<p><img alt="" src="https://storage.yandexcloud.net/datasouls-ods/images/2020/04/20/f12929bf-6d89-4e83-8749-7f28999aa9f5/tp.png" /></p>

<h2>Track description</h2>

<p>People use phones and laptop webcams for face identification more and more often, which causes frequent attempts of fooling the ID algorithms. It involves a few different methods: impostors demonstrate printed portrait, or wear it above their face, or simply replay the video from another screen. More information on ways of face ID fraud detection can be found here: <a href="https://habr.com/ru/company/ods/blog/452894/">&quot;Face Anti-Spoofing, or recognize a fraud of a thousand by its face in a technology-savvy way&quot;</a>.</p>

<h2>Quality criteria</h2>

<p>Participants must build a facial fraud detection algorithm using sequences of frames. Submission must contain a Dockerfile that will be used to build a docker container. Evaluation metrics:&nbsp;<code>P(falsealarm) +&nbsp;19&sdot;P(miss)</code>, which equals&nbsp;<code>FP/(FP+TN)&nbsp;+&nbsp;19&sdot;FN/(FN+TP)</code>.</p>

<h2>Prizes</h2>

<p>The prize pool is&nbsp;<b>600&nbsp;000&nbsp;₽</b>! Teams up to 6 participants of any age and citizenship are allowed. The winners get <b>300&nbsp;000&nbsp;₽</b>, second place receives&nbsp;<b>150&nbsp;000&nbsp;₽</b>, and a team placed third is granted&nbsp;with <b>75&nbsp;000&nbsp;₽</b>. There is also an additional Best Solution prize of <b>75&nbsp;000&nbsp;₽</b>, awarded upon the judges&#39; decision. Moreover, everyone making a submit of 0.15 and better is treated with t-shirts from the upcoming first Data Souls merch collection within <b>next week!</b>&nbsp;</p>

<h3>Best solution nomination</h3>

<p>Following the challenge results, the best solution in terms of quality-compactness ratio is awarded a prize of <b>75&nbsp;000&nbsp;₽,</b> based upon the decision of judges:</p>

<ul>
	<li><b>Konstantin Simonchik</b>, ID R&amp;D Inc. (<a href="mailto:simonchik@idrnd.net">simonchik@idrnd.net</a>)</li>
	<li><b>Denis Timoshenko</b>, ID R&amp;D Inc. (<a href="mailto:timoshenko@idrnd.net">timoshenko@idrnd.net</a>)</li>
</ul>

Detect spoofing attack by video frames from face recognition camera

Private

https://storage.yandexcloud.net/ds-ods/files/media/meta_tag/file/12b316f9929b/badge.jpg

description

ID RnD Facial Anti-Spoofing

Container

r.d.vlasov

danil28644

sheh

qovaxx

Starter pack

tetelias

TeamPepeX

itsme

seshufflepyramidalnasnext

vuvko

SVM + LBP = ❤️

stepan

shale

junior must know his place

Ne rabotaet(

ole_lukoje

yaboma

Anotherother

ya slomal

sxdxfan

mishiuss

Erlemar

EvgenyKashin

sccvl

aks.smirnov

grts

munin.evgenii

lucky

smikhai1

tenich & maassa

altreg

lala

lambdaterm

Diyago

mktoid

olgaiv39

vlad.2ru

Worst-_-Man

shirlyuba

soup

It was me, Dio!

mike.edukov

br_bad

KirillZhingalov

costin.romanov

pan.4sf

TheConfessor

yassnda

Score

#	Teams (59)	Score	Last	Entries
1	r.d.vlasov	0.0037792895	4y	33
2	danil28644	0.0060468632	4y	49
3	sheh	0.0136054422	4y	50
4	qovaxx	0.015117158	4y	9
5	Starter pack	0.0173847317	4y	10
6	tetelias	0.0309901738	4y	4
7	TeamPepeX	0.0430839002	4y	18
8	itsme	0.0506424792	4y	67
9	seshufflepyramidalnasnext	0.0778533636	4y	4
10	vuvko	0.1035525321	4y	21
11	SVM + LBP = ❤️	0.1176248277	4y	21
12	stepan	0.1186696901	4y	6
13	shale	0.1360544218	4y	15
14	junior must know his place	0.1413454271	4y	14
15	Ne rabotaet(	0.1443688587	4y	17
16	ole_lukoje	0.1478591437	4y	33
17	yaboma	0.1897203326	4y	10
18	Anotherother	0.2239117869	4y	1
19	ya slomal	0.2252456538	4y	29
20	sxdxfan	0.2418745276	4y	8
21	j_f	0.2456538171	4y	3
22	mishiuss	0.2471655329	4y	9
23	Erlemar	0.2887377173	4y	2
24	EvgenyKashin	0.3088568761	4y	4
25	sccvl	0.3176381664	4y	36
26	aks.smirnov	0.3456049086	4y	2
27	grts	0.357698635	4y	8
28	munin.evgenii	0.3647903606	4y	5
29	lucky	0.3705482193	4y	6
30	emm	0.3731047975	4y	26
31	smikhai1	0.3935129607	4y	3
32	tenich & maassa	0.3968253968	4y	4
33	altreg	0.398803966	4y	12
34	lala	0.4013605442	4y	3
35	lambdaterm	0.410430839	4y	13
36	Diyago	0.424969988	4y	3
37	mktoid	0.470143613	4y	7
38	olgaiv39	0.4839269041	4y	2
39	vlad.2ru	0.4981103553	4y	1
40	Worst-_-Man	0.4981103553	4y	6
41	shirlyuba	0.4981103553	4y	1
42	soup	0.4981103553	4y	1
43	It was me, Dio!	0.4981103553	4y	1
44	mike.edukov	0.4981103553	4y	2
45	br_bad	0.4981103553	4y	1
46	KirillZhingalov	0.4981103553	4y	8
47	costin.romanov	0.4981103553	4y	1
48	pan.4sf	0.4981103553	4y	4
49	TheConfessor	0.4981103553	4y	2
50	yassnda	0.4981103553	4y	2