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APLIKASI CONTENT BASED IMAGE RETRIEVAL DENGAN FITUR WARNA DAN BENTUK

  • * !" # ! $% "& '()! $ ! !

  ! " ! # $ % # &'' &'( &() " ')'&'

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  4

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  1 ! " !" 6&7# 8 ! " 0" "$ ! 0" +

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  1 1" ! 1 ! 29/ :3#

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  !2 ! (,-!.! 34 -0 - !,0$ #!50 0- 0&!" 63

  

7

  9 !" ! / " " :"! " 29/ :3 6'7 $ ! 0" 1 ? " " "1 $ 1 1" # ;" " 1" ! 1 $ " ! " 0" " 1 ! ! " 0" +

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  1 " !" " 0" + 1 " !" ! 1 $ ! !" # !

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  0"

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  1

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  " " !" 6 7# 9 ! $ 0" " 0 9/ : "$ "$ @$ $ 0 1 " #

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  1 !" 6(7# ; 0" " 0 9/ : ! ! 1" ! "! " 9 "! " ! 0" + 1 1" ! 1" $ " ! ! 1" ! "! " $ 0" "! " 1"

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  2&3

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  2'3

  = ( + + )/3

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  5 E 2 3

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= ∑ ! "#$ , $ '

& % &,%

  ;

  5

  • F E "
  • F E " + 0 " $
  • # /

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  2<3

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  • " !" $ ! $ 0 "1" # " !"

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  • $ 1 $ 0" C/#%"! " " ! C ! ')&)#

  (# " ! $ 0 $ "!" $ " " + " " 0 ! "

  0" 4 " " 1 0 ! 1 "$ " " 1 ! 1 " " " 0" $ ! " + " ! +"# "!" $ ! 0" $ ! 0 "+ "+ " "

  0" = " G#

  ()*)+,-. ().(&)+)/

  HHHHHHHHHHH## 2=3 = ,** ()*)+,-.

  ()*)+,-. ().(&)+)/

  HHHHHHHHHHH## 2G3 12 =

  ,** ().(&)+)/

  ;

  5 5 " 1 $ 0" + !" "

  # 5 " 1 !" " #

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  9/ : " " " 0 "! " 9 :"! " $ 0" :"! " !" $ " 1 " 1 $ 0" C / +# B 1 & "

  4 ! ! ! ! 1 " ! 1 "#

  B 1 &# ; ! 4 " " 1 ! 0" 4 ! " "

  0" + 1 1" "0" ! !

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  ! 5 9 $ 0" ! 9 $ 0" :"! " # 0" + " + " 0 "+ "+ !

  4 1 ! B

  1 '#

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  !" !" " "0$ ! !" " !" $ " !" ! !" # %

  ! "1" &= ! + "! " ! "1" &= !

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  1" &# " 4 9/ : " &

  !-! !-! 6:7 !-054 0/ , 4 0/!""

  &= <. + /" +$ &G / &= <( / ( (( ; &( J "0$ ! &= <)

  " &( '' " &< <(

  ! '' ( & (

  4-!" !-! !-! ;

  1" '# " 4 9/ : ( " &

  !-054 !-! !-! 6:7 0/ , 4 0/!""

  • &= <& /" +$ &G (& / &< <( / (. (= ; &) < J "0$ ! &= <&

  " &= 'G " & ==

  ! ' (= &< (

  4-!" !-! !-! ; <

  ; 0" 4 1" & "! $ 1 $ 9/ : " " ( $ &.#<K (=#<K "

  1" ' $ 0" 4 " $ &.K ((K# 1" # " 4 9/ : " .

  !-054 !-! !-! 6:7 0/ , 4 0/!"" + &< (.

  /" +$ && (& / &. ( / & ( ; < () J "0$ ! '. =

  " & G< " &( (

  ! &( (( & (&

  4-!" !-! !-! ; 1" (# " 4 9/ : $ 0" ( " . !-054 !-! !-! 6:7 0/ , 4 0/!""

  • ' ) /" +$ & '= / ) &( / < &G ; ( ( J "0$ ! ( ''

  " ') =

  " '& & ! '= ()

  '' &=

  4-!" !-! !-! ; =

  ; 0" 4 1" "! $ 1 $ 9/ : " " ( $ '.K 'G#<K "

  1" ( $ 0" 4 " $ &.K ((K# 1" <# " 4 9/ : " .

  !-054 !-! !-! 6:7 0/ , 4 0/!""

  • ' (' /" +$ & ' / ) ) / <' '= ; <G () J "0$ ! (& '=

  " & ( " ') ()

  ! ' ' &G '

  4-!" !-! !-! * ** 1" =# " 4 9/ : ( " . !-054 !-! !-! 6:7 0/ , 4 0/!"" + '. &.

  /" +$ ( &= / <' &' / < &' ; =< < J "0$ ! = &=

  " () ') " '< ')

  ! (< '( ( &(

  

4-!" !-! !-! = > >

  ; 0" 4 1" < "! $ 1 $ 9/ : " " ( $ ('#G)K & # K

  " 1" = $ 0" 4 " $ )K K#

  0, #8("!

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  " &.#<K (=#<K ! "1 ( " 0 ! " &.K ((K ! "1 "

  " ! " 1 :B/ 1 !" "1 ! " 0 ! $ 1 # '# 0" + 1 " " " 0 !

  " '.K 'G#<K ! "1 ( " 0 ! " &.K ((K ! "1 1 " 0" "1

  " " ! " 0 ! $ 0" "1 1 # # 0" + 1 " "

  " 0 ! "1 $ 1 1 ! 0" $ ! "! " " ('#G)K & # K ! "1 (

  " )K K ! "1 #

  0)0 0 ,

  6&7 : # J! # &.. L:" " +" "" 1 + 5 " !" +! " 9 !" !@ / " " :"! " M JJJ +! F 9 + ! !" C "

  "+$ C # % #<# 6'7 +$ # N : # # '))< L " +" + 0 " 00 + ! # 6 7 9$ :# N ! # # ')&' L9 !" ! / " " :"! "

  8

  9 $ 0" " ! " M !" ! +" :" " +$ J "+! + J "+! +

  ! " ! J "" C #& " <# 6(7 D"$ # # J! # '))( L : @9 !" ! / " " :"! " " + 00 + ! M# 6<7 % 4 # ; B 0 # # :# ')&' M " +" J + " + F O ! , !

  8 C 9 0 +" !" "+! ; ! +" 9/ :M !" ! F 9 0 !" 00 + ! C # (' % #'&# 6=7 ! ;# ')&) L " $ 9 ! ; ! M#

  6G7 # '))G L " 1" ! 9 !" ; " " ; + " ; ! 1 " ;" ! @ " M#

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