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Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III
Introduction to Image Processing - Short Course - Part III

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Introduction to Image Processing - Short Course - Part III

  • 1. !! " # $ %& '& !! " ( " ) % * !!) !'+ , # + , $ " - , . / . 0 &. 1 2 ( 3 " 4 % " $ """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . 5 0 + """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 6 70 , 88 9 : 7 *7;0 9 6 7 88 9 * * * <0 = > 0 0 ?9 6 7 ! 88 9 * * = > 0 0 ?9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 0 $ " 0 $ @ ) !A """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" B . C"C" D 6$ ) (7 7$ 8 EE7 F G D 6$ & (7 7$ F H """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * * # 0 0 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" D? >> D9* <0 9FF 00D 6 7 F 6 C"C" I0I0 D 6 70 ,F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * 5 * * """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ** D 6 F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( 5 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 6 7 C"C" B $B $ D 6 F 6 7 6 C"C" 2- 2 62- 2 6D 6 F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ ; J 0 > * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!DF """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * * # 0 0 0 $ , 0 ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" D? >> D9 9FF 00D 6 7 !F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" K $ $ """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 D :8 D ) FF """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" # + ) $ """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 D 6 ) 89 < 9F 00 D 6 7 ) 89B $ 9F 00 D 6 7 6) 89 . 9F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( " 0 > 7 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
  • 2. 6 7 88 B .B . D 7$7$ D 6 @))!AF F 6 7 88 B .B . D 7$7$ D 6 @)) AF F 6 7* 88 B .B . D 7$7$ D 6 @))%AF F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" , 7, 7 D 6 ) 8 **D 6 7 ) 6 7 ) 6 7* F) 89L < 9) ( *89 9) 6 *89K 9F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 D9 0 777777777777 @<MA9F
  • 3. !! " # $ %& '& !! " ( " ) % * !!) !'+ , # + , $ " - , . / . 0 &. 1 2 ( 3 ! " 4 % " 2 5 / 4 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 55 67 78 9 # 0 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 5 / 4 5 7 :; * 7 $ $ 0 < :;* ) :; = """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" :; * >">" !? @!? :;* >">" :; >">" ! :; 5 >">" 6 :; * ) :;* ) :; 8 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 5 / 4 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" :; ( >">" ((6 :; 5 ) AB!? ) *: AB 8 :; ; ( >">" ((6 6 :; 5 8) AB!? ) *: AB 8 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ C D 0 5 * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!68 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" E $ $ 0 # " 5 0 ; B 6 ) ) ) 8 " ( # # 0 ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" :;0 ; A >">" A :;0 ; >">" :;0 ; ;* >">" :;0 ; ;* :;0 ; ; >">" :;0 ; ; , :;0 ; ; >">" :;0 ; ; 0 :;0 ; ; >">" :;0 ; ; :;0 ; >">" 6 :;0 ; ;*) :;0 ; ; ) :;0 ; ; ) :;0 ; ; 8 00 6 AB 6 :;0 ; A ) :;0 ; 8) B :;0 ; 8 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" E # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" :; >">" * A* A6! ) B;F) B;%8 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 67 ( * # ;;;78 2 E G E 9 E 00 6 ((6 :; () :0 B7 :78) B7 G 78 2 G E 9 E 00 6 ((6 :; ; () :0 B7 :78) B7 G 78 H G2 ,, 6 :; 5 ) B7H 5 / 7) * I B ?) 0 *B ) B :; 8 6 ::6 :; 5 8) B7 7) A BJ8 K L9. G 2 9 1 1G 00 6 :; 5 ) B7 5 / G 7) B ::6 :; 5 88
  • 4. 1 2 9E E M 9 1 (( 6*5*5 67N 2 # 78) B ) B ) B%) (B!;J?) B7 %78
  • 5. !! " # $ %& '& !! " ( " ) % * !!) !'+ , # + , $ " - , . / . 0 &. 1 2 ( 3 " 4 % " 5 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 66 78 89 : # 0 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ; <"<" =>0=>0 78 ? = *=>0 89 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ > @ 0 6 * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!79 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" A $ $ 0 # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 ?B 7 ) !99 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 ; ) B8 C 89 ,, 7 ; ) B85 C 8) ( *B8 8) ; *B8A 8) B **7 DD) !'E) !) !D ) ( B DD9) * B8 ;89 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ > @ 0 6 * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!79 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" A $ $ 0 # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 ?B 7%) 99 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" A $ * """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ; - <"<" ((7 ; F) ) !G9 ;2 - <"<" ((7 ; F) ) G9 ;- - <"<" ((7 ; F) ) %G9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 ; - ) B8- H , 89 ,, 7 ; - ) B85 " - H , 8) ( *B8 8) ; *B8A 8) B 8 8) * B8 ;89 00 7 ;2 - ) B8- H 89 ,, 7 ;2 - ) B85 " - H 8) ( *B8 8) ; *B8A 8) B 8 %8) * B8 ;89 00 7 ;- - ) B8- 89 ,, 7 ;- - ) B85 " - 8) ( *B8 8) ; *B8A 8) B 8* 8) * B8 ;89
  • 6. ,, 7 ;- - ) B85 " - 8) ( *B8 8) ; *B8A 8) B 8* 8) * B8 ;89
  • 7. !! " # $ %& '& !! " ( " ) % * !!) !'+ , # + , $ " - , . / . 0 &. 1 2 ( 3 % " 4 % " , , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 55 67 78 9 # 0 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" : ;";" <=0<=0 67 > < *<=0 78 : < , ;";" , ,, , 6 : 8 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ = ? 0 5 * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!68 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" @ $ $ 0 # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 6 >A 6 ) 88 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 6 : ) A7 B 78 ,, 6 : ) A7C B 7) ( *A7 7) : *A7@ 7) A **6 DD) !'E) !) !D ) ( A DD8) * A7 :78 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 6 : < , ) A7 " , , 78 ,, 6 : < , ) A7C " , , 7) ( *A7 7) : *A7@ 7) A **6FF) !E) !GD) !D ) ( A DD8) * A7 :78
  • 8. !! " # $ %& '& !! " ( " ) % * !!) !'+ , # + , $ " - , . / . 0 &. 1 2 ( 3 4 " 5 % " 6 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 66 78 89 : # 0 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ; <"<" =>0=>0 78 ?=>0 89 ; = 6 <"<" ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" @ $ * """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ; - <"<" 66 7 ; A) ) !B9 ;2 - <"<" 66 7 ; A) ) B9 ;- - <"<" 66 7 ; A) ) %B9 * 6 ; = 6A) ) !B <"<" ; - ; = 6A) ) B <"<" ;2 - ; = 6A) ) %B <"<" ;- - """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ > C 0 6 * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!79 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" @ $ $ 0 # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 DE 7 ) 99 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 ; ) E8 F 89 ,, 7 ; ) E8G F 8) ( *E8 8) ; *E8@ 8) E **7 HH) !'I) !) !H ) ( E HH9) * E8 ;89 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * , """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 ; = 6) E8 " 6 89 ,, 7 ; = 6) E8G " 6 8) ( *E8 8) ; *E8@ 8) E **744) !I) !JH) !H ) ( E HH9) * E8 ;89
  • 9. !! " # $ %& '& !! " ( " ) % * !!) !'+ , # + , $ " - , . / . 0 &. 1 2 ( 3 4 " 5 % " - (0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 66 78 89 : # 0 0 66 78 89 : # 0 , ; 66 78 89 : # 0 , ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" < ="=" ;>0;>0 78 ? ; *;>0 89 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( $ " 0 $ @ )!A """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" < ; BB 7 ;$;$ 7 < @))!A9 9 < ; BB 7 ;$;$ 7 < @)) A9 9 < ;* BB 7 ;$;$ 7 < @))%A9 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" < ; BB ;; 7 B ;$;$ 7 < @))!A9) B ;$;$ 7 < @)) A9) * B ;$;$ 7 < @))%A99 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ > C 0 6 * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!79 <; ? ="=" <; ="=" 00 7 ?B 7 <; ? ) <; 99 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 7 < ) B8 D 89 * (0* (0 7 < ; ) B 8E * . 0 - 8) , B ) B 78 8) 8 8) 8* 899 <; ="=" **7 44) !'F) !) !4 ) ( B 449 ,, 7 < ) B8G D 8) ( *B8 8) < *B8E 8) B <; ) * B8 <89 , ;, ; 7 < ) B **7 < ; ) < ; ) < ;* 9) B8G E 8) ( *B8 <8) < *B8E <89 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * # " 0 $ * """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!79 00 7 < ; ) B 8E * . E 8) B **7 < ; ) < ; ) < ;* 9) 0 , B !'9 (!!(!!79 00 7 7 < ;* H < ; I < ; ) B8: $ E * . 8) B **7 < ; ) < ; ) < ;* 9) 0 ,B!') B 7(B"' ) <B% 9) *B 7 B' 999
  • 10. 00 7 7 < ;* H < ; I < ; ) B8: $ E * . 8) B **7 < ; ) < ; ) < ;* 9) 0 ,B!') B 7(B"' ) <B% 9) *B 7 B' 999
  • 11. !! " # $ %& '& !! " ( " ) % * !!) !'+ , # + , $ " - , . / . 0 &. 1 2 ( 3 4 " 5 % " 6 - """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . 7 0 + """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 8 90 , :: ; < 9 *9=0 ; 8 9 :: ; * * * >0 ? @ 0 0 A; 8 9 ! :: ; * * ? @ 0 0 A; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" . * * # 0 0 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" BA @@ B;* >0 ;CC 00B 8 9 C 8 D"D" E0E0 B 8 90 ,C BA @@ B; ;CC 00B 8 9 !C """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 6 $ #$ """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 8 9 D"D" 9F """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" * $ = G 0 @ * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" (!!(!!BC """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 6 $ $ 0 # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 89 < D"D" % 89 D"D" H 00 B <: B 89 < ) 89 CC """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 B; ( * 999;C 8 9 0 D"D" B 00 B 8 CC 8 9 8 D"D" ((B B . 8. 8B 8 ) 8 9 C C C 8 9 * D"D" ((B B ** B 8 C C C 8 9 * D"D" ((B B ** B 8 C C C 8 90 < D"D" ((B B << B 8 C C C 8 9 D"D" ((B B 6 66 6 B 8 C C C 8 9 , D"D" ((B B .,., B 8 C C C 8 9, 8 D"D" ((B B I 8 6I 8 6 B 8 C C C 8 9 , D"D" ((B B , ., . B 8 C C C 8 9 , 0 D"D" ((B B , 0, 0 B 8 )!C C C """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 B; ( * * 999;C 00 B 8 ) :; > ;C 00 B 8 9 0 ) :;1 0 ;C 00 B 8 9 8) :;. 8;C 00 B 8 9 * ) :; * ;C 00 B 8 9 * ) :; * ;C 00 B 8 90 < ) :; < ;C 00 B 8 9 ) :;6 ;C 00 B 8 9 , ) :; "., ;C
  • 12. 00 B 8 9, 8) :;I 8;C 00 B 8 9 , ) :; , ". ;C 00 B 8 9 , 0 ) :; , 0 ;C """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ( * 0 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 00 B; 0 999999999999 J>KL;C
  • 13. Imagem Original Negativo Imagem em Tons de Cinza Histograma da Imagem Original Intensidades Densidade 0 50 100 150 200 250 0.0000.0040.008