• Aucun résultat trouvé

A JOINT 3D IMAGE SEMANTIC SEGMENTATION and SCALABLE CODING SCHEME with ROI APPROACH

N/A
N/A
Protected

Academic year: 2021

Partager "A JOINT 3D IMAGE SEMANTIC SEGMENTATION and SCALABLE CODING SCHEME with ROI APPROACH"

Copied!
5
0
0

Texte intégral

(1)A JOINT 3D IMAGE SEMANTIC SEGMENTATION and SCALABLE CODING SCHEME with ROI APPROACH Khouloud Samrouth, Olivier Deforges, Yi Liu, Wassim Falou, Khalil Mohamad. To cite this version: Khouloud Samrouth, Olivier Deforges, Yi Liu, Wassim Falou, Khalil Mohamad. A JOINT 3D IMAGE SEMANTIC SEGMENTATION and SCALABLE CODING SCHEME with ROI APPROACH. VCIP 2014, Dec 2014, La Valette, Malta. �hal-01113055�. HAL Id: hal-01113055 http://hal.univ-nantes.fr/hal-01113055 Submitted on 3 Mar 2015. HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés..

(2) 012345673809. 80453

(3). 98 4505324 

(4) 00

(5) 27349

(6)  8 23020

(7)    !2"#7#$%#&'!()!* &&+ ,-!8   ,. / 012345670869:9;3<1=6>?@3<57ABC6CDDCE. FG3?HCDICBCE2IJJCEBC4KCELCE347MGNOP3OQMGN6CDDCE3RS?DTC UVWXYWXZ[\]^_WX`Vabcd\]e_fddf\[g_. 'WYchcf_[ZfgW_if\bcd\]e_fddf\[g_j )kc[YcXbcd\]e_fddf\[g_. l>?7=6C31m7=3>C@?DCEC0Dn HCSEnJo. 8nJCnD7JSCCJ3=SnpKqn3>C@?DKD. -r]\\c^[g]YWXbXY[fZX[Ysj .^WV]^]Z[UV]YcYbXY[fZX[Ys. tuvwxyzw{|}~€ ‚ƒ„ ƒ„ †‚€‚ƒ‡} ˆ~}‰ƒ‚~Š‚‹‡€ Œ~ƒŽ ­&#"­#&$$# & &$®%#±¯##­#$&#&# Œ~†‰ƒ‚~‡†‚† ‘‚€„‡ˆ ’ ~‹ ~ ~“ƒ„ ‹~ƒ‡†ˆ‡ † ¯$#&&   &#®¯# #&&#&&°­# %#&« ‡†† ‚ † ˆ‚ ‚ƒ„ }~} ”•‚‹‡€ †~‹‡‚–—„ ”• 5 ®!¯&°¯­ #±% # &#®&# ~ƒ ‘ƒŒ~ˆ‚† ‡‚€‚˜‡ƒ€‡‚‚ƒ ‹~“ ‹‡ƒ‚“~ #¯²­ # #­&­ ¯#&­##&«    Œ  ƒ‡ƒ‚~–™~ ˆ Š‚ƒ‡}~‚†‰ ‹‡š†‡’‡› #"#! %#& "#&#¯²­  #­# ‚}‰†‚€‹~‚ƒ~‚€ˆ‚‰‡}† €‡†‡ƒ‚~~“~‹Œ  †”•‚‹‡€ œ Œ ‚‡}}š‰Œ~ †€ Š‡† ‚ ‡ † ~‹Œ} ‘‚ƒš“~   &&® ®! #­¯#&&&&­  $$#­#  Œ  ƒ‡ƒ‚~–žƒ„‚Œ‡Œ Š Œ~Œ~ ‡ ‹‡ƒ‚ €‚~ # ²®$#&­###¯#&# «  Œ  ƒ‡ƒ‚~‡†‡‡}‡’} ~†‚€„ ‹ –Ÿ‚ƒŠƒ„  ‹‡ƒ‚ 5##±#&$¼767$&­ ¯¯­ &¯"#&  €‚~ Œ  ƒ‡ƒ‚~„ ‹ ‚’‡ †~‡}~ ~}‰ƒ‚~ˆ ‚~ &%·­ % #&$&# ­&$&­###¯#&# « ~“ƒ„ ”• ‚‹‡€ –žƒŒ~ˆ‚† ƒ„ Œ~‚’‚}‚ƒšƒ~ €‹ ƒƒ„ #"#! &²%&  ² ­³&«+&®!# ‚‹‡€ ‡~†‚€ƒ~‡† ‚‡’} ’‡}‡ ’ ƒ  •‡†† Œƒ„– ¡ ~†Šƒ„ ‡}‡’} ~†‚€„ ‹ ~‚ƒ‚ } ƒ‚€‡‰‹’  &²»#­"# ®$ ­¯#&&#67 %#!%## ®­# ~“ €‚~‡‡¢ €‚~~“žƒ  ƒœ¢~žŠ’‡ †~ƒ„  €‚~ &¼7Ãĸ#¯º!²#"#®#¯###&¯  Œ  ƒ‡ƒ‚~Š‚ ~† ƒ~’  ˜ † ‡ƒ‡„‚€„ ’‚ƒŽ‡ƒ – #%#&« #­®!#­$ #&¯ ­##& £‘Œ ‚‹ ƒ„~ ƒ„‡ƒƒ„ Œ~Œ~ †„ ‹ Œ~ˆ‚† ‡„‚€„ &%·­ ®­# &#&#­¯#±®$&­###¯#&# « ~„   ’ ƒ ƒ ‘ƒ‰ Š† Œƒ„‡† €‚~‡† ‰ ‡ 3&¯ ¯#!#¯¯&# #67 %#&#%#° “˜‚ ƒ~}‰ƒ‚~ƒ~ƒ„ Œ~’} ‹~“~‹Œ ‚~‡†   Œ  ƒ‡ƒ‚~‚ƒ„ ”•‚‹‡€ †~‹‡‚–  #&­ &´Å¶!´Æ¶!´Ç¶! #¼7ÃÄ­%. &­ &´È¶!² # »  ­¯## ®­% #%°#"##¯#&# &­##«5# ##& ¤¥¦§¨©§xªv{”• ‡}‡’} ~‹Œ ‚~Š €‹ ƒ‡ƒ‚~Š¢~ž  & %² ®­&##¯²#&$­¯#&&  ‘ƒ‡ƒ‚~‡† ˜ ‹ ƒ #¯#&# #¯#&#"##­&&#­®²### ¼7¸#±#º %#!##¯ %# #%&« 3«34527¬

(8) 5324 5#·&¯ $#¯ ¯#¸ #­&33 333º¯#&#&& %   %&­##!² &# ­#­ #0¸­ ® #­##­%#&# &®&#&$­&# 0 ²¯ "­## «0&  ®&&®¼7 ­% ¯&°¯­ #±%&#"­#&«2## !# $ #³#&& ²&#º #°² &#É 5##¯  ¯&°¯­ &#%#&­##²®­ %%##  ´Ê¶«#­##±#&& ­ & ­.  ²#&&®Ë&&#&&!­# ² ­³% " #´µ¶«#­#%7#·"#& ´Ì¶!¯¯&# »#±# #¯ %#­¯#&& ¸¹mLKHnCEº&­ &AH?J?S!&##¯&°¯­&#"­# &«3´µÍ¶!­²#­¯ & #%#¯#&#° #¯ ­### ² ­³% " #"#  ­%#& #¯¯&##«&5 #&##&­&&&$  ¯®! ­­ #®   ­ ®«5&!&­ $# # ¯#$%·&#­¯#&&$#¼  %#! ## ²#­#& #& ²#&#"­##·° ³% «2 &#%# & %$#É 5#7 «5#·& ## !##±%!­&&%$² °#± ­ ¯ $#­²¯#&##&¯#¯ & #±#& ²»#­&##" #&­##!& ##&% #$$#­"# 67­#±$#³$ #³³ # «´µ ¯Í¶#!  &# ­ &$"&   %##$ %#  ² &#&&­ & &#%# «5## &# ­#$#& #¯&&²® % ² #&!##&#&% #­  %%´¼¶!´6¶« »&#%°#"##¯#&#  ­­% #²  ­# ² #  # # ¼ 7   # ¯   # ·  # ² ® & #  & !. &    &   #+%«µÎ ­ G:;<111À PMN½:½;MPP½9:OP½P¾:;¾¿O:ÀGG ÁF $®­& ³# ­­$&#%# !# 270.

(9) 01234560789773 3 540

(10) 0 6 35013633 5389 89773 3 5  3894590 66536 34083 9 0

(11) 36509 5 353 6J. 390 670

(12) 835 9653 9 50440 55 3 0

(13) 5 3 KL 5 3M 59'590  353 70 5 3 3894590 3. 0  8 012345613

(14) 0 9 505 363835

(15) 3 9

(16)

(17) 139 5 363 5 3NOPQRS 5 35. 36 0

(18) 870 5 33834 953 90 NOPQRS 96. 390 33 975 3 389773 3 540

(19) 0 61

(20)  4313533 3 3 

(21)

(22) 63550EKL 94 96 3 059

(23) 

(24) 370 

(25)

(26) 40

(27) 0  8835 4 136389 0 83 500159 6951

(28) 3 936 3 KLTUB3 6

(29) 066

(30) 3664089  633 5590  533 5 363 59440  590 5 3 390. 3 363 5590  363 365 39 40 50 6075 3012345695 93

(31) 44 4  36340 8 5075 33 34590 !9 5 08436 353 690 075 3 006384089 " 3 363 5590 64 3350#0 #390 07 53 365!4089  3 83

(32) 9  89 9650 !. 99 

(33) 93 1!NOPQRSUV 4!NOPQRSUEW 8340835 9 3 195$ 535 3#063

(34) 345387 0633 538 *9%/

(35) 3607A8 33 59590 07!835 93X00. 9

(36) 93. 390 607

(37) 0195$ 5340 36638%&936 33 3 

(38) +Y* 3%%70 5 36 0

(39) 81!Z[\]^_ `a4!Z[\]^_ `,Y 9839650834083

(40) 0195$ 5340 36638%&933 70  b4cd:efd56gh9:;ijkl9m<n< 5 3633 5590 63

(41) 345 13 07 390 6 8 

(42)

(43)  8340835 9 3 195$ 535 3#0659

(44)

(45) 95 93

(46) 44 4!  209 5835 "535 364

(47) 1

(48) 34089 35 08 6133  963 960  9'38670

(49)

(50) 06 34590 5 3  006389 >o@47

(51) 01

(52) 64 339 *9p!*9 65

(53) 5 3,& (# 4083 7 30  85 3

(54) 01

(55) 4089 64 33 3 93963 408385

(56) 0195$ 5340 6983 9 0

(57) q9 70 $ 1 93)8364 9138 34590 5 3 00638%&63 594 590 5019

(58) 85 3A8 33340 8

(59) 5 3q93963 40838 633 5590  8956 36

(60) 56 3 363 538 34590 3 0 5 363A8 3395  9 038 3894590 653  363 55 3353 690 50#04089 *9 

(61)

(62) 340 4

(63) 835 96 69 5 3r400 3 5075 3 3906

(64) 40838,&93 3 9 34590   9 8

(65) ,&M

(66) 959 033 54 130159 381 3 9  5 3A8 33 59590 40 6983 9 105 ,& 8q936  96209 54089 35 08 363 365 3659

(67) 40 3 3 43 13533 535 3 8835 936 8 3843696

(68)  537456 0 6 5 369'3893636349

(69)

(70) 0 3836 34089  ! 1! 4! 8! 3! 7 6 *9+ !35 31!&35 483!3 594633 5590 440 89 505 3 4 33

(71) 60 6 3843840

(72) 3959 40 960 95 st/uv# 8053 70 6959 53 6070123459340 36690 1

(73)  4313533 ,& 8835  37493 4>o@ (#-.&/#*#0/1.#2 34567389:;<= (04

(74)

(75) 8593#360

(76) 590 (#!>?@96 37493 5

(77) $ 59 360

(78) 590 40 53 5$1638,&934083 70 105

(79) 066

(80) 366  8

(81) 0669340 36690 6633*9,! *9p u

(82) 01

(83) ,&wq4089 64 33 %&/u0/x.x 34y<nfjzi93{{=:f9m:|8<ki:j8<{=<l<jzfzi:j  0 83 50 363 35 340 3 3 4313533  390 $

(84) 33

(85). 3 363 5590  85 3,& 934089 534 9M35 0 6  006389 >?@633 5590  0436665 5387 0 5 3 A8 33 59590  870

(86)

(87) 038164436693 390 7690 6  3633 5590  043669616380 #390 8243 4 *9, (#

(88) 59 360

(89) 590 4083 64 33 u  #u! 3 363 5590  889 345

(90) 4560 1

(91) 046  3(#4083. 3

(92) 9360 

(93) 04

(94)  

(95) 69607934$ 9 65380793

(96) 650

(97) 9955 340

(98) 395 5995

(99) 389 50A8 33 3 363 5590 95  91

(100) 3$ 13 0063 3 3 353 690 075 96,&633 5590 50 69'31

(101) 04 59590 9 BCBDECEDFFFDGHCGHDBEICBEI! %&40 535 39 735 39 633 5590  0436696  345995 

(102) 6966539616380  38383534590 5 3 003 3064 953 90 5963 3 

(103)

(104) 83 3814065 4 953 90 605 55 36

(105)

(106) 3651

(107) 046 3

(108) 045380 3836 7 4590 9 959

(109)

(110) 40 6983 3813533 50 390 6}~ 8}  9

(111) 3

(112)  31

(113) 046 003 306 36*9%! 3  €3 35 340657 4590 ‚ƒ„ †}~D}‡9 93ˆ967 4590 5 39 735 3075 3(# 4083 5

(114) 0 195$ 5369650 075 3

(115) 01

(116) 3 6075 350 390 6 85 3

(117) 04

(118)  893 5  363 340 50 6 9

(119) 36005 9  003 306 56075 3 078243 51

(120) 046075 350 390 6 93 34089 35 0840 696569 3 363 59 5 39 5  3633 5590  0436601906

(121)  3M9 3669 59$ 935956A8 33

(122) 33

(123)  83 4089 66049538

(124) 36 365 3535 35 3835  85 3A8 33€033 633 

(125) 5 0 6443669388948340069590 65  670 6 8 4 094363965JA8 3316380 835 0

(126) 0 535 30

(127)  271.

(128) 0102304567894 18

(129) 8 40 015 5180 4 0262 1818824 4 022089 4 20 24 2 10 18 8458 458024894003 41 480

(130) 18 02 20 1818 02 10080 258

(131) 8% 1818824 4 02458 71883 80284502 !  75810088

(132) 24 8

(133) 824 4 02 10 55 3882 188118 02 4545803 41 48"180 4 020

(134) 188  8 484802  18840tuvw p) 1881828 4894 18#$! 284501458

(135) 8 14 4 02%245800 48 8F 828aaiid_x[iiyzmmg{cax|^}_lcl^mx~deifcdh^m!% 024894458 71883 802845 24894 18 &! 75808024 2 81824 1

(136) 84810IJT€ 01458  38 8 455 53 41 484894 18'$! 2845% F  404580

(137) 188()‚ƒ

(138) 8:->?->B-C!01458 7588

(139) 24 0 248184 2481

(140) 0() 2"01845 8

(141) 24 50 8384882() 2ƒ 2IJKLMQRSTU01458 201

(142) 4 02 38   4 02882824%75 8

(143) 24  

(144) 81 21 481  2E2 45850 8384882  4188 2410 8 24588

(145) 824 4 02108  2 4 1

(146) 8481 3 802458845020102845 24894 18%75818018 01458

(147) 2 28*!510

(148) 2 28+,-+.! 2845/!% 8 25002 889

(149) 8

(150) 02 0 3  4 8 2 75824588

(151) 824 4 0204384882(18 02 0

(152)  48 45888981

(153) 824%P0145800 218 4884IJT€.  2 8 54 2

(154) 904894 18 2845 201

(155) 4 020 „pp 45 81824IJKLMQRSTU 2 818240

(156) 3 2 4 020 08E 824% +123456-5789:;+123<456-578=>?;+123@A456-578 8P  5 4 128 2P  18†5018 4 2 03 41 48024894 =>B;+123@.456-578=C;+123456-578D 2 5 53 41 480248941884 H801‡20 28189

(157)  2P % 4588

(158) 824 4 021084 1410

(159) 458  45:->?->B 2C38 2458 2 48 54 208E 824 028% 03 41 48024894!5 588 4588

(160) 824 4 02% 1818824 24588

(161) 24 0 248184% 75 81 8 408

(162) 824 4 02 18188248 2 800 1 758

(163) 040

(164)

(165) 02  021 481 02 8 28

(166) 824 4 02 458

(167) 8  20 8458118 02 2458

(168) 8 20

(169) 2 2881

(170) 8450 458

(171) 2

(172) 043848824018 02%75 48 18 02 28.  0

(173) 21884 H8%2P % %458

(174) 8 00 4 02 8281 02 818 04

(175) 3 418F 18  14 4 028 5 2 4 0( 8 025 8 2P % %8581802  18

(176) 0 2400

(177)  4 4 02%7088 4581088 845 02 818ˆ4 1 5 8 8 0 18 14 4 028 240†‰ 1008   021 481 023 802 4518500 04 E14 18 02%P  18 % 2

(178) %     48384882 18 02 28 50 4 G 82418 02 845 24894 18 201

(179) 4 025%0000

(180) 10

(181) 8384882 24582458

(182) 818081 4 02  08 458

(183) 2

(184)

(185) 0 P  18†50 5 5813 41 4802489402 81 2458 458804 380  H82451850IJKLM!%75  1

(186) 8481  &  45 E28118 021818824 4 02%2P %†%5818 024104581 2  1 40458E2 18 021818824 4 020458 02'$4894 18 02 818458

(187) 8  14 4 028 240 18 481458IJKLM4580812

(188) 381018 028 5 H8 5 5812

(189) 381018 02 2458 281  14 

(190) 818 

(191) 01818 02 38

(192) 818%  454583 o10 2%7089

(193) 8 25 5458'$4894 18 758845

(194) 88281 024 2

(195) 58 201

(196) 4 02 24 845 1802 818 18502 2P %†%8 2 45 2458

(197) 2 280

(198) 0282404584894 18%758028F 828 P %†5%8'$  % Š8. 04 845 4458

(199) 8  14 4 028 240081 45 401458

(200) 8IJKLM4582

(201) 381018 02  810

(202) 2

(203) 381018 22 0 2  

(204) 01818 381818824 4 02% 84502 38

(205) 0

(206)  18404588

(207) 824 4 0210

(208) 75  10 51 02H5 88H81  2481840‹8 4 0 38 4584894 1802%70180H84581038

(209) 25 H8 0

(210)  1 38 40034 2458 4 381 818824 4 0210

(211) H8188 8H801818824 4 028 2410 8 2  4 H8451850 0

(212) 188

(213) 8338  0221 . 2 84882() 2845  0 4 02%N02 81 245 4 2 218 8 21 488

(214) 2 01 2404588

(215) 24 0 248183  40 58 8101   4 02Π5 581  0245185045818 4 H80

(216) 18 021 485O! 8 4 0 3840 4510

(217) 84 

(218) 8 24 4 02108 45 08 50

(219) 02824  2481 48%P01  H82IJKLMQRSTU458 84 88281818824 4 0240  4 108 4503  8918 02045828451850IJKLM 0 8281818824 4 02ŒŽ85 48H814588

(220) 24 02E 1 4 02 58100818 021818824 4 02

(221) 84501881H8458

(222) 2 5@A=>BD5@V=CD5 IJKLMQRSTU W! 4 ?D IJKLM9 :D5< =>:=>  0240 1045803G84 45 98  1  2

(223) 24 2 ?=>B=C   4 0581828384882845 24894 18

(224) 8% 58185O 9 ..33XXOYZ9*-+A-+V-/Y %$vPvtv7‡‘w$’nuu$’nN' [\]^_`ab_cdefg_h`__gidij]^kgid]^lm^_^dbcbgid P0 14 8 188101

(225) 8 245    4 02%P 14458 n445 480

(226)  1 02 4589 4 24852 F 8 18204 8081808 03 41 480

(227) 188()‚ƒ

(228) 8  2 8  38%2884045838400 1o208845810  71883 80284502 !%‘802458 0803 1818824 4 02 20 2  2 F 8 2481

(229) 0 8

(230) 824 4 02 8101

(231) 8 43045081 28081 8% 0

(232) 3 28 24 02  4 8%P01 24 284580

(233)  1 02 45 75 1 $0 8848 4458081018081 8 2 H 284 480458 14

(234) 845001p)8

(235) 824 4 025 20 8

(236)  40

(237) 4 01 40

(238) 4  01 24 28 45 p) 828 284588

(239) 824 4 02 8101

(240) 8 40180 4 02 4 03G848

(241) 824 4 02

(242) 8450!%P0 14545818E28

(243) 82401458 30o8H8 248 0 988H8%P10

(244) 0

(245) 18 020 240 4894 18  2 8458$002 2 18  “834588081 H 80

(246)  1 02 2380 2 2qrs 454 2 10 2 30 18E2 2458 7188 14 4 023 802845 2 4852 F 83 4 2458100858

(247) 818F 1 2E281 2 4894 18% 272.

(248) 01234567879 72

(249) 4

(250) 128

(251) 167980226

(252) 72 2"

(253) 8

(254) 64b222

(255) 5

(256) 1678 481

(257) 129a68#2677

(258)  67879 72

(259) 4

(260) 120122 42

(261) 123458887 242 

(262) 12788 2@c342012872#2

(263) 8

(264) 64 8

(265) 1

(266) 122298022 8

(267) 6

(268) 648

(269) 1248222

(270) 1618 2#962 

(271) 129a 728

(272) 667 2 42 67287862

(273) !6

(274) 44767

(275) 767

(276) 2"

(277) 8

(278) 6#8 68 44 6

(279) 8

(280) 268#27012 44722#642272

(281) 8

(282) 64 87$4 4724 4$76

(283) 1266

(284) 6898022 8

(285) 6

(286) 64 272'27

(287) 12864

(288) 4974

(289) 124 .2

(290) 76

(291) 1 6"2898 %&8

(292) 12976#

(293) 16787$ 4

(294) 12'868

(295) 644

(296) 12 +68848222

(297) 67286)2 48345292 4 48222

(298) 8

(299) 6

(300) 64

(301) 122#642272

(302) 8

(303) 643279

(304) 77142

(305) 18

(306)

(307) 122

(308) 148 012(98

(309) 6)8

(310) 64 8

(311) 47*8 26222

(312) 72

(313)

(314) 48 898

(315) 28

(316) 92

(317) 124

(318) 2

(319) 4

(320) 127226

(321) 18222

(322) '89296#

(323) 127

(324) 872446#7

(325) 8#2+6#,#6'278 267248

(326) 26762

(327) 12345+9

(328) 924$6 4974 2"8 24 279

(329) 7-284

(330) 62

(331) 18

(332)

(333) 123456722 889

(334) 48

(335) 62"

(336) 8

(337) 644 345 4

(338) 12728

(339) 62#64 6

(340) 184

(341) 628 2'6798(986

(342) 6 4'22

(343) 0197791 2272

(344) 8

(345) 64 2"

(346) 27648 2972 4898

(347) 2484 .2

(348) 21822

(349) 42"

(350) 8

(351) 64. & & 8&defg4hij 8&. & & & 2& &defg4::j &/01234567892#647 #&defg4h:klmj 1&defg4?lj +6#, 3222

(352) 279

(353) 74 B482'62> 827;88&@302"

(354) 92 8

(355) 88C %Dn K ]R& &DEFG %opqrst K uu&8

(356) 8889 & 2&/01234:6;<2#647 52&322980228

(357) 889 A2#2

(358) 8

(359) 64 8

(360) 6

(361) 64&I68v87H$4 34 &/01234=6>,<2#647 #&/01234?6>882#647. +6#; @432749

(362) 64A2#2

(363) 8

(364) 64279

(365) 74 B482'62> 82 7;8%><<<">87C 6"27&976#

(366) 128&DEFGH 8

(367) 8889  &2

(368) 1428

(369) 88>, %9<I&8&

(370) 2"

(371) 92428

(372) 88C %>,I&A2#2

(373) 8

(374) 64. 872&4

(375) 2"

(376) 92%JKLMNO KNP KQKR&#&SRT 42

(377) 18URT 4

(378) 2"

(379) 92%JKRVUMNOKNP KRMQKRVS&. 8&. &. &. &/01234W6 <X,2#647. 2&/01234Y6 ;CX2#647. &/01234:6 ;<Z2#647. +6#X [6#132749

(380) 64A2#2

(381) 8

(382) 64279

(383) 74 B482'62> 82 7;8976#

(384) 128&DEFGH\ 8

(385) 88C  &2

(386) 1428

(387) 889 %CC7X I&8&

(388) 2"

(389) 92428

(390) 8C> %9>Z;I&A2#2

(391) 8

(392) 64 872&4

(393) 2"

(394) 92%JK LMN K N K QK R&2&]RT 4

(395) 2"

(396) 928]RT 42

(397) 1 %JK RV]MNO KONP KPRMQK RV]& &SRT 42

(398) 18URT 4

(399) 2"

(400) 92 %JKRVUMNO KNPKRMQKRVS& ^_-`_@BA5-`. 0167 82 272

(401) 7896(92 946#77

(402) 2268

(403) 2

(404) 49a68#27 44 277642#642272

(405) 8

(406) 648345. &322

(407) 2"

(408) 928

(409) 8< #&@38w"

(410) 8

(411) 23451&3228 w"

(412) 8

(413) 2345 3w+w3w`_wA x>ya_46#8+z6

(414) 62^v467c38$6v@682{|282 v{4)2v-}a28_@228c|4$88~c'6248

(415) 8 872 4

(416) 122'242

(417) 4 7

(418) 224 9 47

(419) 49

(420) 648#46

(421) 17€‚ƒ„ „‚†„ ‚‡ˆ‰Š‹Œ„Žˆ‹ ŽŠ†ˆ‚‘€‡’ XC“,978>8 x7y+”8#86cv47218v{18 86~_4 2772486.2#7888 68#262"6#2

(422) 142 46# 9 8$2

(423) 12826 48

(424) 64 •‚„ ‚‹ˆ‚‹Œ– —‰˜™‚€‚„‚š›‹‰„ŽŠŒˆœ„Žˆ‹•‚Ž„ˆ‚ž‘€›•’ C>8“C>X788< x9yŸ 98¡@69~58#262"6#6

(425) 486•‚„ ‚‹ˆ‚‹Œ €‚ƒ„ „‚†„‚•‚ƒ œ‹ˆ‚¢„†˜‚Œž£‹‚Ž¤™™Œˆ†‹ˆ‚‰‘•€•¢¤’'47 C8>“C8X788; xCy__6#88cc8

(426) 8~A2#2

(427) 8

(428) 6469

(429) 6 '62'624'6844 2

(430) 184

(431) 64927•¥¥¥ •‚„ ‚‹ˆ‚‹Œ€‚ƒ„ „‚†„‚•œ‹ž„  †„‰‰ˆ‚ž‘•€•’ 7,7C“7,7,788< x;y[[2av$64v 828IB 4

(432) ~{819

(433) 872 6

(434) 28

(435) 6'272#2

(436) 8

(437) 64976#44982

(438) 1927¤Š‰ ‹Œ‹‰ˆ‹‚ €‚ƒ„ „‚†„‚¦§ˆ†‰‹‚Ž¤Šœ‹ˆ‚78>8 xXy¨a86~c9

(439) 48

(440) 672#2

(441) 8

(442) 64 976#4482

(443) 1•‚„ ‚‹ˆ‚‹Œ €‚ƒ„ „‚†„‚‹„ ‚¦„†ž‚ˆˆ‚‘•€¦’ ,X9“,XX78>7 x,y¡+9av684 Ÿ9A 8#Ÿ@98A@6~|62

(444) 6$22

(445) 1 8

(446) 84 27764•¥¥¥¢ ‹‚‰‹†ˆ‚‰‚ŠŒˆœ„Žˆ‹'4>;4X >9C8“>9;7-

(447) 78>9 x<y-a2 4#27vI8 2@I28

(448) 8¡3476~_44842! c4468#22272

(449) 8

(450) 6484 277647122 872448 2749

(451) 648.97

(452) 2

(453) 872 2"

(454) 8

(455) 6#2#642272

(456) 8

(457) 64•¥¥¥ ¢ ‹‚‰‹†ˆ‚‰‚€ˆ †Šˆ‰‹‚Ž©£‰„œ‰ƒ ‡ˆŽ„¢„†˜‚Œž£‘¢€©‡¢’ '4>,4< Z,C“Z<,788, xZy|A849

(458) 1-a2 4#27Ÿ@69+z87

(459) 289v|1868 +849 ~w 62

(460) 2

(461) 18 4 277642"46

(462) 6#428

(463) 646

(464) 1

(465) 2"

(466) 92 8

(467) 869

(468) 62749

(469) 64 26

(470) 6'268#2427•¥¥¥•‚„ ‚‹ˆ‚‹Œ €‚ƒ„ „‚†„‚ŠŒˆœ„Žˆ‹‹‚Ž¥™– —‰˜™‰‘•€¥–’ >“X 78>9 x>8y3A2$$8_A

(471) 8977+z87

(472) 289vI8 28-a2 4#27~+87

(473) 7294 728

(474) 672#2

(475) 8

(476) 64 4.46

(477) 2#64 87216281688 9

(478) 62749

(479) 642272

(480) 8

(481) 64©•¥¥Œ„† ‚ˆ†•œ‹žˆ‚žš‡ˆ‰Š‹Œ€œš œŠ‚ˆ†‹ˆ‚‰‹‚Ž•œ‹ž„ †„‰‰ˆ‚ž¡878>7. 273.

(482)

Références

Documents relatifs

To test whether the vesicular pool of Atat1 promotes the acetyl- ation of -tubulin in MTs, we isolated subcellular fractions from newborn mouse cortices and then assessed

Néanmoins, la dualité des acides (Lewis et Bronsted) est un système dispendieux, dont le recyclage est une opération complexe et par conséquent difficilement applicable à

Cette mutation familiale du gène MME est une substitution d’une base guanine par une base adenine sur le chromosome 3q25.2, ce qui induit un remplacement d’un acide aminé cystéine

En ouvrant cette page avec Netscape composer, vous verrez que le cadre prévu pour accueillir le panoramique a une taille déterminée, choisie par les concepteurs des hyperpaysages

Chaque séance durera deux heures, mais dans la seconde, seule la première heure sera consacrée à l'expérimentation décrite ici ; durant la seconde, les élèves travailleront sur

A time-varying respiratory elastance model is developed with a negative elastic component (E demand ), to describe the driving pressure generated during a patient initiated

The aim of this study was to assess, in three experimental fields representative of the various topoclimatological zones of Luxembourg, the impact of timing of fungicide

Attention to a relation ontology [...] refocuses security discourses to better reflect and appreciate three forms of interconnection that are not sufficiently attended to