
ed cures that work prescription drugs natural ed remedies
RichardAwame –
ed cures that work viagra without a prescription vitamins for ed
Stevelax –
pet antibiotics without vet prescription [url=https://pharmacyizi.com/#]ed pills cheap[/url] prescription drugs
LarryHak –
ed trial pack https://pharmacyizi.com/# best medication for ed
ArthurDer –
the best ed pills https://pharmacyizi.com/# how can i order prescription drugs without a doctor
LarryHak –
medications online https://pharmacyizi.com/# natural ed cures
Stevelax –
viagra without doctor prescription amazon [url=https://pharmacyizi.com/#]erectile dysfunction drug[/url] male dysfunction pills
ArthurDer –
google viagra dosage recommendations https://pharmacyizi.com/# ed products
Jamesdot –
ivermectin eczema https://stromectoltrust.com/# stromectol 3 mg tablets price
Philliptaiff –
stromectol coronavirus stromectol 12 mg tablets stromectol
Jamesdot –
bret weinstein ivermectin https://stromectoltrust.com/# stromectol for humans for sale
DanielRor –
clomid 25 [url=https://clomidonline.icu/#]cheap clomid[/url] cheap clomid
ThomasThilm –
doxycycline 40 mg generic cost ivermectin cream cost stromectol 12 mg tablets https://edpills.best/# the best ed pills [url=https://edpills.best/#]erection pills viagra online[/url] non prescription ed drugs
DarrellHaf –
best non prescription ed pills ed products erection pills that work
ThomasThilm –
doxycycline 300 mg cheap erectile dysfunction pills online non prescription ed drugs https://clomidonline.icu/# clomid brand [url=https://clomidonline.icu/#]buy clomid[/url] clomid for sale
DanielVog –
buy stromectol [url=https://doxycyclineonline.store/#]doxycycline without prescription[/url] buy doxycycline
DarrellHaf –
ed pills gnc purchase doxycycline cheap doxycycline
DanielRor –
buy clomid over the counter [url=https://doxycyclineonline.store/#]doxycycline without prescription[/url] doxycycline without prescription
DavidSpaph –
best over the counter ed pills https://edpills.best/# best erection pills
ThomasThilm –
doxycycline 50mg tablets buy clomid generic clomid for sale https://drugsonline.store/# medicine erectile dysfunction [url=https://doxycyclineonline.store/#]doxycycline cost[/url] doxycycline 150 mg cost
DarrellHaf –
erectile dysfunction drugs buying ed pills online cheap erectile dysfunction pills
ThomasThilm –
doxycycline cost in mexico best pill for ed erectional dysfunction https://drugsonline.store/# diabetes and ed [url=https://drugsonline.store/#]best drug for ed[/url] remedies for ed
DarrellHaf –
the best ed pill buy doxycycline purchase doxycycline
Isiahnoday –
how can i order prescription drugs without a doctor amoxicillin without a doctor's prescription pain meds online without doctor prescription
AndrewAdata –
32 neurontin buy cipro online ciprofloxacin order online https://diflucan.icu/# diflucan 2 pills [url=https://cipro.best/#]buy ciprofloxacin[/url] purchase cipro
ThomasThilm –
diflucan 150 mg buy online uk generic diflucan 150 mg diflucan prescription https://gabapentin.icu/# neurontin for sale [url=https://erectionpills.best/#]cheap erectile dysfunction pills[/url] erectile dysfunction drug
Isiahnoday –
cvs prescription prices without insurance ed medication online ed pills otc
Michealrok –
diflucan singapore [url=https://erectionpills.best/#]best pills for ed[/url] ed pills that work
Georgeamipt –
buy prescription drugs without doctor https://erectionpills.best/# ed drugs
ThomasThilm –
diflucan cream india ciprofloxacin 500mg buy online buy cipro online https://cipro.best/# cipro [url=https://withoutprescription.store/#]canadian online drugs[/url] ed meds online without doctor prescription
Isiahnoday –
pet meds without vet prescription cipro online no prescription in the usa ciprofloxacin over the counter
Isiahnoday –
prescription drugs without doctor approval buy neurontin neurontin mexico
Michealrok –
diflucan 1 where to buy [url=https://erectionpills.best/#]ed pills gnc[/url] pills for ed
AndrewAdata –
neurontin 1800 mg medication diflucan price diflucan singapore https://withoutprescription.store/# non prescription erection pills [url=https://erectionpills.best/#]ed pills online[/url] how to cure ed
ThomasThilm –
diflucan capsules 100mg neurontin capsule 400 mg neurontin brand name 800mg https://erectionpills.best/# best ed treatment [url=https://diflucan.icu/#]can i purchase diflucan over the counter[/url] diflucan capsule price
Georgeamipt –
buy anti biotics without prescription https://diflucan.icu/# diflucan where to buy uk
Isiahnoday –
legal to buy prescription drugs from canada best over the counter ed pills ed pill
ThomasThilm –
diflucan canada coupon buy cipro cheap ciprofloxacin over the counter https://diflucan.icu/# diflucan tablets [url=https://gabapentin.icu/#]neurontin 200 mg tablets[/url] neurontin 50mg cost
Isiahnoday –
canadian drug diflucan pills for sale buy diflucan pill
EdwardNom –
metformin without prescription canada lasix dosage lasix 40mg
WilliamDof –
benefits of tamoxifen nolvadex estrogen blocker nolvadex price
RickyDWerm –
lipitor pfizer lasix generic furosemide 100mg https://buynolvadex.store/# nolvadex pct [url=https://buylipitor.store/#]can i buy lipitor online[/url] purchase lipitor
EdwardNom –
metformin usa canadian pharmacy tadalafil 20mg online tadalafil prescription
RickyDWerm –
lipitor rx cost tamoxifen depression tamoxifen generic https://buylipitor.store/# lipitor india generic [url=https://buylasix.icu/#]lasix tablet[/url] furosemide 40mg
RaymondNok –
tamoxifen pill https://buylasix.icu/# lasix medication
Robertslolo –
generic zithromax medicine buy doxycycline 100mg pills doxycycline 225 mg
Shelbyabofs –
generic amoxicillin over the counter [url=https://doxycyclineforsale.life/#]buy doxycycline online canada[/url] buy doxycycline capsules
RickyDWerm –
clomid australia online [url=https://prednisoneforsale.store/#]prednisone 30 mg daily[/url] prednisone 20mg tablets where to buy
RaymondNok –
where can i buy zithromax medicine cheap clomid without prescription cost of clomid uk
Michaelvonia –
viagra discount [url=https://sildenafilmg.com/#]viagra for men[/url] viagra over the counter
Jamisoncaump –
price of viagra where to buy viagra cost of viagra https://sildenafilmg.online/# viagra cost per pill [url=https://sildenafilmg.online/#]cost of viagra[/url] online doctor prescription for viagra
Michaelvonia –
buy real viagra online [url=https://sildenafilmg.shop/#]cost of viagra[/url] п»їviagra pills
Jamisoncaump –
cheap viagra online cheap viagra online viagra for men https://sildenafilmg.shop/# viagra without a doctor prescription [url=https://sildenafilmg.shop/#]viagra[/url] viagra over the counter
Michaelvonia –
viagra without a doctor prescription [url=https://sildenafilmg.online/#]viagra online usa[/url] п»їviagra pills
Jamisoncaump –
how much is viagra online doctor prescription for viagra cost of viagra https://sildenafilmg.online/# where to buy viagra [url=https://sildenafilmg.com/#]viagra pills[/url] 100mg viagra
Michaelvonia –
п»їviagra pills [url=https://sildenafilmg.online/#]cost of viagra[/url] viagra cost per pill
ThomasSon –
meds online without doctor prescription [url=https://drwithoutdoctorprescription.com/#]without doctor prescription[/url] comfortis without vet prescription
CameronGak –
best canadian pharmacy online ed prescription drugs anti fungal pills without prescription
StromCib –
ivermectin cream 5% [url=https://stromectolgf.online/#]stromectol 3mg cost[/url] buy ivermectin pills