• Aucun résultat trouvé

Facial Recognition in Video

N/A
N/A
Protected

Academic year: 2021

Partager "Facial Recognition in Video"

Copied!
11
0
0

Texte intégral

(1)NRC Publications Archive Archives des publications du CNRC. Facial Recognition in Video Gorodnichy, Dimitry. This publication could be one of several versions: author’s original, accepted manuscript or the publisher’s version. / La version de cette publication peut être l’une des suivantes : la version prépublication de l’auteur, la version acceptée du manuscrit ou la version de l’éditeur.. Publisher’s version / Version de l'éditeur: Proceedings of International Association for Pattern Recognition (IAPR) International Conference on Audio- and Video-Based Biometric Person Authentication (AVBPA'03), LNCS 2688, 2003 NRC Publications Archive Record / Notice des Archives des publications du CNRC : https://nrc-publications.canada.ca/eng/view/object/?id=684411b0-dbe8-49ea-9737-8699c593d13f https://publications-cnrc.canada.ca/fra/voir/objet/?id=684411b0-dbe8-49ea-9737-8699c593d13f Access and use of this website and the material on it are subject to the Terms and Conditions set forth at https://nrc-publications.canada.ca/eng/copyright READ THESE TERMS AND CONDITIONS CAREFULLY BEFORE USING THIS WEBSITE. L’accès à ce site Web et l’utilisation de son contenu sont assujettis aux conditions présentées dans le site https://publications-cnrc.canada.ca/fra/droits LISEZ CES CONDITIONS ATTENTIVEMENT AVANT D’UTILISER CE SITE WEB. Questions? Contact the NRC Publications Archive team at PublicationsArchive-ArchivesPublications@nrc-cnrc.gc.ca. If you wish to email the authors directly, please see the first page of the publication for their contact information. Vous avez des questions? Nous pouvons vous aider. Pour communiquer directement avec un auteur, consultez la première page de la revue dans laquelle son article a été publié afin de trouver ses coordonnées. Si vous n’arrivez pas à les repérer, communiquez avec nous à PublicationsArchive-ArchivesPublications@nrc-cnrc.gc.ca..

(2) National Research Council Canada. Conseil national de recherches Canada. Institute for Information Technology. Institut de technologie de l'information. Facial Recognition in Video * Gorodnichy, D. June 2003. * published in the Proceedings of International Association for Pattern Recognition (IAPR) International Conference on Audio- and Video-Based Biometric Person Authentication (AVBPA'03). LNCS 2688. pp. 505-514. Guildford, United Kingdom. June 9-11, 2003. NRC 47150.. Copyright 2003 by National Research Council of Canada Permission is granted to quote short excerpts and to reproduce figures and tables from this report, provided that the source of such material is fully acknowledged..

(3)  

(4) 

(5) ! $" #%'&)(+*,-/.102()04345/%7689* :<;>=?A@CBEDBGFH;>IADJ/KLFNM2O+; PRQG;>@2?TS2UVUXWLS2YLZ[:]\^:<YLZ[:RSA_RBVBED`aDbS4:DI9D>M2D!c!dfe gZRh i BVBG?Tj k>kf`a`a`l m+nol FHFpBfl I2QGm>l mfD>k>qrM2=FpBVQVsAktuDmO)\vFHIC\vnbFNM2O+; w xzy{|}9~{> W i O+QGO$FH€LD ? i s2€VFH;JN;>FHmfDJ‚QGOD€V;>I/Soƒ9Dm)„ OM†@A?‡ƒˆsB i OB i O;QVs†;t bn FH€V@9DJzDBVBGOIˆBGFH;>IFNI‡JHFHnbFHIA;QG>DI2FN€V=€SA` i sDI2FH= DJH€LJH;ˆ;>„FHIbBG;ODm i ;B i O)QG€‰ O+s O€lˆW i FN€ŠFH€]BG;rFHJHJH@A€XBVQEDBGO[B i Oa= DFHI1B^`<;?2QG;?4O+QVBGFHO€<FHI1` i FNm i QGOm;>I2FN‹+FNI2;t tuDmO€ŒFHInCFNMCO;!MCFHoO)QG€<t7QG;=ŽFHBG€a€XBEDBGFHmrm;>@2IˆBGO+QG?9DQVB<!QGOm+;>>I2FH‹FHIA!;tt‘DmO€ŒFHI FH= DO€l2’“FpQG€XBfS2B i OLJNDmE„;tTQGO€V;>JH@2BGFH;I†FHInbFNM2O;”FH€ŒDƒ2@AI9M2DIˆBGJpsm;=?4OIA€GDBGOfM ƒˆs•B i O!FHICtu;QG= DBGFH;>Im;=FHIAt'QG;>=–B i O!BGFH=OMCFH=OIA€VFH;>I/l/KLFNM2O;†MADBEDFN€FHI2\ i O+QGOIˆBGJps;t<D•—˜™4š›1œžŒI9DBG@2QGO>l4ŸCOm;I9MoS9nbFNM2O;?CQG;ˆmO€V€VFHIA FH€rD!? i OI2;>=OIAD ;ˆmm+@2QVQGFHIA DJHJ<B i OBGFN=ODQG;>@AIAM¡@A€\rFHI£¢+œž¤¥H¤G¦œžGš>¥]§G˜§E¨v©)›$§GS<DI9M¡= DIˆsªQGO+\ €V@2JHBG€L@AI2QEDfn O+JNFHI2!B i O”FNIˆBVQGFHmfDmFHO€r;t]ƒAFH;JN;>FHmfDJŠnbFH€VFH;>IªDJpQGOfDMCs‡;ƒ2BEDFHI2OfM/loeB B i O”€GD=OBGFN=OS4D€[`OO+«2D=FHI2OrB i O`aDsB i OnCFNMCO;\¬ƒ9D€VOfMt‘DmOQGOm;>IAFpBGFH;>I FH€”D?2?2QG; Dm i OfM¡ƒˆs m;>=?2@2BGO+Qr€VmFHOIˆBGFN€XBG€ST`OI2;BGFHmO!B i DB@A? BGFNJHJ]IA;f`­nCFNMCO; FHI2t7;QG= DBGFN;I!FH€];t7BGOI1@A€VOfM”?9DQVBGFNDJNJps1DIAM$B i O+QGO)tu;QGOaI2;BŠn O+QVsO)®mFHOIˆBGJpsˆl W i FN€ `<;QG„‡DFN=€LDBLƒ2QGFNM2FNI2B i FH€L>D?TlA¯O$M2On O+JN;?•D=1@AJpBGFp\¬m i DI2IAOJot7QED=O+`;QG„ t7;Q nbFNM2O;\vƒAD€VOfMt‘DmO†?CQG;ˆmO€V€VFHIACS]` i FNm i FNI2m;QG?4;QEDBGO€!B i O†Mbs2IAD=FHmm;>=!\ ?4;IAOIˆBr;t<nbFNM2O+;2l/W i O”@2BGFHJHFpB^s‡;t]B i O”t'QED=O+`<;QG„‡FH€r€ i ;`ŒI•;I B i O”O)«AD=?AJHO ;tLMCO+BGOm+BGFHI2ªDI9M¡QGOm+;>>I2FH‹FHIA•t‘Dm+O€$t'QG;>=°ƒAJHFHIA„bFHIA2l¯ i FHJHOMC;>FHIA†B i DB”`O MCO+QGFHn OD1mfDIA;>I2FHmfDJ/QGO?2QGO€VO+IbBEDBGFH;>I†;t‚D$t‘DmOƒ4O€XB[€V@AFpBGOfM tu;Q[B i ORBED€V„4l ± ²³a´“µŽ¶E·¹¸¶Eº”µ‚»¼³·”³a½V¾¿9¶E¿ ”À %u34Á08TÂCÃzĐÁ60C#†ÁŒÅ%u34ÁÆ7*1Â266ÁÇ4&+Á3ÂCÂ0C5oÁŒ0CÈ9&)8oÁŒ#†0AÃG&ŠÉˆÂCÆ'Ê/ÂCÄoÆ7Á[ÃE02Êo(6ÁÓ0CÈ4%'54Ȟ02()#‡ÂbË &)%70C5‚-bÌV5&+8oÁ60252&+ÁÍ9&Œ0bȐ89Êo#‡Âb54ËX0C(+%'Á5A&)Á3ÂbÇ/ÇoÆ'%u6Âb&)%70C5/ÃaÃ)Ê/68†ÂCÃaÃ)Á6Êo()%'&G*Ã)Êo(+ÉCÁ%7Æ7Æ7ÂC5/6Á2Î %'#†#†Á(ÃE%7ÉCÁRÂb5/360CÆ7Æ7ÂCÄT02(+Âb&)%7ÉCÁÁ59É9%'(+0C5/#Á5A&+ÃÎ#ÊoÆ'&)%'ËX#Á>34%uÂÏ2ÂC#†ÁÃÎ602#Ç/Ê4&)Á(EËX89Êo#‡Âb5 %'5A&)Á(+Â26f&+%'025/ÃÎ É9%u34Á0CËX60C54ȞÁ()Á5/6%75oÏ/ÎÉ9%734Á0Âb5o5o0C&+Âb&)%70C5ÂC5/360434%'5/Ï/Î É9%734Á0!%'54Ȟ02()#‡Âb&)%70C5 %7ÃaÂC5/ÂbÆ7*9ÐÁ3Ȟ0C(&+8oÁrÇo(+ÁÃ)Á5/6ÁL0CÈT%754Ȟ0C(+#‡Âˆ&+%'025ÂCÄT02Ê4&ȬÂC6Á>Ã-ˆÑÒÁ(+ÁȞÁ(&+0ÃEÊ/68†Âb5†Âb5TÂbÆ'Ë *9Ã)%uÃÂCÃ1&)8/Á ÓÔCÕÖ•×‘Ø Ù׬Ú2ÖÛÜÔbؐԈÝNÞ ß×ußÂb5T3à&+8oÁ‡Ço(+0CÄoÆ7Á#‡Ã1&+Â26á9Æ'Á>3âÄ9*&+8o%7ÃÂb5/ÂCÆ'*4Ã)%7ÃÂ2à &)8oÁÓÔ2Õ+Öã“ä)ÛÕÖßßבØ9å!ã“ä)ÛCæÝ'Öçßfè Ãa02ÇoÇT0AÃEÁ>3 &+00béË^Æ7%75oÁr%'#‡ÂbÏ2ÁrÇo()046ÁÃ+ÃE%75oÏ/ÎbÂ2Ã%'5‡ÃE&)%7Æ'Æ/%'#‡ÂbÏ2ÁÃΈÉ9%734Á0Ço(+096ÁÃ+ÃE%75oÏ1%7à ÄT02Êo5/3&)034ÁÂCÆoÅ%N&+8•Æ70ˆÅrËXêAÊ/ÂCÆ'%'&G* %7#†ÂCÏCÁ>Ã-Cër8/Á()Á>ÂCÃ)0C5Ȟ0C(a&+8o%uÃ[Âb(+Ár&)8/Á()Á>ÂbÆ'Ëv&+%'#†ÁÂC5/3 Ä/Âb5/3oÅ%739&+860C5/ÃE&)(Âb%75A&+Ê%'#†Ç02Ã)Á30C5 0254Ë^Æ7%75oÁRÉ9%u34Á01Ço(+046ÁÃ+Ã)%'5oÏT-ì[ÉCÁ5Å%N&+8 &+8oÁr%'#‡ÂbÏ2Á 6ÂbÇo&)Êo(+Á”Ã)%'ÐÁ0bȂíbîAï1ÍîAðCïoÎb&)8oÁ%7#‡ÂbÏ2ÁÇo()046ÁÃ+ÃE%75oÏ8/Â2Ã&)0 ĐÁ$3o0C5oÁ025†%'#‡ÂbÏ2ÁÃa0CÈzÁÉCÁ5 Æ'0ˆÅLÁ((+ÁÃ)0CÆ7Ê4&)%70C5ŠÎ‚0C5£Ã)Ê/68ñÂCÃÁÉCÁ5oÆ7*ÜÃ+Âb#†ÇoÆ7Á3óòí2ïˆÍzò>ôCï•%7#‡ÂbÏCÁ>Ã0C(#ǐÁÏCËX3oÁ60434Á>3 Êo5oÁÉ2Á5oÆ7*!Ã)ÂC#Ç/Æ'Á>3õ2öCôˆÍ/ôˆî2ïL%7#‡ÂbÏCÁ>Ì÷'òøX->ù9Ê/68ÂÃEÁÁ#†%75oϔ34ÁúT6%7Á5/6*$0CÈ4ÉA%u34Á08o0ˆÅLÁÉCÁ( ÃE8o02ÊoÆu35o0C&ŒÄTÁÊ/5/34Á(ÃE&)09043Â2Ã<&)8oÁ34%uÃ)Â234ɈÂb5A&+ÂCÏCÁL0bȓÉ9%734Á0!Ço()046ÁÃ+ÃE%75oϔû!Ȟ02(aÆ'Á&ŒÊ/Ã5o0C& Ȟ0C(+ÏCÁ&&+8/ˆ&%'5ñÄo%70CÆ70CÏ2%76ÂbÆ[Ã)*4ÃG&+Á#‡Ã΂Å8o%u68£Âb(+Á‡ÉCÁ(+*âÃ)Ê/66ÁÃ+ÃGȞÊ/Æ[%75ñÇTÁ(EȞ02()#†%75oÏȬÂC6Á ü U^Iý‚QG;ˆm>l9;t‚UXeRýŠZþU^IˆBflA:<;>ICt^l4;I‡eR@AM2FH;\]DI9MKRF'MCO;\vÿD€VOfM†ÿ<FH;=O+BVQGFHm$ý“O)QG€V;>I•eR@CB i OIC\ BGFHmfDBGFH;>IžeTKrÿýoe”‰ g)S9PL@AFHJNMCtu;QEM/SLc!SAŸC?CQGFNI2>O+QV\¬KŠO+QGJNDCS g>g bl.

(6) '% 5¡É9%734Á0ÂC5/ÂbÆ7*4ÃE%uÃÎ2&+8oÁêAÊ/ÂbÆ7%N&G*‡0CȊ%7#†ÂCÏCÁ>ÃR%uÃÂbÆuÃ)0ÉCÁ()*‡Ç090C(rÁÍo6ÁÇ4&LȞ0C(ÂÉCÁ()*‡Ã)#†ÂCÆ'Æ Âb(+Á ûâÄoÊ4&%75/ÃE&)Á>ÂC3 %'&ÃE8/0CÊoÆu3 ÃEÁ()É2Á&+0â34Á#025/ÃE&)(ˆ&)Á†&+8/ˆ&ÂbÇoÇo(+02Â268oÁÃ10C&)8oÁ(&)8/ÂC5 &)8o0AÃEÁ•34ÁÉCÁÆ'02ÇTÁ>3ÒȞ0C(ÃE&)%7Æ'ÆR%'#‡ÂCÏC%75/Âb(+*âÃ)8o0CÊoÆu3 ĐÁ•Ê/Ã)Á3ÒȞ0C(ÉA%u34Á0bËXÄ/ÂCÃ)Á3ÜÇo(+096ÁÃ+ÃE%75oÏTÌV5£0C(34Á(&)0â3oÁÃ)%'Ï25þÃEÊT68£ÂbÇoÇo(+02Â268oÁÃ΂Æ7Á&Ê/à úT(+ÃE& Ȟ046Ê/Ã0C5£&)8oÁª8o%'Á(+ÂC(+689*à0CÈȬÂC6Á Ço()046ÁÃ+ÃE%75oÏ&+ÂCÃ)á4ÃLÇTÁ(EȞ02()#†Á3ª%75 &+8oÁ!ȬÂC6Á1%75¡ÉA%u34Á0†ÂC5/ÂbÆ7*4ÃE%uÃrÂb5/3 &)8/Á5ÃEÁÁ$8/0ˆÅ &)8/ÁÃ)Á &+ÂCÃ)á4ÃÂb(+Á$ǐÁ()Ȟ0C(+#†Á3¡%75ªÄo%70CÆ70CÏ2%76ÂbÆzÃ)*9ÃE&)Á#‡Ã ÁȞÁ()(+%'5/Ï &)0

(7) <%'Ï2Êo()ÁòCÎAÅLÁ1Ã)ÁÁ”&)8/Âb&L&+8oÁ1Æ'0ˆÅrËXÆ'ÁÉCÁÆoȬÂC6Á1Ã)ÁÏ2#†Á5A&+Âb&)%70C5‡&ÂCÃ)á

(8) aùfÎ Å8o%768¡34ÁÂCÆ7ÃRÅ%'&)8ª3oÁ&)Á>6f&+%'5oÏÇ/ÂC(E&Ã[%75•&+8oÁ$%7#‡ÂbÏ2Á”Å8o%u68•Ç0b&)Á5A&)%uÂbÆ7Æ'*‡ÄÁÆ70C5oÏ&)0ȬÂC6Á>ÃÎ Ço()Á>6Á>34ÁÔ&)8oÁȬÂ26Á†34Á&+Á6f&+%'025à&ÂCÃ)á

(9) "ÎzÅ8o%u68âÇoÊ4&Ã1&)02ÏCÁ&+8oÁ($&)8/ÁÇ/%'Á>6ÁÃ10CÈ[%'5oȞ0C()Ë #†Âb&)%70C5ñ34Á&)Á6&)Á>3ñÄ9*

(10) aùÜ&)0â3oÁ6%u34Á‡Å8oÁ&)8oÁ(¡ȬÂ26Á•%uà Ã)ÁÁ5ñ02(5o0b&>-<ù98/0CÊoÆu3ñ¡ȬÂC6Á ÄTÁ 34Á&)Á>6f&)Á>3zÎo&+8oÁÇo(+046ÁÃ+Ã)%'5oφÃ)Å%N&68oÁÃr&+0ȬÂC6Á!&+(+Â26á9%'5oÏ

(11) ëÂC5/3ªÈ¬ÂC6Á1Æ7046ÂCÆ'%7ÐÂb&)%70C5 

(12) -2ÑÒÁ$34ÁÆ'%7ĐÁ(ˆ&)ÁÆ'*#‡Âbá2Á&)8oÁ$34%7ÃE&)%75/6&)%70C5•ÄÁ&GÅLÁÁ5

(13) " ÂC5/3

(14) ë %75‡&+8/ˆ&

(15) <ë Ê/Ã)Áà &)8oÁÇTÂCÃE&Œ%'54Ȟ02()#‡Âb&)%70C5‡ÂbĐ0CÊ4&a&+8oÁȬÂ26ÁÆ7096ˆ&+%'025‚ΈÅ8oÁ(+ÁÂ2Ã

(16) "­3409ÁÌ5o0b& 2Âb5T3ĐÁ&GÅLÁÁ5

(17) <ë Âb5/3

(18) Ò%'5ª&)8/Âb&

(19) <ë 34Á&+Á6&+ÃÂC5ªÂbÇ/Ço()0 Í4%7#‡Âˆ&)Á”ȬÂC6Á1Æ7046Âb&)%70C5‚Î9Å8o%7Æ'Á!

(20) ÒÇo(+0ˆÉA%u34Á>à &)8oÁÁÍoÂ26f&ǐ02Ã)%'&)%70C5 0bÈ$ÂâȬÂC6Áª02(ȬÂ26%uÂbÆLȞÁÂb&)Êo(+Á"vÃ#- è ÆÃEÊ/68ŠÎ

(21)  6ÂC5þĐÁªÊTÃEÁ>3£Èž02( 8/Âb5/3/ÃGË^Ȟ()ÁÁ$60C5A&)(+0CÆ^Î2Å8/%768ª%7ÃLÅLÁÆ7Ɛ%7Æ7Æ'Ê/ÃE&)(ˆ&+Á3 ÄA*†&+8oÁ!$Û&%9ßÖ' $Û ßÖԈß)(âÛ*%9ßÖ,+f&+Á684Ë 5o0CÆ70CÏ2*÷ ô øXÎ Å8oÁ(+ÁÂ2Ã-

(22) ëñ%uÊ#†0C(+ÁRÃ)Êo%'&+ÂCÄoÆ'ÁRȞ0C(<É9%73oÁ0bËVÃ)Êo()É2Á%7Æ'ÆuÂb5T6ÁŒÂbÇ/ÇoÆ'%u6Âb&)%70C5/ÊÅ8oÁ(+ÁCΠȞ0C(r%'5TÃG&Âb5/6ÁCÎo†6ÂC#Á(+ Ȟ0CÆ7Æ'0ˆÅÃrÂȬÂC6Á†÷ õˆøX- è ȑ&+Á(ÂȬÂC6Á$%uÃrÆ7096ÂbÆ7%'ÐÁ3zÎ98o%7ÏC8oË^Æ7ÁÉ2ÁƐȬÂC6Á Ço()046ÁÃ+ÃE%75oφ&+Â2ÃEá4ÃÎ/Ã)Ê/68àÂCÃrȬÂ26Á %u34Á52&+%Nú6ˆ&+%'025

(23) <Ì.fÎTȬÂC6Á#†Á#†0C(+%'Ð>ˆ&+%'025/

(24) 01fÎTȬÂC6Á 6ÆuÂCÃ+ÃE%'úT6Âb&)%70C52

(25) 43 ÂC5/3 ȬÂ26%uÂbÆ[ÁÍ4Ço()Á>Ã)Ã)%70C55ž02(ÁÉCÁ5A&6!()Á>602ÏC5o%'&)%70C52

(26) <ì7 8fÎ6ÂC5£ÄÁ ÇTÁ(EȞ02()#†Á3‚-. 9;:=< >A W i O i FHO+QEDQGm i s;t“tuDmO?CQG;ˆmO€V€VFHIA!BED€V„C€Œ?4O+QVt7;QG=OfMFHIt‘DmOFNInbF'MCO;DI9DJpsC€VFH€l.

(27) ?,@?. ACBDEGFIH5J4F KLM&DONP-DQSRK.

(28) o0CÆ7Æ70ˆÅ%'5oϪ&)8/ÁÅL0C(+á%75Ü5oÁÊo(+0CÄo%70CÆ70CÏ2* ÷ î/Îö øŒÂb5T3âÁ#Ç/%'(+%76ÂbÆa02Ä/ÃEÁ()ɈÂb&)%70C5/Ã$0bÈL8AÊ/#†ÂC5 ÉA%uÃ)Ê/ÂbÆzǐÁ()Ȟ0C(+#‡Âb5/6ÁCÎ4ÅLÁ$úT5/3ª&)8oÁ!Ȟ02Æ'Æ70ˆÅ%'5/Ï(+ÁÃ)ÊoÆ'&+ÃòT$ÕÕU%4ç %4Ý'Ô&V^׬ۈØþÛbÙ ÖäSVvבç‡Ö W‚ër8oÁ†(+ÁÃ)0CÆ7Ê4&)%70C5à0CÈRÉ9%u34Á0¡%'5ÒÄo%70CÆ70CÏ2%76ÂbÆ<ÉA%uÃ)%'025âÃE*4ÃE&)Á#†Ã %7ÃLÆ70ˆÅ ÁÉCÁ()*9Å8oÁ()Á”ÁÍo6ÁÇ4&R%75•&+8oÁ1Ȟ0ˆÉCÁÂ/ÎCÅ8o%u68 %uÃ[&)8oÁ!5oÁ%'Ï28AĐ0C(+8o09043†0bȂ&+8oÁ1ÇT02%'5A&r0bÈ ÉA%uÃ)Ê/ÂbÆaˆ&)&)Á52&+%'025XžúoÍoˆ&)%70C5ÜÇT02%'5A&6f-‚ìaÍo6ÁÆ7Æ'Á52&!É9%7Ã)%70C54ËXÄ/ÂCÃ)Á3à()Á>60CÏ25o%'&)%70C5à%uÃ!ÂC68o%7ÁÉ2Á3 &)8oÁ()ÁȞ0C(+Á‡ÄA*2Îzú/(ÃG&>ΊÊ/Ã)%75oÏàÂb5ñÁZY‡6%'Á5A&ÃEÁÆ'Á>6f&)%7ÉCÁ‡É9%uÃEÊTÂbÆ[Âb&E&)Á5A&)%70C5ñ#†Á68/ÂC5o%uÃE#Âb5/3zÎ ÃEÁ>60C5T3zÎ4Ä9* ÂC66Êo#ÊoÆ7Âb&)%75oÏ&)8oÁ%754Ȟ02()#‡Âˆ&+%'025ª0ˆÉ2Á(L&)%7#†ÁCô4-[fç‡ÔåAÖU\EæԈßÖڕÔ*VVVÖØ]V^׬ۈØÙ>×uß^%/ÔbݓßԈÝH׬ÖؐÕÞIWTÑ 8oÁ5ªÉA%7ÁÅ%75oφÂÃ+6Á5oÁCÎ902Êo(RÁ*CÁ>ÃR3405o0C& Ã)6Âb5%'&$Ço%'Í4ÁƊÄ9*Ço%'Í4ÁÆ^Î/ÄoÊ4&1(+Âb&)8oÁ($Ã+6ÂC5%N&1%'5‚ÎTÅ8/ˆ&1%7Ôá95o0ˆÅ5àÂCÃ$Ã)Â266Â234%u6!#0C&)%70C5‚Î Ȟ()02# 0C5oÁ Ã+ÂbÆ7%7Á5A&ÇT02%'5A&r&)0•ÂC5o0b&+8oÁ(>õo-`_]×uß^%/ÔbÝaßԈÝH׬ÖؐÕÞIWŒù4ÂCÆ'%7Á5A& ǐ0C%75A&+à ÂC()Á&)8/02Ã)Á‡Å8o%768ñ60C(+()Á>ÃEǐ0C5/3â&)0#‡ÂbÍ9%7#Ê/#†Ã 0bÈ 34%7Ã+6025A&)%75AÊ/%N&+%'Á>à %75 Â"#0C&)%70C5‚Î<Ä,60CÆ70CÊ/(Î<6%75A&)Á5/ÃE%'&G* ÏC(ÂC34%7Á5A&Ãaž02()%7Á5A&+Âb&)%70C5£ÂC5/3 ÃEÇ/Âb&)%uÂbƓȞ(+ÁêAÊoÁ5/6*LÂb5/33]r3o%7Ã)Ç/Âb(+%'&G*1¬34ÁÇ4&)8bLÉ ÂCÆ'Ê/ÁÃ0CȊ&)8/ÁÉA%u34Á0†3/ˆ&+Â/î/-[çã/ۈä6VVԈؓÕ+ÖÛEÓªÖÞCÖfßZWìŒ*2ÁÃÂC()Á‡8o%7ÏC8£60C5A&)(ÂCÃE&#†0ˆÉA%75oÏÇ/ÂC(E&Ã0C5ñÂȬÂ26Á•ÂC5/3ñÂb(+Á &)8oÁ()ÁȞ0C(+ÁÉCÁ(+*3o%7ÃE&)%75/6f&+%'É2Á#‡ÂˆÍ4%7#Êo#‡ÃŒ025•Ã)ÂCÆ'%7Á5T6*#‡ÂCÇ/ÌÄoÊ/%'Æ'&R%75†&)8oÁ”ÉA%uÃ)Ê/ÂbƐ60C()&)ÁÍzÎ Âb(+Á Âˆ&)&)Á5T34Á3 Ä9*ñÂb5o%7#‡ÂbÆuÃ!ú/(ÃG&>-4

(29) <%7ÏCÊo(+Á õ/- Â/΂Å8o%u68þÃE8/0ˆÅà 602##†Á(+6%7ÂCÆ'Æ7*Ü ɈÂb%7ÆuÂbÄoÆ7Á Ço%76&)Êo(+ÁÃ]34ÁÃ)%7ÏC5oÁ>3”&+0”6ÂCÇ4&)Ê/()Á&+8oÁ[ˆ&)&)Á52&+%'0250bÈ4%754ȬÂb5A&+ÃÎ%7Æ7Æ'Ê/ÃE&)(ˆ&+ÁÓ&+8o%uÂÇo8oÁ5o0C#†Á5o0C5‚ö4-(%4ÝcV^×d\EÕ#e/ԈØTؐÖÝ[ؐÔ*V%4ä+Ö ÛGÓ!ãä)Û>ÕÖfßßfבØAåW ër8oÁ(+Á•Âb(+Á†ÉCÁ()*ÜÁUY•6%7Á5A& #†Á68/ÂC5o%uÃE#‡Ã%75 Äo(+ÂC%'5ª&)0†Ço(+046Á>Ã)ÃLÁÂ268ª0CȊȞ02Êo(#†Á5A&)%70C5oÁ>3•&G*9ǐÁÃr0CÈ]É9%73oÁ0†%'5oȞ0C(+#†Âb&)%70C5‚Î4Å8/%768¡#†02ÃE& Æ'%7áCÁÆ'*ȞÊo5/6f&+%'025•%75‡Ç/Âb(ÂbÆ7Æ'ÁÆ/Âb5T3†%'5•34%'é“Á(+Á5A&[Ç/ÂC(E&Ãa0bȓ&)8/Á()Á&)%75/ ÂC5/3&)8oÁ$ÁÂb(+Æ7*É9%7Ã)Ê/ÂCÆ 60C()&)%u6ÂCÆaÂb(+ÁÂCÃ-zër8o%uÃ!%7Ã%7Æ7Æ'Ê/ÃE&)(ˆ&+Á3ÜÄ9*&)8oÁ‡ÁÍoÂb#†ÇoÆ7ÁÃ10bȪȞ()02Ï¡6ˆ&+68/%'5oÏÂgf/*à02( ÄoÊoÆ7Ƃ()Ê/5o5o%75oφ0C5Â&)0C(+Á(+0/ío-[Ø]VVÖØ/ßf×dVv׬Öß]Óۈä1ä)ÖÕÛ)åCØ/×dV^׬ۈØhW iÊ/#†ÂC5/ÃR#†ÂCáCÁÊTÃEÁ0CȊ602Æ'02Êo(ŒÈž02(Œ&)8/Á”ÇoÊo(+ǐ02Ã)Á0bȊÃ)ÁÏCË #Á5A&)%75oÏ Â1ȬÂC6ÁCÎb(ˆ&+8oÁ(a&+8/Âb5Ȟ02(a&)8oÁ”ÇoÊo(+ÇT0AÃEÁ0CȐ(+Á60CÏC5/%'Ð%'5oÏ1%'&-" Á602ÏC5o%'&)%70C5†%uÃ&)89Ê/à ÇTÁ(EȞ02()#†Á3•0C5•&+8oÁ1%'5A&)Á5/Ã)%N&G*‡%7#‡ÂbÏCÁ>Ã-ji0ˆÅLÁÉ2Á(>ÎC%'&%7ÃR5o0b&L&)8/Á1%75A&)Á5/ÃE%'&G*‡ÉˆÂbÆ7ÊoÁÃRÅ8o%u68 Âb(+Á1ÊTÃEÁ>3 ÄoÊo&&)8oÁÏ2(+Â234%'Á5A&Î40C(+%7Á5A&+Âb&)%70C5ªÂC5/3ªÈž()Á>êAÊoÁ5/6*•ÉˆÂbÆ7ÊoÁÃr0CÈ]%75A&)Á5TÃE%'&G*Ck9-&$ۈØ,\VÝHבؐÖÔbärÕۈÝ7Û&%4ä]ãoÖä)ÕÖVãbV^׬ۈØbW*iÊo#‡Âb5TÃ]ǐÁ(6Á%'É2Á[602Æ'02Êo(Ê34%uÃ)6()Á&)ÁÆ'*2-l[Ã)*468o0CÇ/8A*4ÃEË %76ÂbƓ&)8/()Á>ÃE8o02Æ73/ÃÃEÁÇ/Âb(ˆ&+Á160CÆ70CÊo(Ã[Å8/%768Âb(+Á1ÇTÁ(+6Á%7ÉCÁ3ªÄ9*•89Êo#‡Âb5/ÃÂ2ÃR&GÅR0‡34%'éÁ()Á5A& 60CÆ70CÊ/(+ÃÎÅ8o%u68Ã)ÊoÏ2ÏCÁÃE&+Â&)8/Âb&Ã)Ê/68”5o0C5/Æ'%75oÁÂC(<60CÆ70CÊo(]()ÁÇo(+ÁÃ)Á5A&+Âb&)%70C58oÁÆ'Ç/Ã]89Êo#‡Âb5/à &)0•Ã)ÁÏC#†Á52&ÂC5/3 #†Á#02()%7ÐÁ1&+8oÁ 602Æ'02Êo(ðo-4mÛ>ԈÝn\RäfבوÖØÒÔ&VoVXÖØ]V^׬ۈØhW è 8o%7ÏC8oË^Æ7ÁÉ2ÁÆ/Ï202ÂCÆvÎAÃEÊ/68ªÂCÃGpEÆ70A02áȞ02([ȬÂ26Á>Ãrq/Î2ÂbÆuÃ)0 ÏC0ˆÉ2Á(+5/à &)8oÁ•02(+3oÁ( 0CÈÃ+6ÂC5o5o%75oÏàÂÃ+6Á5/ÁIŠ8/0ˆÅRÁÉCÁ(!Ï202ÂbÆR34()%7ÉCÁ5ñ34ÁÇoÆ70ˆ*9#†Á5A&0bȈ&)&)Á52&+%'025ñ%7à #Ê/68ÃEÆ70ˆÅLÁ(L&)8/ÂC5ÉA%uÃ)Ê/ÂbƂÃ+ÂbÆ7%'Á5/6*ª34()%7ÉCÁ5ª025oÁIs/ôCïCïbË+ò>ïCïCï #†ÃrÉ4Ôô2ö ËGöbï#†Ãt --uŠÛ>ÕԈÝH×wv>Ô*Vv׬ÛbØ Ùßä)ÖÕÛ+åbØT×dVv׬ÛbØ/-‚ërÅL0¡Ã)ÁÇ/ÂC(+Âb&)ÁÇ/Âb()&+Ã10CÈRÄo(Âb%75â%75â&+8oÁ†É9%7Ã)Ê/ÂbÆa60C()&)ÁÍ Âb(+Á(+ÁÃ)ÇT025/Ã)%'ÄoÆ7ÁȞ0C(Æ7096ÂbÆ7%'Ð>ˆ&+%'025XUp)Å8oÁ(+Áq”ÂC5/3Ü%734Á5A&)%'úT6Âb&)%70C5xUpEÅ8Tˆ&#q&ÂCÃ)á4ÃZsz%75 340C(Ã)ÂCÆRÂC5/3£É2Á5A&)(ÂbÆLÃG&+ÁÂb#‡Ã(+ÁÃ)ÇTÁ>6f&)%7ÉCÁÆ'*2-4 Á602ÏC5o%'&)%70C5þ%7Ã&)8oÁ()ÁȞ0C(+Áª34025oÁˆȑ&)Á(ÂC5 0CÄ yGÁ>6f&R8TÂCÌĐÁÁ5 Æ7046ÂbÆ7%7ÐÁ3‚ÎCÅ8o%u68 Ã)ÊoÏCÏ2ÁÃE&+Ãa&+8/ˆ&L()Á>602ÏC5o%'&)%70C5‡%uÃR3o0C5oÁ%75ªÂ6Âb5/0C5o%u6ÂCÆ 6090C(34%75/ˆ&+Á1Ã)Ç/ÂC6Á!Ê/ÃEÁ>3¡%'5#†Á#†0C(+%7Ð%75oÏ&+8oÁ0CÄyGÁ6f&>è ÃrÅLÁÁÍoÂb#†%75oÁ1&)8oÁÅr *‡È¬ÂC6%7ÂCÆz()Á>602ÏC5o%'&)%70C5ªÇo()02ÄoÆ7Á#‡ÃÂb(+Á!ÂbÇoÇo(+02Â268oÁ3 Ä9*ª602#Ë ÇoÊ4&)Á(•Ã)6%'Á5A&)%uÃG&à ûþë<ÂbÄoÆ7ÁÒòÃ)8o0ˆÅÃ&)8oÁ(+ÁÇ/()Á>ÃEÁ52&ˆ&+%'É2Á•ÅR02()á£3o0C5oÁ¡%'5 &)8/ÁàÂb(+ÁÂz ÅRÁª5o0b&+%76Á &+8/ˆ&&)8oÁ()Á¡%uÃÂÜÄo%7ÏâÏ2ÂCǣĐÁ&GÅLÁÁ5þ&)8oÁ¡År *Ü&+8oÁ¡Ço()02ÄoÆ7Á#‡ÃÂC()Áª()Á>ÃE02Æ'É2Á3 ÄA*Äo%70CÆ70CÏ2%76ÂbƊÃ)*4ÃG&+Á#‡Ã1Âb5/3ÂCÆ'Ï20C(+%N&+8o#†%76ÂbÆ7Æ'*2-/ÀaÁ(+*¡0bȑ&)Á5â8o%7ÏC8oË^Æ7ÁÉ2ÁƂȬÂ26Á Ç/()046Á>Ã)Ã)%75oÏ &+ÂCÃ)á4ÆÂb(+ÁªÇÁ()Ȟ0C(+#†Á3£(+ÁÏAÂb(34Æ7ÁÃ+à 0bÈ$&)8oÁ(+ÁÃ)ÊoÆ'&†0CÈ&)8/ÁÆ'0ˆÅrËXÆ'ÁÉCÁÆ[&ÂCÃ)á9Ã-aër8oÁÉ9%734Á0.

(30) %'54Ȟ02()#‡Âb&)%70C5‡%uÌ0bȑ&+Á5•ÊTÃEÁ>3†Ç/Âb()&)%uÂbÆ7Æ'*žÁ2- ÏT-C025oÆ'*&)8/Á$ÃE&+ˆ&+%76”Ç/Âb()&[02(Œ0C5oÆ7*&)8oÁ$%'5A&)Á5/Ã)%N&G* Ç/Âb()&0bÈ%N&%uÃrÊ/Ã)Á3]Î/Âb5/3ª&+8oÁ(+ÁȞ02()Á15o0b&É2Á(+*‡ÁUY•6%7Á5A&+Æ'*2-. { }2x}|=~>9 e[IbB i QG;>?4;=O+BVQGFHm€<;tTtuDmOr@2€VOfM!BG;1MCOmFNM2O[` i FHm i tuDmFNDJ4QGOm+;>>I2FpBGFN;IBED€V„C€<mfDIƒ4O ?4O)QVtu;QG=OM•FHIdfhg «¡dUg nbFNM2O;CS/DI9MB i O”BvsC?4O€L;t<nbFNM2O; FHI2t7;QG= DBGFN;I¡D?A?2JNFHmfDƒAJHO$t7;QODm i ;t“B i O+€VOrBED€V„b€l tuDmO€VFH‹O  FH= D>O FN= D>Oa FN= D>Oƒ FH= D>O FHI?AFp«COJH€ € >g«" >g  † g«I† g ‚ g«jg „ dfg«/dg ƒ4O+Bv`OO+IO+sˆO+€ †>g g dg ‡ O+s O€VFN‹+O g dg ‡  IA;€VO€VFH‹O dg ‡   €XBGO+QGO;”m;JN;@2Q$=;BGFH;>I QED>M2FHOIˆB ’‚Ÿ ˆ ˆ ˆ = ‰ ‰ ‰Š hZ‹ ‰ ’hŒ ˆ ˆ =  ‰ ‰Š bSŽ U‹,‰ ‰Š AdU6‹ ’zW ˆ ˆ =  ‰ ‰Špd6U‹‰ ‰Š Z‹ ’}‘ ˆ =   ‰Špd^†Z‹ ‰ŠpdU‡6‹ ’}’ŠZ ˆ ˆ =  ‰ ‰ ‰ŠpdfhbSfdU6‹ ’: ˆ ˆ =  ‰Špd6 U‹ ’”“‡k’“U ˆ ˆ   ‰Špd6U‹ ŸbOO=FHIAJpsà€VFN=?2JHFc•AOfM/SzB i OBG;?ÒJHO+t7B ?ADQVB ;tLB i OBEDƒAJHO>SŠFHIÜtuDm+BfSŠn O)QVs`OJHJRM2O€Vm+QGFHƒ4O€!B i O €V?ADBGFNDJŠQGOJNDBGFH;>I2€ i FH?ƒ4O+Bv`OOIªB i O1tuDmFNDJ]tuOfDBG@2QGO€lU^IªB i O!ƒ4;BVBG;= JHO+t7B$?9DQVB;taB i O$BEDƒAJHO>S ‰ ˆ”‰9FHI9MCFNmDBGO€ŒB i DB[t7;QLD!>FHn OIt‘Dm+O$€VFH‹OB i OrBED€V„mfDI†ƒ4OO+«COm@CBGOfM]–/‰ =†‰A€VFH>I2F—•9O€ŒB i DB[B i O €VFH‹OŒFH€‚= DQGFNIADJHJps!DmmO?CBEDƒ2JNOt7;QŠB i O<BED€V„4l ’A;QŠO+«2D=?AJHO>S?CQGOmFH€VOaIA;€VO+\¬ƒ9D€VOM$t‘DmOaBVQEDmE„CFHI2 ž’zW;;ŠpdU‡U‹oFH€]?4;>€V€VFHƒAJHOL;IAJps!Fpt/B i Oat‘DmO[FN€<mJH;>€VO[OIA;@A i BG;B i OŒmfD=O+QEDI– ;Q=;QGOŒ€V?4OmF—•9mfDJHJHsˆS ` i OIªD tuDmO!;ˆm+m@A?2FNO+€DBJHOfD€XB  ;t]B i O”FH= D>O$€V;B i DBrm+;>Ibn O+«b\¬€ i D?4O$;t<B i O”IA;€VO1FH€•9n>O ?2Fp«2O+JN€ŒDBŒJHOfD€XB8‘€VOODJH€V; ’“FN@2QGO)l2W i OrQGO+t7O+QGOIAm+O€[DQGOrFNn>OI†D€ŒD$>@2FNM2Or;IAJpsDI9MDQGOLtuDQ t'QG;>= m;=?AJHO+BGO>l ˜ ™›š$½œo¶Ÿžˆ´] ”³·$·µŠ½ ¡³a´“µ£¢8¤o»´“µŠ¿9¿9¶E·8¥ ¸¶E¿9¶E»[·¹¿2¾¿"œ4µ-¦ o

(31) 0CÆ7Æ70ˆÅ%'5oÏ&)8/Á()Á>ÃEÊoÆ'&+ÃrÇ/()Á>ÃEÁ52&+Á3ª%'5¡&+8oÁÇo(+ÁÉ9%'02Ê/ÃrÃEÁ>6f&+%'025‚Î4ÅRÁ!(+ÁÇo(+ÁÃ)Á5A&É9%73oÁ0†3oˆ& Ê/ÃE%75oφ&+8oÁ ÃEÁ&0bÈa68/Âb5/5oÁÆuÃ602()(+ÁÃ)ǐ0C5/34%75oÏ&)0‡#†0b&+%'025‚Îo602Æ'02Êo(>Î4%'5A&)Á5/Ã)%N&G*¡Âb5/334ÁÇ4&)8b§ %'54Ȟ02()#‡Âb&)%70C5 0CȊÉ9%73oÁ0/-4ìRÂC68 68/ÂC5o5oÁÆT%uÃr()Á>ÃEǐ0C5TÃE%7ÄoÆ7ÁȞ0C(L&+8oÁ1Ã)ǐÁ6%'úT6!Ã)Á&r0bȂ&ÂCÃ)á9ÃRȞ02( Å8o%768Ò&+8oÁ 68/ÂC5o5oÁÆa%uÃ!&+8oÁ•#†02ÃE& ÃEÊo%'&+ÂCÄoÆ7ÁI‚&+8oÁ†&+Â2ÃEá4ÃÂC()Á†ÁÍ4Á>6Ê4&+Á3Ò%'5 &+8oÁ‡0C(34Á(0bÈ &)8oÁ%'(Œ60C#†ÇoÆ7ÁÍ4%N&G*hs>Ȟ(+0C#Ž#†02ÃE&<Æ70ˆÅrËXÆ'ÁÉCÁÆ9025oÁÃ]&)01#†02ÃE&<8/%'Ï284Ë^Æ7ÁÉ2ÁÆ90C5/ÁÃÎ>%75†ÂC660C(3oÂb5T6Á Å%N&+8

(32) <%7ÏCÊo(+Á†ò†ër8oÁÉ9%734Á0!%7ÃaÇ/()046Á>Ã)Ã)Á3ˆ&a&+8oÁòí2ï$Í ò>ôCï$(+ÁÃ)0CÆ7Ê4&+%'025‚-bër8o%uÃa()Á>ÃE02Æ'Êo&)%70C5†ÂbÆ7Æ'0ˆÅÃ<0C5/Á &)0ÒÇTÁ(EȞ02()# É9%73oÁ0âÇ/()046Á>Ã)Ã)%75oÏà%75þ(+ÁÂbÆ'Ë^&)%7#Á¡Âb5/3‚Î<Â2Ã#†Á5A&+%'025oÁ3 ÂbĐ0ˆÉCÁ ÂC5/3þÃ)8o0ˆÅ5 %'5þë<ÂbÄ/Æ'ÁÜòCÎ<%7ÃêAÊo%N&+ÁªÃ)Ê Y•6%7Á5A&Ȟ02(#‡ÂC5A*ÒȬÂ26Á•Ço(+046Á>Ã)Ã)%'5/Ï&+Â2ÃEá4Ã-ŠÌV5£&+8oÁ•Èž02Æ'Æ70ˆÅ%75oÏ ÅRÁà34Á>Ã)6()%7ĐÁ8o0ˆÅ°&+8oÁÃ)Á&+Â2ÃEá4ÕÂC()ÁǐÁ()Ȟ0C(+#†Á3 Ä9*þÊ/Ã)%'5/Ï &)8oÁà#ÊoÆ'&)%'ËX68/ÂC5o5oÁÆÉ9%734Á0 ()ÁÇo()Á>ÃEÁ5A&+ˆ&+%'025‚Îa&+8oÁâ#‡Âb%75­68/ÂCÆ'Æ7Á5/ÏCÁÕ0CÊ4&+Æ'%75oÁ3‚-Lër8oÁâÄo%'5TÂb(+%'Á>Õ0bÈ 02Êo(ªÃ)*4ÃG&+Á# Âb(+Á Â É ÂC%'ÆuÂbÄ/Æ'Á$Ȟ()02#°02Êo(rÅRÁÄ/ÃE%'&)Á!Ȟ02(ÇoÊoÄoÆ7%u6!ÁɈÂbÆ7Ê/ˆ&+%'025‚ W i OMCO?2B i m i DIAI2OJ‘S2` i FNm i m;=?A@CBGO€aB i OMCFN€V?ADQGFpB^sFHI2t7;QG= DBGFH;I•DI9M` i FHm i FN€[@A€VOMFHI Špd^†‹žSAFN€[IA;BŒ@A€VOfMFNIB i Or?CQGO€VOIˆB[?9D?4O+Qfl.

(33) D  ƒ  9;:=< ¨/ ’ADmOŒ€VO=OIˆBEDBGFH;>I/SbM2O+BGO+m+BGFH;>ITS>BVQEDmE„CFHI2DI9M1QGO+m;>IAFpBGFH;>I@A€VFHIArB i O[=$@AJpBGFp\¬m i DIAI2OJ ‘FHIˆBGOI2€VFHBvsˆSm;JH;>@2Q†DIAM£=;BGFH;>I nbFNM2O;QGO?CQGO€VOIˆBEDBGFH;ITj[DBB i QGOO MCFHoO)QGOIˆBQEDIA>O+€žD! B i O1JND€XBQG;f` € i ;f`Œ€B i O”QEDI2>O DB` i FHm i ƒAJHFHIA„ M2O)BGOm+BGFH;>I¡DI9M•IA;€VO1BVQEDmE„bFHIAƒ4O+m;>=O1DQGO BVQGFH>O+QGOfM–oDBRB i OmJH;€VO”QEDIA>O$Dt'BGO+QD!?4O)QG€V;>I‡ƒAJHFHIA„>OfM‘ƒ ]Dt'BGO+QD1tuDmO”FH€LJH;ˆmfDJNFH‹OM/SoFpBLFH€ QGO+m;>IAFH‹OfM1@2€VFHIAŒB i O<mDIA;IAFHmfDJjU†«Z†LtuDmO]QGO?2QGO€VO+IbBEDBGFH;>ITl ŸCO+ODJH€V;WDƒAJHOLdDIAM$’“FH>@CQGOCl © PbªPbLM¬« B4FJ4JDjª/­ŸP]M®QDj¯b°DjJhKF K RPbJ±FJ4N²NDK D«IKRP,J7@ 3R0CÆ70CÊ/(àÇo(+0ˆÉA%u34Á>Ã&)8/Á ȬÂCÃE&)ÁÃE&RÂC5/3‡Ã)6ÂbÆ7Á%'5T34ÁǐÁ5/3oÁ5A&RÅr * 0bȂ34Á&)Á>6f&)%75oÏÂ60CÆ70CÊ/(ŒÃEǐÁ6%NúT60CÄ yGÁ>6f&-

(34) o02(RÃ)0C#†Á %'5/Ã)Á6&+ÃLÂb5/3 Âb5o%7#‡ÂbÆuÃÎA60CÆ70CÊ/([%uÃRÂCÆ7Ã)0&)8/Á”#†02ÃE&L3402#†%'5/ÂC5A&LÃ)0CÊo(6Á0CȂ%'5oȞ0C(+#†Âb&)%70C5OvÃEÁÁ ù9Á6&)%70C5 òf-<ÌV5ñ&)8oÁ¡6Â2ÃEÁ•0CÈȬÂC6ÁÃΊ%'&%uÃ&+8oÁ¡Ã)á9%'5£60CÆ70CÊo(&)8/Âb&34%uÃ+6(+%'#†%75/ˆ&+ÁÃ&+8oÁ#ër8AÊTÃrÅRÁ!Ê/Ã)Á!&)8oÁ 60CÆ70CÊo(68/ÂC5o5oÁƓ&)0†Ço(+0ˆÉA%u34Á$&)8oÁ%75o%'&)%uÂbƂÁ>ÃG&+%'#‡Âb&)ÁÃLȞ02(r&)8oÁ!ȬÂ26ÁÃ)%'ÐÁ Âb5/3âÆ'046Âb&)%70C5‚-“ÌXȌ&+8oÁ†ÁÃE&)%7#‡Âˆ&)Á>3ȬÂ26Á†ÃE%7ÐÁ%7Ã1Äo%7Ï¡Á5o02ÊoÏC8Ȟ02(!0b&)8/Á(!68/Âb5o5/ÁÆuÔ&+0ªÄÁË 60C#†Á†ÂbÇoÇ/Æ'%u6ÂCÄoÆ'Áû()ÁȞÁ(1&)0ë]ÂCÄoÆ7Á¡ò2ΐ&)8oÁ5â&+8oÁȬÂC6Áǐ02Ã)%N&+%'025â%uÃ1ȞÊo(E&+8oÁ(!(+Áú/5/Á3àÄ9* Ê/ÃE%75oÏ&)8/Á#0C&)%70C5Âb5T3 %75A&)Á5TÃE%'&G*ª68/ÂC5o5oÁÆ7Ãè 6(+%'&)%u6ÂbÆ<ÃG&+ÁÇà%75&+8o%7Ã1ÂbÇ/Ço()0AÂC68%uÃú/5T34%'5/Ϫ•60CÆ70CÊo(1ÃEÇ/Â26Á %75àÅ8o%u68à•(+ÁÆ7%uÂbÄoÆ7Á 60CÆ70CÊ/(RÃ)áA%75 #†0434ÁƓ6Âb5•ÄÁ1ÄoÊo%7ÆN&>- è ȑ&)Á(LÁÍoÂb#†%'5/%'5oÏÃEÁÉCÁ(+ÂCÆT602Æ'02Êo(RÃ)Ç/Â26ÁÃÎA%'5/6Æ'ÊT34%'5/Ï i$ù9ÀŽ÷'òõˆøXÎ ³!3RÄb3R(÷—k>øXÎ ÅRÁR8/ ÉCÁRȞ0CÊo5T3&)8Tˆ&&)8oÁLǐÁ(6ÁÇo&)Ê/ÂCÆ'Æ7*Êo5o%'Ȟ0C(+# 602Æ'02Êo(<Ã)*4ÃG&+Á# ´3rù]†÷ ôCïˆøaÇTÁ(EȞ02()#‡Ã$&)8/Á‡ÄTÁ>ÃG&>ÎzÅ8o%768 602#†ÁÃÂCÃ!ÂC5Ü%75A&)Á(+ÁÃE&)%75oÏ¡()Á>ÃEÊ/ÆN&>΂ÃE8o02ÊoÆu3àÅLÁ ()Á>6ÂbÆ7ÆA&)8/Âb&a&)8oÁµ´¶3rùÃ)Ç/Â26ÁL%7Ã02Ä4&+ÂC%'5oÁ>3 Ȟ(+0C# &)8oÁ .¶·£Ã)Ç/ÂC6ÁRÄ9* 5/0C5oÆ7%'5/ÁÂb(#‡ÂbÇ/Ço%'5/Ï Ä/ÂCÃ)Á3­0C5 &+8oÁÒÁ#†Ço%7()%u6ÂCÆ!ÃE&)ÊT34* 0C5 Ç/ÃE*468o02Ço89*4ÃE%u6ÂCƔ&+8o()Á>ÃE8/0CÆu3oà0CÈ89Êo#‡Âb5 60CÆ70CÊ/( ÇTÁ(+6ÁÇ4&+%'025vù9Á>6f&)%70C5ñòf-b

(35) o0C(”&)8o%uÔ60CÆ70CÊo($ÃEÇ/Â26Á2ÎoÅRÁÄoÊo%7Æ73¡&+8oÁÃ)á9%'5#†0434ÁÆ<Ä9* Ê/Ã)%'5/Ï &)8oÁL#†0b&)%70C5oË^Ä/Â2ÃEÁ>3!Á*2Á[Æ7096ÂbÆ7%'Ð>ˆ&+%'025 Âb5/3 60C59ÉCÁÍ9ËXÃ)8/ÂbǐÁa5o0AÃEÁ[&)(ÂC6á9%'5/ϔ34ÁÃ+6(+%7ÄTÁ>3Æ7Âb&)Á( %'5&)8oÁRÇ/ÂbǐÁ(>->ër8/ÁÃ)ÁŒ&)Á>68o5o%uêAÊoÁÃ]Ço(+0ˆÉA%u34Á[ÂC5 ÁUY•6%'Á52&År *$0CÈoÆ'Á>Âb(+5o%'5/Ï&)8oÁrÃ)áA%75 #†0434ÁÆ 0C54Ëof/* Ä9*60C#†ÇoÊ4&+%'5/Ï!&)8oÁ60CÆ70CÊo(a8o%uÃE&)0CÏ2(+ÂC# Âb(+0CÊo5T3 &+8oÁÁ*2ÁÃaÂb5T3&+8oÁ5o0AÃEÁr&+%'ǂ-2ër8o%7à %7Ã$ÁÃ)ÇTÁ>6%uÂbÆ7Æ'*8oÁÆ'ÇoȞÊoÆ<Ȟ0C(!6Âb#†Á(+Â2ÃÎ/Ã)Ê/68âÂ2Ã)´1ù · ÅLÁē6Âb#‡ÃÎ/Å8o%u68à8/ É2ÁÂCÊ4&)02#†Âb&)%u6 60CÆ70CÊ/(rÂ23yGÊ/ÃE&)#†Á5A&>ë[*9Ço%u6ÂCÆ[(+ÁÃ)ÊoÆN&Ã0CȔÃEá9%75þÃ)ÁÏC#†Á52&ˆ&+%'025þÂb5/3þÃEá9%754Ë^ÄTÂCÃ)Á3ÒȬÂC6Áª34Á&)Á>6f&)%70C5¸¬Ã)8o0ˆÅ5 Ê/ÃE%75oÏâÂÏ2()ÁÁ5ñ6%7(6Æ7Á ÂC()Á‡Ï2%'É2Á5 %'5

(36) <%7ÏCÊo(+Á•õo-]ÌX&Ã)8o0CÊoÆu3 ĐÁ•5o0b&+Á3Ò&+8/ˆ& &+8oÁ(+Á ÃE&)%7Æ'Æ #%7ÏC8A&!ÄTÁ†02Ä yGÁ6&+Ã1Ço(+ÁÃ)Á5A&$%75â&+8oÁú/ÁÆu3â0CÈ[É9%'ÁÅ Ã)Ê/68ÜÂ2Ã$ÅrÂbÆ7ÆuÃÎTȞ0C(!%75/ÃG&Âb5/6ÁCΓÅ8o%u68 8/ ÉCÁL&)8/Á”Ã)ÂC#†Á60CÆ70CÊ/(ŒÂCÌÃ)á9%'5‚-2ër8oÁÃ)Á0CÄ yGÁ>6f&Ãa8o0ˆÅLÁÉCÁ(%'5‡#†02ÃE&[6Â2ÃEÁ>ÃaÂb(+ÁÃG&ˆ&+%76ÂC5/3 6Âb5ª&)8/Á(+ÁȞ0C(+Á!ÄTÁ!úTÆN&+Á(+Á3¡0CÊ4&Ä9*•Ê/Ã)%75oφ&)8oÁ#†0C&)%70C568/Âb5o5/ÁÆ^-.

(37) ¹ P]K RPbJº«B4FJJ4Djª­oP,M5°P,KRPbJºN4DKDj«*K RPbJ»@ 0à0b&)%70C5­%'54Ȟ02()#‡Âb&)%70C5 ÇoÆu *4ÕÂb5 ÁÍ9Ë &)(+Á#†ÁÆ7*þ%7#†ÇT02(E&Âb5A&•()02Æ'Á%75 É9%734Á0 Ço()046ÁÃ+ÃE%75oÏ/ÎaÅ8/%768ó%uÕÃEÁÁ5 Ȟ(+0C# &+8oÁàÉ2Á(+*ñȬÂC6& &)8/Âb&”6Á()&+ÂC%'5ÂC#Ç/8o%'Ä/%7ÂC5/Ã340‡5o0C&”ÃEÁÁ Âb5¡0CÄ yGÁ>6f&”ˆ&”ÂCÆ'ƊÊo5oÆ7ÁÃ+Ã%N&#†0ˆÉ2ÁÃ!vù4Á6f&+%'025 ò fër8oÁ¡3oÁ&)Á>6f&+%'025þ0bÈ#†0C&)%70C5þ%75 6ÂbÇ4&+Êo(+Á3ñÉ9%u34Á0Ü%7Ã5o0C&†Ã)%'#†ÇoÆ7Á¡8o0ˆÅRÁÉCÁ(--·LÁ>6ÂbÊTÃEÁª0bÈ &)8oÁ†5o02%7Ã)ÁÇ/()Á>ÃEÁ52&!%75à&)8/Á%7#‡ÂbÏ2ÁCΐ&)8oÁ‡ÂC#02Êo5A&10CÈ[Å8o%u68Ü%uÃ1ÁÃ)ÇTÁ>6%uÂbÆ7Æ'*ÆuÂb(+ÏCÁ%'5ÒÆ70ˆÅrË ê2ÊTÂbÆ7%N&G*‡6ÂC#†Á(ÂCÃΈ&)8oÁ1ÃE%7#†ÇoÆ7Á”Èž(Âb#†Á”34%'é“Á(+Á5/6Á$602#†#025oÆ7*Ê/Ã)Á3‡&)03oÁ&)Á>6f&68/Âb5/ÏCÁ%75 Âb5 %7#‡ÂbÏ2Á$#‡Â *‡5o0C&ÂCÆ'År *4ÌĐÁ!Ê/ÃEÁ>3z- è 5/0b&)8/Á(r()Á>ÂCÃ)0C5•5/0b&r&)0Ê/Ã)Á$Ȟ(Âb#†Á!ÃEÊ/Ä4&)(ÂC6&)%70C5 Ȟ0C(”#†0C&)%70C5â34Á&)Á>6f&)%70C5â%7Ô&)8/Âb&$%'&13409Á>Ã5o0C&134%uÃG&+%'5/ÏCÊo%uÃE8à&)8oÁ68/Âb5oÏ2ÁÃ$34ÊoÁ &+0•Æ7%'Ï282&+%'5/Ï 68/Âb5oÏ2Áà ¬Â2Ã!Å8oÁ5 ÃEÅ%'&+68/%'5oϪ&)8/Á‡Æ'%7ÏC8A&+Ã1025ÜÂb5T3â0CÈ#$Ȟ()02# &)8oÁ‡68/ÂC5oÏCÁ>Ã!34ÊoÁ&)0¡&)8/Á #0C&)%70C50CÈ02Ä yGÁ6&+Ã-Tër8o%uÃ%uÃÅ89*¡%'502(+3oÁ(&+0 34ÁÃ)%7ÏC5à†#†0b&+%'025à34Á&+Á6f&+0C(”&)0CÆ7Á(Âb5A&&+0 5o0C%uÃEÁ•ÂC5/3Ò%'Æ7Æ7Êo#†%'5/Âb&)%70C5£68/ÂC5oÏCÁ>ÃÎzÅLÁ‡Ê/Ã)Á•Â5o0C5oË^Æ7%'5/ÁÂb( 68TÂb5oÏ2Á†3oÁ&)Á>6f&+%'025Ò#†Á&)8o043zÎ ÂC660C(34%75oÏ!&)0Å8o%768•ÂÇo%'Í9ÁÆT%uÃ[60C5/Ã)%u34Á(+Á3&+08/ É2Á68/Âb5oÏ2Á3†025oÆ'*%'Ȃ&)8oÁ1Âb(+ÁÂÂC()02Êo5/3 &)8oÁLÇo%'Í9ÁÆvÎ 6ÂCÆ'Æ7Á3&)8oÁrÃEÊ/ÇoÇT02(E&Âb(+ÁÂ/Î8/Â2Ê68/ÂC5oÏCÁ>35o0C5oË^Æ7%'5/ÁÂb(+Æ7*C- ,$5/Á[År *$0CÈ/34Á&+Á6f&+%'5/Ï ÃEÊ/68¡Â 5o0254ËXÆ'%75oÁÂC(L68TÂb5oÏ2Á”%uÃ[&+060C#†Ç/ÂC()ÁÉ2Á6&)0C(ý¼¾;¿ÁÀ Â,ÃÄ ¾^Å1ÂC5/3¼¾ÇÆ ¿ÈÀÂbÃÇÄ ¾ÇÆ Å2Î É ¿ ò"ÊwÊ=Ê Ë 6(+ÁÂb&)Á>3£Èž(+0C# &+8oÁÇo%'Í4ÁÆ%75A&)Á5TÃE%'&)%7ÁÇ%75 &)8oÁàÃ)ÊoÇoǐ0C()& Âb(+ÁÂÜ0b§ È!Ço%'Í4ÁƵ § %75 Ȟ(+ÂC#Á>ÃÌ6¾RÂC5/3gÌU¾ÇÆ § Î4(+ÁÃ)ǐÁ6f&+%'É2ÁÆ7*C-9ÌXÈ<&)8oÁ>ÃEÁ!ÉCÁ>6f&+0C(ÃRÂC()Á!602Æ'Æ7%'5/ÁÂb(>Î9#†ÁÂb5/%'5oÏ&)8Tˆ&&)8/Á %'5A&)Á5/Ã)%N&G*•68/ÂC5oÏCÁ$ÅLÂ2ÃLÆ'%75oÁÂC(Î2&)8TÂb5ª&)8oÁ()Á1ÅLÂ2Ã[5/0#†0b&+%'025ª02Ä/Ã)Á(+ÉCÁ3†%75¡Ço%NÍ4ÁÆbÂ]-T,”&)84Ë Á(+Å%7Ã)ÁCÎ9Ço%'Í4ÁÆ}Â%7Ãr60C5/Ã)%73oÁ(+Á3‡&+0†8/ ÉCÁ168/Âb5oÏ2Á3ª34ÊoÁ1&)0#†0b&)%70C5Š-T,”&)8oÁ(L#†02()Á1()02ÄoÊ/ÃE& ÅL *4ÃL0bÈa34Á&+Á6&)%75oχ†5o0C54ËXÆ7%'5oÁ>Âb(r%752&+Á5/Ã)%'&G* 68/Âb5/ÏCÁ6ÂC5ªÄÁ!Ȟ0CÊo5T3ª%75ñ÷ íbø^ër8oÁ‡#†0b&)%70C5ñ68/ÂC5o5oÁƌ%7ÃÊ/Ã)ÁȞÊoÆ[Ȟ0C(34Á&)Á>6f&)%75oÏ&+8oÁ•ÃE&+ˆ&+%76•Ä/ÂC6á9ÏC(+0CÊ/5/3zΓ&)(ÂC6á9%75oÏ &)8oÁ #†0ˆÉ9%75oφ0CÄ yGÁ>6f&+Ô ÅL *†Èž(+0C#°&)8oÁ 6Âb#†Á(Âo-4ÌX&”%uÃÂCÆ7Ã)0†Ê/ÃEÁ>3ˆ&$6Æ'0AÃEÁ!(Âb5oÏ2Á$Ȟ02(Á*2Á Æ'046ÂCÆ'%7ÐÂb&)%70C5‚-

(38) <%7ÏCÊo(+ÁÃôÃ)8o0ˆÅÃL&)8oÁ(+ÁÃ)ÊoÆ'&+ù P]K RPbJ/« B4FJ4JDjª;­ŸP,MCDH,DgªP”«"FªRÍIF K RPbJ»@ i”Êo#‡Âb5/Ã[8/ ÉCÁL&)0ÄoÆ'%75oá%'5‡02(+3oÁ(a&+0áCÁÁÇ &)8oÁ%'(Á*CÁÃ1#†0C%uÃE&-‚ër8o%uÃÎzÂ2Ã!#Á5A&)%70C5oÁ>3à%75ñù4Á6f&+%'025þò2Îz#†ÂCáCÁ>Ã$Á*CÁ>Ô&+8oÁ†#†02ÃE&Ã+ÂbÆ7%7Á5A& ȞÁˆ&+Êo(+ÁÃ!%75 ÂÃ+6Á5oÁC-”·LÁ>ÃE%u34ÁÃÎz&+8oÁ‡Á*2ÁÃ!ÄoÆ7%'5/áÜÃ)%'#ÊoÆN&Âb5oÁ0CÊ/Ã)Æ7*C-‚ër8o%uÃÇo(+0ˆÉ9%734Á>Ã1ÁÉCÁ5 Âb5ªÂ23o34%'&)%70C5/ÂCÆTÇ/%'Á>6Á!0bȊ%754Ȟ02()#‡Âˆ&+%'025•Å8o%u68 #‡Âbá2ÁÃRÁ*2ÁÃLÂb5/3zÎ460C5/Ã)ÁêAÊoÁ52&+Æ'*2ÎA&)8oÁ$ȬÂC6Á ÁÂCÃ)*Ò&)0ÜÆ'046ÂCÆ'%7ÐÁ¡Âˆ&†6Æ702Ã)Á (Âb5oÏ2ÁC-Î0b&#Ê/68 ÅR02()áÒ8o0ˆÅLÁÉ2Á(Ã)ÁÁ#†Ã&)0ÒĐÁ¡34025oÁ 025 #†ÂCá9%'5oÏ Ê/ÃEÁ0bȌÃEÊT68àÂb5àÂC3oÉ ÂC5A&+ÂbÏ2Á!0bÈaÁ*2ÁÃ-, Á>6Á5A&&GÅL0•Ã)Êo()É2Á*4Ã025ȬÂC6Á34Á&+Á6f&+%'025 ÷ t Îòïbø]#†Á5A&+%'025à0C5oÆ7*0C5oÁÇ/ÂbǐÁ(†÷ ô4òø<Å8o%u68âÊ/Ã)ÁÃ$ÄoÆ7%'5oá9%75oϕȞ02(”ȬÂ26ÁÆ'046ÂCÆ'%7ÐÂb&)%70C5‚-TÌV5 &)8/Âb&ÇTÂbǐÁ(8o0ˆÅLÁÉCÁ(Î>ÂCÃ<ÅLÁÆ7Æ9Â2Ã<%'50b&)8/Á(ÃL÷ ôCôˆø^Î>&+8oÁLȬÂC6ÁL%uÃ<Â2Ã)Ã)Êo#†Á3 &)01ÄTÁÃE&+Âb&)%70C5oÁ()*2Î Å8o%768%uÃÂ&)(+%'É9%uÂbƂÃ)%N&+Ê/ˆ&+%'025¡5/0b&ÃEÊ/%N&ÂbÄoÆ7Á!Ȟ0C(#†02ÃE&ÂbÇoÇ/Æ'%u6Âb&)%70C5/ÃÌV5‡0C(34Á([&)034Á&)Á>6f&rÁ*CÁ”ÄoÆ'%75oá4Ì%75•#†0ˆÉ9%'5/Ï 8oÁÂ23oÃÎCÅLÁ”8/ É2Á()Á>6Á5A&+Æ'*Ço(+0Cǐ02Ã)Á3&)8/Á &)Á68/5o%7êAÊoÁ†Ä/Â2ÃEÁ>3â025Ò60C#†ÇoÊ4&+%'5/Ϫ&+8oÁ•Ã)Á6025/3à02(+3oÁ(68/Âb5/ÏCÁž%^- Á2-z&)8oÁ‡68/ÂC5oÏCÁ0bÈL&)8/Á 68/Âb5oÏ2Á 1%75Ò&)8oÁ•%7#‡ÂbÏ2Á÷ ôbõbø^-]ër8o%7Ã&)Á68/5o%7êAÊoÁªÂbÆ7Æ'0ˆÅÃ!025oÁ†&)0à34%uÃ+6(+%'#†%75/ˆ&+Á†&)8oÁ•Æ7046ÂCÆ ž#†02ÃE&$(+Á6Á5A&^68TÂb5oÏ2Á %'5â%'#‡ÂbÏ2ÁCΐÃEÊ/68àÂ2ÃÄoÆ7%75oá0bÈa&)8/ÁÁ*2ÁÃÎ4Ȟ(+0C# &)8oÁÏCÆ70CÄ/ÂCÆ»žÆ70C5/Ï Æ7Â2ÃG&+%'5oÏj 68/ÂC5oÏCÁ2Î]Ã)Ê/68þÂ2Ã&)8/Áª#†0b&+%'025£0bÈ8/ÁÂC3‚-<ër8o%uÃÎ<Â2ÃÃ)8o0ˆÅ5ñ%75 ÷ ôbõˆøXΊ#‡ÂCáCÁÃ%'& ÇT0AÃ)Ã)%'Ä/Æ'Á!&+0•34ÁÃ)%'Ï25()02ÄoÊ/ÃE&8/Âb5/3/ÃGË^Ȟ()ÁÁ!ÄoÆ'%75oáAËX0CǐÁ(ˆ&)Á>3ªÃ)*4ÃG&+Á#‡Ã- è ÔÅRÁ Ã)8o0ˆÅ­%75&)8/Á 6Êo(+()Á5A&rÇTÂbǐÁ(>Î9&)8o%uÃÂbÆuÃ)0ÂC%73oÔÃE%7ÏC5o%'úT6Âb5A&)Æ7*†È¬ÂC6Á()Á>60CÏ25o%'&)%70C5‚Ï JhKDjJ4QRK#H5«B4FJJ4Djªµ­ŸP]M ªP”«"FªRÍIF K RPbJ5FJNƒM&D«"P,¯bJ4RÇKRP,J7@ Ñ 8/Á5àÂȬÂC6Á%7Ã$6Æ702Ã)Á Á5o02ÊoÏC8ª&)0•6ÂbÇ4&+Êo()Á!&+8oÁ 60259ÉCÁÍ4%'&G*•0bÈ<&)8/Á5o02Ã)ÁÃEÊo()ȬÂC6Áaž(+ÁȞÁ(r&)0•ë<ÂbÄoÆ7ÁôIÎ4&)8oÁ Ã)ÊoÄ4Ë Ço%NÍ4ÁÆÂ266Êo(+Â26*¡5o02Ã)Á &+(+Â26á9%'5oÏ &)Á>68o5o%uê2Ê/Áª÷'ò>ö ø%uÃ$%759ÉC02áCÁ3‚-ër8o%uÔ&)Á68/5o%7êAÊoÁÊ/Ã)ÁÃ$&)8/Á %'5A&)Á5/Ã)%N&G*ÜÏC(ÂC34%7Á5A&!&)0&+(+Â26á&)8/Á•60C59É2ÁÍ4%N&G*â0bÈL&)8oÁ•5/02Ã)ÁC΂Å8o%u68 %7à 0C(+%'Á52&ˆ&+%'025ÒÂC5/3 Ã)6ÂbÆ7Á%'59ɈÂb(+%7ÂC5A&r- è Ã[Â!ǐÁ(Ã)0C5ÄoÆ'%75oá4ÃÎC8o%uÃa5o0AÃEÁÂC5/3Á*CÁ>Ãaǐ02Ã)%N&+%'025/ÌÂb(+Ár()Á&)(+%'ÁÉCÁ>3ÂC5/3 &)8oÁªÆ'046Âb&)%70C5/à 0bÈ&)8/ÁÃ)Á‡&)8o(+ÁÁ ÇT02%'5A&+ÃÂb(+Á‡Ê/Ã)Á3Ò&+0Ü34Á>6%u34Á•Å8oÁ&)8oÁ(&+8oÁ•0C(+%7Á5A&+Âb&)%70C5 0bȌ&+8oÁȬÂC6Á%7Ã!Ã)Êo%'&+ÂbÄ/Æ'ÁȞ0C(1ȬÂC6Á(+Á60CÏ25o%N&+%'025‚-ÌXȌ&)8oÁ*Ȟ0C(+# Âb5ÜÁêAÊo%7Æ7Âb&)Á(ÂbÆ]&)(+%uÂb5oÏ2Æ'Á2Î.

(39) D ƒ  mU M 9;:=< Ð/ ’zsˆO€LFNI‡BG;fs†?2FHm+BG@2QGO€)žD)S4B i O$mfDIA;IAFHmfDJzO)sˆO+\¬mOIˆBGO+QGOfMaU†«Z† t‘DmO$QGO+?2QGO€VOIˆBEDBGFN;I ‘ƒC\¬mUDI9M¡B i O €XBEDBGFH€XBGFHmfDJQGOJNDBGFN;IA€ i FN?àƒ4O+Bv`OO+IB i O ?AFp«COJH€$;tŒt‘Dm+O€$BVQEDIA€Xtu;QG=OfM¡BG;‡B i FH€ QGO+?2QGO€VOIˆBEDBGFN;IâD€1m+;>=?A@CBGOfMª;I dU‡g>g‡t‘Dm+O€1t7QG;=°B i Oÿ<FH;>UoŒ ’9DmOCŒDBEDƒ9D€VOžMj–zODm i ?4;FHIbBFHI B i FH€ ‡ h«‡ hâDQVQEDsҀ i ;f`Œ€SŒ@A€VFHIAB i O•Z[Prÿ m+;>JH;>@CQfS i ;f` t7QGO6ш@AO+IbBGJpsÜB i O†B^`<; ?2Fp«2O+JN€Œ;t“B i OLBVQEDIA€Xt7;QG=OfMU†«Z†$t‘Dm+O$DQGOMADQG„ O+QŒ;>I2ODI2;B i O)Q)‘Z½)SCƒ2QGFH i BGO+QŒ;IAODIA;B i O+Q ¬Pµz;QDQGOŒB i OŒ€GD=Ožÿ)S>`ŒFHB i FHI Dm+O+QVBEDFHI ƒ4;>@2I9MADQVsˆl W i OR?CQGO€VOI2mOŒ;tT?A@2QGOaZ[Prÿàm;JN;@2QG€ FHI!B i ORDQVQEDsFH= D>OŒFHI9MCFHmfDBGO€ŠB i OŒ€XBVQG;>I2QGOJNDBGFH;>I2€ i FH? ƒ4O+B^`<OOI!B i OatuDmOR?AFp«COJH€lb_LIAOŒ;t/B i O tuDmO+€[t'QG;>=ŽB i OM2DBEDƒ9D€VOFH€[€ i ;f`ŒITl #Á>Âb5o%75oÏ&)8/Âb&R&+8oÁ”ȬÂ26Á$%7ÃR%'5 &)8oÁ1ÇoÆuÂb5oÁ$Ç/Âb(ÂbÆ7Æ7ÁÆT&)0 &+8oÁ1%'#‡ÂbÏ2Á”ÇoÆuÂb5/ÁCÎ2&)8/ÂC5•&)8/Á”8o%7ÏC84Ë Æ'ÁÉCÁÆTȬÂC6Á”(+Á60CÏC5/%N&+%'025‡#0434Ê/Æ'Á1%7ÃRÆuÂbÊo5/68/Á3}90b&+8oÁ(+Å%uÃEÁ&+8oÁ$&)(ÂC6á9%'5/Ï60252&+%'59ÊoÁ>Ã[Ê/52&+%'Æ ÂĐÁ&)&)Á(#†0C#†Á5A&0466Êo(+Â046ÂCÆ'%7Ð%75oÏÂ1ȬÂC6ÁÇo(+%'02(&)0 %'&+Ã[()Á>60CÏ25o%'&)%70C5#†ÂCáCÁ>Ã&)8oÁ”()Á>60CÏ25o%'&)%70C5ÁÂCÃ)%7Á(>-bër8o%7Ã[%7à ÄTÁ>6ÂbÊTÃEÁ%'&RÂbÆ7Æ70ˆÅÃ0C5oÁL&)0ÇTÁ(EȞ02()#Ž&+8oÁ(+Á60CÏC5/%N&+%'025%75•Â!6Âb5/0C5o%u6ÂCÆ/6090C(34%75/ˆ&+ÁÃEÇ/Â26Á2Î %'5¡Å8o%u68ªÈ¬Â26Á>ÃLÂC()Á!ÂbÆ7%7ÏC5oÁ>3ªÂC5/3 (+ÁÃ+6ÂCÆ'Á>3‡&+0&+8oÁÃ)ÂC#†Á!Ã)%7ÐÁÂb5/3ª0C(+%7Á5A&+Âb&)%70C5 ÊTÃEÁ>3 %75 ȬÂC6Á!#†Á#†02()%7ÐÂb&)%70C5‚-. Ò. Ó ³a·”»[·”¶)´“³½ ¡³a´“µ£¤oµ”¢8¤/µŠ¿AµŠ·7œ9³4œo¶G»R· Ü Ñ %N&+8à&)8/ÁÆ7096ˆ&+%'0250bÈa&)8/ÁÁ*2ÁÔáA5/0ˆÅ5‚Î/%'&1%uÔ60C59ÉCÁ5o%7Á5A&&)0 &)(Âb5/ÃEȞ0C(+#¹È¬ÂC6Á>Ã&+0•&)8/Á Á*CÁËX6Á5A&)Á()Á>3†È¬ÂC6Á!()ÁÇo()Á>ÃEÁ5A&+ˆ&+%'025‚ÎA%'5¡Å8o%u68 &+8oÁ!Á*CÁ!ǐ02Ã)%N&+%'025/ÃrÂb(+Á”ú/Í9Á>3z-oër8oÁ!#‡Âb%75 ê2Ê/ÁÃE&)%70C5ñ&+8oÁ5 %7ÃÅ8/Âb&Ã)8/ÂbǐÁªÂC5/3þÃ)%'ÐÁ 0CÈ&)8oÁ È¬ÂC6Á¡Ã)8o0CÊ/Æ73ñĐÁ¡Ê/ÃEÁ>3£Ã)0à&)8Tˆ&†%N&†%7à ÃEÊ/66%75/6f&”ÂC5/3¡%'5oȞ0C(+#†Âb&)%7ÉCÁ2-/ëŠ0•ÂC5/Ã)ÅRÁ(r&)8o%uÃêAÊoÁÃE&)%70C5ŠÎoÅRÁ8T ÉCÁÃG&+Ê/34%7Á3¡&+8oÁÅR02()á 0bÈ 0b&)8/Á(Ã1÷ t û“ò>ôoÎGðoÎò>ðoÎò t øXÎ9ÁÃ)ÇTÁ>6%uÂbÆ7Æ'*‡&+8/ˆ&”3o0C5oÁ!%75 &GÅL0†#†Â*yG0C(LȬÂC6Á34Á&+Á6f&+%'025¡Ã+68o090CÆuÃÎ 3½0O´ ÷Nò2òø”ÂC5/3x0ÌGë ÷'ò>ôˆø^ΌÂC5/3 ÂbÆuÃE0ñ6025/34Ê/6&)Á>3 02Êo(‡0ˆÅ5 ÁÍ4ÇTÁ()%7#†Á5A&+ÆÊTÃE%75oÏ &)8/Á ·R%70CÌG"®

(40) /Â26Á"1ˆ&ÂbÄ/Â2ÃEÁ•÷ ôˆîCø^ÎoÅ8/%768à60C59ÉCÁ5o%'Á5A&)Æ7* Ço(+0ˆÉ9%734Á>Ãr&)8/Á Æ'046ˆ&)%70C50CÈ<&+8oÁÁ*CÁ>à %'5ÂȬÂC6Á!ÂCÆ'025oφÅ%N&+8¡&)8oÁ!ȬÂ26Á!%'#‡ÂCÏCÁCè ÌÂ1(+ÁÃ)ÊoÆN&>ÎbÅLÁL8T ÉCÁ6025/ÃG&+()ÊT6f&)Á>3Â!6Âb5o025o%76ÂbÆ9ȬÂ26Á(+ÁÇo(+ÁÃ)Á5A&+Âb&)%70C50bÈzÃE%7ÐÁôˆîCÍ/ôˆî Ço%NÍ4ÁÆ7ÃÂCÃÃE8o0ˆÅ5þ%'5

Références

Documents relatifs

We test it with different input types such as optical flows, image differences and raw images on different datasets (UCF-101 and HMDB51).. It gives con- sistent results across

B. Compressibility of Hilbert domain convolution outputs Hilbert indexing is recursive, associated with a non-smooth F function and this makes finding its statistical

For unlock pattern based systems, the concerned biometric data is the dynamic pattern, and the extracted features (see Section 3) are stored in the mobile phone memory.. In the

In images, we improved the matching of local descriptors, and presented a representation based on Hamming Embedding similarities amenable to classification.. In videos, we

The use of the temporal information in a speaker recognition system allows to improve performance particularly when a relatively small quantity of speech data is available for

The result for T-shape posture with good orientation is shown in fig- ure 8 for the previous example (the position is computed with VSIP and orientation is computed manually)..

We have defined one Bayesian network to recognize the “Vio- lence” behavior composed of two sub scenarios: “Internal Violence” (e.g. erratic motion of people inside a group)

Human pose in action detection. Adapting our previous action classification model based on human pose [Chéron et al., 2015b] to action localization could improve detec- tion.