Uploaded by Ifeanyi Anigbogu

PAPER REVIEWS FROM 2020

advertisement
PAPERREVI
EWSFROM 2020
S/
N
TI
TLE
AUTHOR(
S)
PROBLEM THEAUTHOR
WASTRYI
NGTOSOLVE
1.
Aut
omat
i
cDoor
Openi
ngSy
st
em Usi
ng
FaceRecogni
t
i
onwi
t
h
PCAAl
gor
i
t
hm
(
2021)
PhanNhuQuanand
ot
her
s
Todesi
gnanaut
omat
i
c
doorsy
st
em t
hatcan
r
ecogni
zeaut
hor
i
zeduser
s
basedont
hei
rf
acesand
gr
antt
hem access.
MuhammadUbal
eKi
r
u
andot
her
s
I
mpr
ov
i
ng
t
he
r
obust
ness
and
gener
al
i
zat
i
o
noft
he
cl
assi
f
i
er
s
byusi
ng
mor
edi
v
er
se
and
r
epr
esent
at
i
v
edat
aset
s
and
i
ncor
por
at
i
n
got
her
f
act
or
ssuch
ascl
ot
hi
ng,
post
ur
e,
and
occl
usi
on.
Todev
el
opanaut
omat
i
c
Usi
ngan
I
mpr
ov
i
ng
dooraccesssy
st
em t
hat
ext
r
eme
t
he
cani
dent
i
f
yaut
hor
i
zed
l
ear
ni
ng
per
f
or
mance
user
sbasedont
hei
rf
aci
al machi
ne
andst
abi
l
i
t
y
f
eat
ur
esusi
ngasi
ngl
e(
ELM)
oft
heELM
l
ay
erf
eedf
or
war
dneur
al
al
gor
i
t
hm al
gor
i
t
hm by
net
wor
k.
t
ot
r
ai
n
opt
i
mi
zi
ng
t
heneur
al t
he
net
wor
k
par
amet
er
s
wi
t
ha
suchast
he
r
andom
numberof
hi
dden
hi
dden
l
ay
erand neur
ons,
t
he
al
i
near
act
i
v
at
i
on
out
put
f
unct
i
on,
and
ht
t
ps:
/
/
www.
r
esear
chg
at
e.
net
/
publ
i
cat
i
on/
366
692056_
Aut
omat
i
c_
Do
or
_
Openi
ng_
Sy
st
em_
Us
i
ng_
Face_
Recogni
t
i
on_
wi
t
h_
PCA_
Al
gor
i
t
hm
2.
I
nt
el
l
i
gentAut
omat
i
c
DoorSy
st
em basedon
Super
v
i
sedLear
ni
ng
(
2020)
ht
t
ps:
/
/
www.
r
esear
chg
at
e.
net
/
publ
i
cat
i
on/
347
914472_
I
nt
el
l
i
gent
_
Aut
omat
i
c_
Door
_
Sy
st
em_
b
ased_
on_
Super
v
i
sed_
L
ear
ni
ng
3.
Faci
al
Recogni
t
i
onBasedAut
omat
i
cDoor
AccessSy
st
em Usi
ng
Ext
r
emeLear
ni
ng
Machi
ne
(
2020)
Nur
ul
Hi
day
ahAb
Rahmanandot
her
s
METHOD
USED
Usi
nga
camer
at
o
capt
ur
e
t
hef
ace
i
mageof
t
heuser
and
appl
y
i
ng
PCA
al
gor
i
t
hm
t
oext
r
act
t
he
f
eat
ur
es
and
compar
e
t
hem wi
t
h
t
hest
or
ed
dat
abase.
Toi
mpr
ov
et
heef
f
i
ci
ency
, Usi
nga
saf
et
y
,
andmodeof
super
v
i
se
oper
at
i
onofaut
omat
i
c
dmachi
ne
sl
i
di
ngdoor
sbypr
ev
ent
i
ng l
ear
ni
ng
unaut
hor
i
zedaccessbased appr
oach
onagel
i
mi
t
.
t
ot
r
ai
n
cl
assi
f
i
er
s
usi
ng
human
body
measur
e
mentdat
a
col
l
ect
ed
f
r
om a
camer
a.
HOW TO
I
MPROVEI
T
I
mpr
ov
i
ng
t
heaccur
acy
andspeedof
f
ace
r
ecogni
t
i
on
byusi
ng
mor
e
adv
anced
al
gor
i
t
hms
suchas
deep
l
ear
ni
ngor
conv
ol
ut
i
ona
l
neur
al
net
wor
ks.
l
ay
er
.
4.
APr
oposal
f
oranDoor Tat
suki
Ter
ashi
maand
Openi
ngandCl
osi
ng
ot
her
s
I
nt
er
f
aceBasedon
SpeechRecogni
t
i
on
andPoseEst
i
mat
i
on
(
2021)
ht
t
ps:
/
/
www.
r
esear
chg
at
e.
net
/
publ
i
cat
i
on/
366
692056_
Aut
omat
i
c_
Do
or
_
Openi
ng_
Sy
st
em_
Us
i
ng_
Face_
Recogni
t
i
on_
wi
t
h_
PCA_
Al
gor
i
t
hm
Topr
oposeanov
el
i
nt
er
f
acef
orcont
r
ol
l
i
ng
aut
omat
i
cdoor
susi
ng
speechcommandsand
bodygest
ur
es.
t
he
r
egul
ar
i
z
at
i
o
nf
act
or
.
Usi
nga
I
mpr
ov
i
ng
mi
cr
opho t
heusabi
l
i
t
y
near
r
ay
and
t
ocapt
ur
e r
el
i
abi
l
i
t
yof
t
he
t
hei
nt
er
f
ace
speech
by
si
gnal
sof consi
der
i
ng
t
heuser
di
f
f
er
ent
anda
scenar
i
os
dept
h
suchas
camer
at
o noi
se,
est
i
mat
e di
st
ance,
t
hepose
or
i
ent
at
i
on,
oft
he
andmul
t
i
pl
e
user
’
s
user
s.
hand.
Appl
y
i
ng
speech
r
ecogni
t
i
o
nand
pose
est
i
mat
i
o
n
t
echni
que
st
o
r
ecogni
ze
t
he
command
sand
gest
ur
es
oft
he
user
.
Download