基于深度学习的图像标注
合集下载
相关主题
- 1、下载文档前请自行甄别文档内容的完整性,平台不提供额外的编辑、内容补充、找答案等附加服务。
- 2、"仅部分预览"的文档,不可在线预览部分如存在完整性等问题,可反馈申请退款(可完整预览的文档不适用该条件!)。
- 3、如文档侵犯您的权益,请联系客服反馈,我们会尽快为您处理(人工客服工作时间:9:00-18:30)。
& & & &!& !"# $%& ( ) ’*+)
,’( )*+
’*+)
,-
& &!& !"# $%& (
1234
. ***
./0
&! & ! " # ’8 $%& ( )*+ , , & 8
’( )*+
/0123"4
!"#$%Hale Waihona Puke Baidu.
!"#$% (
!"#$% &
!"#$% ’
!"#$% ,
!"#$% ) !"#$% -
567 -!-
X !" 427B#&CS*
!" B#E"h()*
65 * bO ? L e % & j 9 w ? L e %n B4 ZTj[. ! t ^n PC Y ^ [ 2k +e%NQ" In Bh<~Ib 9 wIn B ) l I b 6 = W I~ 6 =W I * "# n b 1-2,345 j 7 M* " Zn 1-2,345 j7 M na # +++ 7 ‘ 9 * 7 \~ | hi > * N 5 KO"jF6l12dy*_‘TO|
#" B#E"h(&C
#$ !" 4272, r4x*-c_‘@bM47HI2:zwl l zn zm *V}‘TO ! ! l "n l "n l#m !# m9 ! !! m Bhn v <‘d:] h !# < !! b ./ # * ‘dn ’ 7 * > s | !# !! 65_ * C < c T r 4 x -c *6 7 >n hF4x*-cn B h 2 WX +, ]e./ * 2 I _ en [D+} v.H B Mw~ ] WX O % ./>‘d AV}‘TOn [$‘V}‘} )DV}‘V/D! ()w|HpQ $ % 5_ e Y ^ I V / $ & 5 V } ‘ O%da* ’ : $ % 7 $ & 5 4 xn Bh@54xb"
$%&’( &))"*&*#") +, !((- .(&/)#)’
)L1 M*-4/3.-4n NO5 @*-4P.*n @51 Q3.-n RLD1S NP3T73n Q5 S+*UP7-4
( V*//747 *0 D+9*?.93*-n 1.-23-4 5-367,839: *0 ;*898 .-< =7/7>*??+-3>.93*-8n 1.-23-4 $&%%$! n VP3-. )
} &~ ‘$|fYfn O3-9*- w =#PjbO?Le%n
Qhi’hQ:Xhi_e|zB7Z*bO?L
cde2k $%&"I%!I&# ~ !-e2k $%&"I%#I$J( ( fghik P99Yk #-:U,C -2+Y9C 7<+C >jkl4k !"c#{-6 $ l "&!%J%KJ m } !"cdj6$ l $%&#]JJ%$KH m } xy2c#{-6$ l ^_$%&#&#$" m } xy25?+0;1 l ^A$%&JH%& m } xy2cdj6$ l &!%$%’H^m <xy2ghuv+,gY%e l ‘R%%J&#%&# m 9:6_ 6mnok _@>( J=k %$J a ’J’""J&$( AI?.3/k UP+8Pb -2+Y9C 7<+C >-
!"# $%&’()*+,-./0123 4%56789-:;<=> 4%?@ABCDE/FG9-HI=>JCKL M()*
} ! " ## ~ e%n /a?ij 7 n 5S Y /U t q V |N
O}EsxbOTj} bO-c Q hi OPh0rm*OPTj/ Q : * ]e _ en = 3m 78 ‘ $|5B }! ~ s x j I ]^ * # w 3 _ e-cn = 3m./j7/ST9\ *‘$|5 B }$~ =#6 7#w3-cuj *j I ./]^n V h - ./ o =/ZW9\|5B }% ~ = # 45 n @ y~ { U F f^*bO U J e %n RS 3 , ./|5 B }&~ & j@$‘bO U J e %n ’ M ./ j 7 v m|5 B }’~ sxF4xbO? L e %n g | ./‘d jk| 5B }( ~ s x bO U J e %n 5 a ST 9 \ v m| 5B })~ s x F v m bO ? L e %n ’ M ./‘d jk|5B }*~ s x bO 9 w ? L e %n g | ./ dj@?*jk|5 B } #+ ~ T @ 9 wu j > ,-./0 e9En h-./‘d|5 B } ## ~ = # 45 # w 3 bO-c}En RS - f { v *8 = _ e| % V > }E<jCbO-c ? L e % * x v hn ! $ KL F4xNO2*_e-cjkHF4xNO2zB _eAf5+zjkn Q ~ E p4 N * 78 ‘$ z @7js-Hh| bg|F4xNO2zB_eA*f5+zj k/=3./E‘d*‘$n 65=#4567F
,! > - n Bh . ) ’ ! ]^./ " * ‘d ’h : Q N H ) 7‘dn ~ . ) ’ % ]^./ " * ‘d ’h z : Q N H ) 7‘d| [ a / () ]^./ " ( >‘d ) A* F ?n ;mNH ) 7‘ddYj_D./*9+bk
#+)
FGH@RIIJ l "KLIMm 6 6 6 6 6 6 6 6 6 6 6 6 6 !+#’ > 4x bO-c * ./‘d }En B66du[. # t^|PCxvY^[2k xyn Pj#‘t./h BJn &jR!]^+zn7r4 ibO?Le%~ x~ 4jn &j<$-c*A2ODE+zzB4x A*f5|
网络出版时间:2016-09-05 14:01:07
B*/C !" 1*C # D+4E $%&"
j % B # & C H X & ^ D
/%&n Z’(n )( *n &"On +7,
( pqrJN- cwz-wn xy pq( $&%%$! )
RSk PrbF|(Ozf9:, R ?./ RS; ’& G Dn M j - T - s ,- z f /.m/i T /U301./|"qWz./2Q+634z# Q / . m / 2 -s z l v U; {|n u5[M ./,K(yl‘lH*5|VWn 3ok!<zsS-0m$6;./,K78n 9lLM:c ;,:#gh}(0Q;,:#;DRn k#,Ktm|y2=n 3ok!;sS-0m$6,K 78gMo;_$6n }(;,:#DRk l & mgM0m;,:#n }({>S-DR~ l $ mgMe eln Z[sS-;e},*|5iR‘$;ZKv+n Rj_^nMN=k#./,K;l‘| TUVk 0m$6~ s,<~ sS-~ ./,K WXYZ[k =;!K&C #&( ( \]^_‘k D( ( \ab[k &"H!IJ#!K l $%&" m %#I%&%HI%"
0+1*/&2* k =P7 *67,TP7/?3-4 .?*+-98 *0 <3439./ 3?.478 *- 9P7 W7X .-< Y7,8*-./ >*?Y+97,8 P.67 9,3447,7< 9P7 ,7Z+3,7?7-9 *0 .- 7007>9367 9**/ 9* ,79,3767 3?.478 *0 3-97,789 +83-4 87?.-93> >*->7Y98C M+7 9* 9P7 87I ?.-93> 4.Y X79T77- /*TI/767/ 07.9+,78 *0 3?.47 >*-97-9 .-< 398 P34PI/767/ >*->7Y9+./ ?7.-3-4 n 9P7 Y7,I 0*,?.->78 *0 ?.-: 7[3893-4 .+9*?.93> 3?.47 .--*9.93*- ./4*,39P?8 .,7 -*9 8* 8.9380.>9*,:C =P38 Y.Y7, Y,*I Y*878 . ?+/93?*<./ <77Y /7.,-3-4 0,.?7T*,G 9* *Y93?.//: 3-974,.97 ?+/93Y/7 <77Y -7+,./ -79T*,G8 Y,7I 9,.3-7< T39P >*-6*/+93*-./ -7+,./ -79T*,G8C =P7 Y,*Y*87< 0,.?7T*,G 7[Y/*,78 . +-3037< 9T*I89.47 /7.,-3-4 8>P7?7 k l 3m/7.,-3-4 9* 0+-7I9+-7 9P7 Y.,.?797,8 *0 <77Y -7+,./ -79T*,G T39P ,78Y7>9 9* 7.>P 3-<363<+./ l 33m/7.,-3-4 9* 03-< 9P7 *Y93?./ >*?X3-.93*- *0 <367,87 ?*<./39378 83?+/9.-7*+8/: 3- . >*P7,7-9 ?*<./39:~ Y,*>788C A[Y7,3?7-98 *- 9P7 15@IWLMA <.9.879 >.- 76./+.97 9P7 Y7,0*,?.->7 *0 9P7 Y,*Y*87< 0,.?7T*,G 0*, ?+/93/.X7/ 3?.47 .--*9.93*-C \3-.//: n 9P7 7->*+,.43-4 ,78+/98 6./3<.97 9P7 7007>9367-788 *0 9P7 Y,*Y*87< ./4*,39P?8C 3(,4"/!1k <77Y /7.,-3-4~?+/93I/.X7/8~?+/93I?*<./8~3?.47 .--*9.93*( ( fYfn Fu./O%*1>n -‘?@Jch -./:b*3: ‘dn V h -N 34./ * Q : qV>LM| Q 4 l 9 \ *v O f 1n R m ./‘d jk I b{P:bD./ j _ 4d ‘ tn B h [\ U S ] e./:b*@y _ en m < W N vO >OP ‘d
<) 2
,tun Nk 9a1}I2SYZ/3
!%E
j45()TOO%45_e2./>‘dA*V }‘| 65 t = F 4 x -c C < ’ M V 2 Y 7 jkk 4}sn -c@454x*4+vln (-c>@4 5_&P8\_eVZi*4+V}‘TO ! l zn zm ~ r4} sn 4 +t Q r 4 x*d @ V Y &4N*4+F4xvlk
< !" =< # 2http://www.cnki.net/kcms/detail/32.1772.TN.20160905.1401.017.html l !"#$%m !"#$%&&’ 网络出版地址: ( ( )*+,-./ *0 1.-23-4 5-367,839: *0 ;*898 .-< =7/7>*??+-3>.93*-8l 1.9+,./ @>37->7 A<393*-m $%&" > ’ : !"#k &%C &#&!$ F 2C >-G3C &"H!IJ#!KC $%&"C %#C %&H
562762
X #" B#E"h(23
6 6 <65*9 wI hn H 4 I} HLI} H~IO by4zIn vbc0z0‘n tQy4zIO"j 4NF()|rWn <tQ9wI<6=WIhn O "j$‘NvrBnb^$‘k(TO| <65 t j 9 w ? L e % hn t Q " Z ./ N i84b !&’ 7 !&’ ~ W 2fn j\m<Y79wH vMpb ( 7 ( < & 7 & n C6b !n " j N 5 7Z H vM@bRStQ o K U tn " j i C 6 @b !" BnZ24 I e %Q OP * f B _ ei ~ # jn m9 wI* j l I ) J = Wn v p 8 H v MN i $ 7 $ n C6b # ~ 4jn @76=W I * "# ) < b % +*’ | <|hi5Kn m < Y 76 = W I *UV ]^ ? p b +8 ’ |
,’( )*+
’*+)
,-
& &!& !"# $%& (
1234
. ***
./0
&! & ! " # ’8 $%& ( )*+ , , & 8
’( )*+
/0123"4
!"#$%Hale Waihona Puke Baidu.
!"#$% (
!"#$% &
!"#$% ’
!"#$% ,
!"#$% ) !"#$% -
567 -!-
X !" 427B#&CS*
!" B#E"h()*
65 * bO ? L e % & j 9 w ? L e %n B4 ZTj[. ! t ^n PC Y ^ [ 2k +e%NQ" In Bh<~Ib 9 wIn B ) l I b 6 = W I~ 6 =W I * "# n b 1-2,345 j 7 M* " Zn 1-2,345 j7 M na # +++ 7 ‘ 9 * 7 \~ | hi > * N 5 KO"jF6l12dy*_‘TO|
#" B#E"h(&C
#$ !" 4272, r4x*-c_‘@bM47HI2:zwl l zn zm *V}‘TO ! ! l "n l "n l#m !# m9 ! !! m Bhn v <‘d:] h !# < !! b ./ # * ‘dn ’ 7 * > s | !# !! 65_ * C < c T r 4 x -c *6 7 >n hF4x*-cn B h 2 WX +, ]e./ * 2 I _ en [D+} v.H B Mw~ ] WX O % ./>‘d AV}‘TOn [$‘V}‘} )DV}‘V/D! ()w|HpQ $ % 5_ e Y ^ I V / $ & 5 V } ‘ O%da* ’ : $ % 7 $ & 5 4 xn Bh@54xb"
$%&’( &))"*&*#") +, !((- .(&/)#)’
)L1 M*-4/3.-4n NO5 @*-4P.*n @51 Q3.-n RLD1S NP3T73n Q5 S+*UP7-4
( V*//747 *0 D+9*?.93*-n 1.-23-4 5-367,839: *0 ;*898 .-< =7/7>*??+-3>.93*-8n 1.-23-4 $&%%$! n VP3-. )
} &~ ‘$|fYfn O3-9*- w =#PjbO?Le%n
Qhi’hQ:Xhi_e|zB7Z*bO?L
cde2k $%&"I%!I&# ~ !-e2k $%&"I%#I$J( ( fghik P99Yk #-:U,C -2+Y9C 7<+C >jkl4k !"c#{-6 $ l "&!%J%KJ m } !"cdj6$ l $%&#]JJ%$KH m } xy2c#{-6$ l ^_$%&#&#$" m } xy25?+0;1 l ^A$%&JH%& m } xy2cdj6$ l &!%$%’H^m <xy2ghuv+,gY%e l ‘R%%J&#%&# m 9:6_ 6mnok _@>( J=k %$J a ’J’""J&$( AI?.3/k UP+8Pb -2+Y9C 7<+C >-
!"# $%&’()*+,-./0123 4%56789-:;<=> 4%?@ABCDE/FG9-HI=>JCKL M()*
} ! " ## ~ e%n /a?ij 7 n 5S Y /U t q V |N
O}EsxbOTj} bO-c Q hi OPh0rm*OPTj/ Q : * ]e _ en = 3m 78 ‘ $|5B }! ~ s x j I ]^ * # w 3 _ e-cn = 3m./j7/ST9\ *‘$|5 B }$~ =#6 7#w3-cuj *j I ./]^n V h - ./ o =/ZW9\|5B }% ~ = # 45 n @ y~ { U F f^*bO U J e %n RS 3 , ./|5 B }&~ & j@$‘bO U J e %n ’ M ./ j 7 v m|5 B }’~ sxF4xbO? L e %n g | ./‘d jk| 5B }( ~ s x bO U J e %n 5 a ST 9 \ v m| 5B })~ s x F v m bO ? L e %n ’ M ./‘d jk|5B }*~ s x bO 9 w ? L e %n g | ./ dj@?*jk|5 B } #+ ~ T @ 9 wu j > ,-./0 e9En h-./‘d|5 B } ## ~ = # 45 # w 3 bO-c}En RS - f { v *8 = _ e| % V > }E<jCbO-c ? L e % * x v hn ! $ KL F4xNO2*_e-cjkHF4xNO2zB _eAf5+zjkn Q ~ E p4 N * 78 ‘$ z @7js-Hh| bg|F4xNO2zB_eA*f5+zj k/=3./E‘d*‘$n 65=#4567F
,! > - n Bh . ) ’ ! ]^./ " * ‘d ’h : Q N H ) 7‘dn ~ . ) ’ % ]^./ " * ‘d ’h z : Q N H ) 7‘d| [ a / () ]^./ " ( >‘d ) A* F ?n ;mNH ) 7‘ddYj_D./*9+bk
#+)
FGH@RIIJ l "KLIMm 6 6 6 6 6 6 6 6 6 6 6 6 6 !+#’ > 4x bO-c * ./‘d }En B66du[. # t^|PCxvY^[2k xyn Pj#‘t./h BJn &jR!]^+zn7r4 ibO?Le%~ x~ 4jn &j<$-c*A2ODE+zzB4x A*f5|
网络出版时间:2016-09-05 14:01:07
B*/C !" 1*C # D+4E $%&"
j % B # & C H X & ^ D
/%&n Z’(n )( *n &"On +7,
( pqrJN- cwz-wn xy pq( $&%%$! )
RSk PrbF|(Ozf9:, R ?./ RS; ’& G Dn M j - T - s ,- z f /.m/i T /U301./|"qWz./2Q+634z# Q / . m / 2 -s z l v U; {|n u5[M ./,K(yl‘lH*5|VWn 3ok!<zsS-0m$6;./,K78n 9lLM:c ;,:#gh}(0Q;,:#;DRn k#,Ktm|y2=n 3ok!;sS-0m$6,K 78gMo;_$6n }(;,:#DRk l & mgM0m;,:#n }({>S-DR~ l $ mgMe eln Z[sS-;e},*|5iR‘$;ZKv+n Rj_^nMN=k#./,K;l‘| TUVk 0m$6~ s,<~ sS-~ ./,K WXYZ[k =;!K&C #&( ( \]^_‘k D( ( \ab[k &"H!IJ#!K l $%&" m %#I%&%HI%"
0+1*/&2* k =P7 *67,TP7/?3-4 .?*+-98 *0 <3439./ 3?.478 *- 9P7 W7X .-< Y7,8*-./ >*?Y+97,8 P.67 9,3447,7< 9P7 ,7Z+3,7?7-9 *0 .- 7007>9367 9**/ 9* ,79,3767 3?.478 *0 3-97,789 +83-4 87?.-93> >*->7Y98C M+7 9* 9P7 87I ?.-93> 4.Y X79T77- /*TI/767/ 07.9+,78 *0 3?.47 >*-97-9 .-< 398 P34PI/767/ >*->7Y9+./ ?7.-3-4 n 9P7 Y7,I 0*,?.->78 *0 ?.-: 7[3893-4 .+9*?.93> 3?.47 .--*9.93*- ./4*,39P?8 .,7 -*9 8* 8.9380.>9*,:C =P38 Y.Y7, Y,*I Y*878 . ?+/93?*<./ <77Y /7.,-3-4 0,.?7T*,G 9* *Y93?.//: 3-974,.97 ?+/93Y/7 <77Y -7+,./ -79T*,G8 Y,7I 9,.3-7< T39P >*-6*/+93*-./ -7+,./ -79T*,G8C =P7 Y,*Y*87< 0,.?7T*,G 7[Y/*,78 . +-3037< 9T*I89.47 /7.,-3-4 8>P7?7 k l 3m/7.,-3-4 9* 0+-7I9+-7 9P7 Y.,.?797,8 *0 <77Y -7+,./ -79T*,G T39P ,78Y7>9 9* 7.>P 3-<363<+./ l 33m/7.,-3-4 9* 03-< 9P7 *Y93?./ >*?X3-.93*- *0 <367,87 ?*<./39378 83?+/9.-7*+8/: 3- . >*P7,7-9 ?*<./39:~ Y,*>788C A[Y7,3?7-98 *- 9P7 15@IWLMA <.9.879 >.- 76./+.97 9P7 Y7,0*,?.->7 *0 9P7 Y,*Y*87< 0,.?7T*,G 0*, ?+/93/.X7/ 3?.47 .--*9.93*-C \3-.//: n 9P7 7->*+,.43-4 ,78+/98 6./3<.97 9P7 7007>9367-788 *0 9P7 Y,*Y*87< ./4*,39P?8C 3(,4"/!1k <77Y /7.,-3-4~?+/93I/.X7/8~?+/93I?*<./8~3?.47 .--*9.93*( ( fYfn Fu./O%*1>n -‘?@Jch -./:b*3: ‘dn V h -N 34./ * Q : qV>LM| Q 4 l 9 \ *v O f 1n R m ./‘d jk I b{P:bD./ j _ 4d ‘ tn B h [\ U S ] e./:b*@y _ en m < W N vO >OP ‘d
<) 2
,tun Nk 9a1}I2SYZ/3
!%E
j45()TOO%45_e2./>‘dA*V }‘| 65 t = F 4 x -c C < ’ M V 2 Y 7 jkk 4}sn -c@454x*4+vln (-c>@4 5_&P8\_eVZi*4+V}‘TO ! l zn zm ~ r4} sn 4 +t Q r 4 x*d @ V Y &4N*4+F4xvlk
< !" =< # 2http://www.cnki.net/kcms/detail/32.1772.TN.20160905.1401.017.html l !"#$%m !"#$%&&’ 网络出版地址: ( ( )*+,-./ *0 1.-23-4 5-367,839: *0 ;*898 .-< =7/7>*??+-3>.93*-8l 1.9+,./ @>37->7 A<393*-m $%&" > ’ : !"#k &%C &#&!$ F 2C >-G3C &"H!IJ#!KC $%&"C %#C %&H
562762
X #" B#E"h(23
6 6 <65*9 wI hn H 4 I} HLI} H~IO by4zIn vbc0z0‘n tQy4zIO"j 4NF()|rWn <tQ9wI<6=WIhn O "j$‘NvrBnb^$‘k(TO| <65 t j 9 w ? L e % hn t Q " Z ./ N i84b !&’ 7 !&’ ~ W 2fn j\m<Y79wH vMpb ( 7 ( < & 7 & n C6b !n " j N 5 7Z H vM@bRStQ o K U tn " j i C 6 @b !" BnZ24 I e %Q OP * f B _ ei ~ # jn m9 wI* j l I ) J = Wn v p 8 H v MN i $ 7 $ n C6b # ~ 4jn @76=W I * "# ) < b % +*’ | <|hi5Kn m < Y 76 = W I *UV ]^ ? p b +8 ’ |