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%%EndProlog
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1 0 bop 868 448 a Fq(Komp)t(onen)l(ten)45 b(zur)g(Un)l(terst)2424
454 y(\177)2420 448 y(utzung)g(der)844 598 y(automatisc)l(hen)i
(Bildsegmen)l(tierung)f(v)l(on)1197 747 y(CT-Aufnahmen)e(der)h(Leb)t
(er)897 1036 y Fp(P)n(eter)26 b(Hassenp\015ug)1550 1006
y Fo(1)1587 1036 y Fp(,)h(Gerald)g(Glom)n(bitza)2287
1006 y Fo(1)2324 1036 y Fp(,)h(Carlos)e(C\023)-42 b(ardenas)2973
1006 y Fo(1)3008 1036 y Fp(,)1118 1135 y(Iv)n(o)26 b(W)-7
b(olf)1426 1105 y Fo(1)1464 1135 y Fp(,)28 b(Axel)f(Benner)1966
1105 y Fo(2)2003 1135 y Fp(,)h(Hans-P)n(eter)e(Meinzer)2774
1105 y Fo(1)971 1278 y Fn(1)1006 1309 y Fm(Abt.)f(f)1208
1312 y(\177)1206 1309 y(ur)g(Med.)h(und)f(Biol.)i(Informatik,)2238
1278 y Fn(2)2272 1309 y Fm(Abt.)e(f)2474 1312 y(\177)2472
1309 y(ur)h(Biostatistik)1373 1401 y(Deutsc)n(hes)g(Krebsforsc)n(h)n
(ungszen)n(trum)1221 1492 y(Im)e(Neuenheimer)g(F)-6 b(eld)26
b(280,)h(69120)h(Heidelb)r(erg)1217 1583 y(E-mail:)e(P)-6
b(.Hassenp\015ug@DKFZ-Heidelb)r(erg.de)759 1841 y Fl(Zusammenfassung.)
41 b Fm(F)1578 1844 y(\177)1576 1841 y(ur)25 b(die)h(computergest)2249
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1935 y(\177)1746 1932 y(ac)n(hst)g(die)h(Leb)r(er)g(segmen)n(tiert)g(w)
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2027 y(\177)1604 2024 y(ac)n(hlic)n(h)h(in)n(teraktiv)n(e)f
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(dass)2897 2118 y(\177)2895 2115 y(ub)r(er)g(die)759
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(sind.)759 2620 y Fl(Sc)n(hl)920 2624 y(\177)918 2620
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25 b(Zw)n(erc)n(hfell,)i(Brustinnen)n(w)n(and,)f(Leb)r(er)523
2856 y Fk(1)112 b(Einleitung)523 3025 y Fp(V)-7 b(oraussetzung)32
b(f)1106 3029 y(\177)1104 3025 y(ur)i(die)g(computergest)1845
3029 y(\177)1843 3025 y(utzte)f(Op)r(erationsplan)n(ung)f(in)i(der)f
(Leb)r(erc)n(hir-)523 3125 y(urgie)h(ist)h(die)f(Segmen)n(tierung)g(v)n
(on)g(Leb)r(er)g(und)h(T)-7 b(umor.)35 b(Kon)n(v)n(en)n(tionelle)d
(dreidimen-)523 3224 y(sionale)c(Ans)938 3228 y(\177)938
3224 y(atze)g(zur)h(Segmen)n(tierung)f([1])g(f)1964 3228
y(\177)1962 3224 y(uhren)h(in)g(CT-Datens)2698 3228 y(\177)2698
3224 y(atzen)g(zu)f(k)n(einen)h(b)r(e-)523 3324 y(friedigenden)24
b(Ergebnissen,)f(w)n(eil)i(die)f(Grau)n(w)n(ert)2109
3328 y(\177)2107 3324 y(ub)r(erg)2313 3328 y(\177)2313
3324 y(ange)e(v)n(om)i(Leb)r(ergew)n(eb)r(e)f(zu)i(den)523
3423 y(Nac)n(h)n(barorganen)e(oft)j(\015ie\031end)g(sind.)g(Aus)h
(diesen)f(Erfahrungen)e(heraus)h(ist)h(bislang)g(im)523
3523 y(LENA-System)20 b([2])g(eine)g(halbautomatisc)n(he,)f(sc)n(hic)n
(h)n(t)n(w)n(eise)g(2D-Segmen)n(tierung)g(der)g(Le-)523
3623 y(b)r(er)h(realisiert.)f(Der)h(Ben)n(utzer)g(steuert)g(in)n
(teraktiv)f(den)i(Segmen)n(tierungsprozess)c(mittels)523
3722 y(v)n(ersc)n(hiedener)k(W)-7 b(erkzeuge)23 b(\(Region-Gro)n(wing,)
e(Kon)n(tur\014ndung,)h(Fl)2763 3726 y(\177)2763 3722
y(ac)n(henf)2996 3726 y(\177)2994 3722 y(ullung\),)i(die)523
3822 y(in)k(eine)g(ergonomisc)n(he)d(Ben)n(utzungsob)r(er\015)1929
3826 y(\177)1929 3822 y(ac)n(he)h(eingeb)r(ettet)i(sind.)648
3922 y(Ziel)c(dieser)h(Arb)r(eit)g(w)n(ar)f(der)g(En)n(t)n(wurf)g(und)i
(die)f(Realisierung)e(einer)i(automatisc)n(hen)523 4021
y(3D-Metho)r(de,)39 b(um)g(diesen)g(zeitaufw)n(endigen)f(Arb)r(eitssc)n
(hritt)h(zu)g(b)r(esc)n(hleunigen)g(und)523 4121 y(dadurc)n(h)20
b(die)h(Akzeptanz)g(des)f(Gesam)n(tsystems)g(in)h(der)f(klinisc)n(hen)h
(Routine)g(zu)g(erh)3212 4125 y(\177)3212 4121 y(ohen.)523
4357 y Fk(2)112 b(Metho)s(de)38 b(und)h(V)-9 b(orgehensw)m(eise)523
4526 y Fp(Der)30 b(neue)g(Ansatz)g(zur)g(problematisc)n(hen)f
(Separierung)f(der)i(Leb)r(er)g(v)n(om)f(umliegenden)523
4625 y(Gew)n(eb)r(e)f(mit)986 4629 y(\177)986 4625 y(ahnlic)n(hen)g(o)r
(der)f(iden)n(tisc)n(hen)h(Grau)n(w)n(erten)f(b)r(esteh)n(t)i(aus)e(zw)
n(ei)h(Sc)n(hritten:)523 4725 y(1.)38 b(T)-7 b(renn)n(ung)37
b(der)g(Leb)r(er)h(v)n(om)f(Herzen)h(durc)n(h)f(Appro)n(ximation)g(des)
h(Zw)n(erc)n(hfells)f(als)523 4825 y(T)-7 b(renn\015)784
4829 y(\177)784 4825 y(ac)n(he)23 b(und)h(2.)f(Abgrenzung)g(der)h(Leb)r
(er)f(v)n(om)g(in)n(tercostalen)f(Bindegew)n(eb)r(e)h(durc)n(h)523
4924 y(Bestimm)n(ung)k(der)h(Brustinnen)n(w)n(and.)p
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617 y Fp(Zun)666 621 y(\177)666 617 y(ac)n(hst)e(wird)g(der)g(Thorax)f
(aus)g(der)h(ob)r(ersten)g(CT-Aufnahme)h(des)f(Daten)n(v)n(olumens)523
717 y(extrahiert.)25 b(Dazu)h(wird)g(mit)g(einem)g(Sc)n(h)n(w)n(ellen)n
(w)n(ert)e(v)n(on)i(-500)e(Houns\014eld-Units)i(\(HU\))523
816 y(ein)f(Bin)782 820 y(\177)782 816 y(arbild)f(der)g(ob)r(ersten)g
(Sc)n(hic)n(h)n(t)g(erstellt.)g(In)h(diesem)f(Bin)2571
820 y(\177)2571 816 y(arbild)g(w)n(erden)g(m)3158 820
y(\177)3158 816 y(oglic)n(he)523 916 y(V)-7 b(erbindungen)30
b(zwisc)n(hen)e(Thorax)g(und)i(CT-Tisc)n(h)f(durc)n(h)g(ein)h
(morphologisc)n(hes)c(Op)r(e-)523 1016 y(ning)34 b(getrenn)n(t.)f
(Zusammenh)1512 1020 y(\177)1512 1016 y(angende)g(Regionen)g(w)n(erden)
2501 1020 y(\177)2499 1016 y(ub)r(er)h(ein)g(Lab)r(eling)f(ermit-)523
1115 y(telt.)23 b(Aus)g(dem)g(Histogramm)e(des)h(gelab)r(elten)g
(Bildes)h(wird)f(das)g(Lab)r(el,)g(das)g(den)g(Thorax)523
1215 y(repr)672 1219 y(\177)672 1215 y(asen)n(tiert,)h(b)r(estimm)n(t.)
j(Der)f(zugeh)1787 1219 y(\177)1787 1215 y(orige)f(Grau)n(w)n(ert)f
(ist)i(nac)n(h)g(dem)g(des)g(Hin)n(tergrun-)523 1315
y(des)35 b(der)g(zw)n(eith)1058 1319 y(\177)1058 1315
y(au\014gste.)f(Durc)n(h)h(Selektion)g(dieses)g(Grau)n(w)n(ertes)e(und)
j(ansc)n(hlie\031ender)523 1414 y(Bin)651 1418 y(\177)651
1414 y(arisierung)21 b(steh)n(t)j(eine)f(Mask)n(e)f(zur)h(V)-7
b(erf)1941 1418 y(\177)1939 1414 y(ugung,)23 b(die)g(durc)n(h)g
(Multiplik)-5 b(ation)24 b(mit)g(dem)523 1514 y(Originalbild)j(den)g
(extrahierten)g(Thorax)f(liefert.)648 1614 y(F)704 1618
y(\177)702 1614 y(ur)32 b(die)h(automatisc)n(he)e(Segmen)n(tierung)g
(der)h(Lunge)h(mit)g(einem)f(dreidimensiona-)523 1714
y(len)h(Region-Gro)n(wing)e(ist)j(die)f(Bestimm)n(ung)g(eines)g
(Saatpunktes)g(f)2744 1718 y(\177)2742 1714 y(ur)g(den)g(link)n(en)h
(und)523 1813 y(rec)n(h)n(ten)43 b(Lungen\015)1147 1817
y(\177)1145 1813 y(ugel)g(erforderlic)n(h.)f(Die)j(b)r(eiden)f
(Saatpunkte)g(w)n(erden)f(v)n(on)g(einem)523 1913 y(Punkt)24
b(aus)f(gesuc)n(h)n(t,)g(der)g(dorsal)f(zwisc)n(hen)i(den)g(b)r(eiden)g
(Lungen\015)2683 1917 y(\177)2681 1913 y(ugeln)f(liegt)h(und)3243
1917 y(\177)3241 1913 y(ub)r(er)523 2012 y(V)-7 b(erh)694
2016 y(\177)694 2012 y(altnisse)24 b(aus)g(der)f(Bounding-Bo)n(x)g(des)
h(extrahierten)f(Thorax)g(ermittelt)i(wird.)f(V)-7 b(on)523
2112 y(diesem)34 b(Startpunkt)g(wird)f(punkt)n(w)n(eise)g(horizon)n
(tal)f(nac)n(h)i(links)f(und)h(nac)n(h)f(rec)n(h)n(ts)g(ite-)523
2212 y(riert,)19 b(bis)g(ein)h(f)997 2216 y(\177)995
2212 y(ur)f(das)g(Lungengew)n(eb)r(e)g(c)n(harakteristisc)n(her)d(Sc)n
(h)n(w)n(ellen)n(w)n(ert)i(v)n(on)h(-500)e(HU)523 2311
y(un)n(tersc)n(hritten)36 b(wird.)g(Das)g(Region-Gro)n(wing)e(wird)i(f)
2310 2315 y(\177)2308 2311 y(ur)g(jeden)h(Saatpunkt)f(gestartet,)523
2411 y(w)n(ob)r(ei)27 b(das)g(Ergebnis)f(jew)n(eils)i(in)g(das)f(gleic)
n(he)g(Ausgab)r(ev)n(olumen)f(gesc)n(hrieb)r(en)h(wird.)523
2663 y Fj(2.2)95 b(Appro)m(ximation)30 b(des)i(Zw)m(erc)m(hfells)523
2832 y Fp(V)-7 b(on)19 b(den)g(so)g(segmen)n(tierten)f(Lungen\015)1764
2836 y(\177)1762 2832 y(ugeln)h(wird)f(deren)h(un)n(tere)g(Begrenzung)e
(ermittelt,)523 2931 y(in)30 b(dem)f(sie)h(in)f Fi(z)t
Fp(-Ric)n(h)n(tung)f(abgetastet)h(w)n(erden.)g(Ein)g(Punkt)g(mit)h(Ko)r
(ordinaten)e(\()p Fi(x;)14 b(y)s Fp(\))523 3031 y(und)27
b(Grau)n(w)n(ert)e Fi(z)30 b Fp(des)c(so)g(en)n(tstandenen)g(H)1935
3035 y(\177)1935 3031 y(ohenpro\014ls)f(repr)2503 3035
y(\177)2503 3031 y(asen)n(tiert)g(die)i(CT-Sc)n(hic)n(h)n(t,)523
3131 y(die)f(an)g(diesem)g(Punkt)g(die)g(un)n(tere)f(Begrenzung)g(der)g
(Lunge)h(b)r(esc)n(hreibt.)f(Hierb)r(ei)i(stellt)523
3230 y(sic)n(h)33 b(das)g(Problem,)g(dass)g(die)h(so)f(erhaltenen)g(V)
-7 b(o)n(xel)33 b(nic)n(h)n(t)h(alle)f(zur)g(Basis)g(der)g(Lunge)523
3330 y(geh)648 3334 y(\177)648 3330 y(oren)k(und)i(somit)f(nic)n(h)n(t)
g(alle)g(an)g(das)f(Zw)n(erc)n(hfell)g(angrenzen,)g(so)h(dass)f(eine)i
(Kor-)523 3429 y(rektur)31 b(not)n(w)n(endig)f(ist.)i(Die)g(nic)n(h)n
(t)g(an)f(das)g(Zw)n(erc)n(hfell)f(angrenzenden)h(V)-7
b(o)n(xel)31 b(resultie-)523 3529 y(ren)26 b(haupts)910
3533 y(\177)910 3529 y(ac)n(hlic)n(h)f(aus)h(der)g(teilw)n(eisen)1860
3512 y(\177)1849 3529 y(Ub)r(erdec)n(kung)g(des)g(Herzb)r(eutels)h
(insb)r(esondere)523 3629 y(durc)n(h)g(den)h(link)n(en)f(Lungen\015)
1474 3633 y(\177)1472 3629 y(ugel.)648 3729 y(Die)40
b(Diskriminierung)f(zwisc)n(hen)g(an)h(das)f(Zw)n(erc)n(hfell)g
(angrenzenden)g(und)h(nic)n(h)n(t-)523 3828 y(angrenzenden)21
b(Punkten)h(wird)f(durc)n(h)h(eine)g(W)-7 b(assersc)n(heiden)n
(transformation)18 b(\(WT\))23 b(auf)523 3928 y(dem)29
b(Gradien)n(ten)e(des)h(H)1342 3932 y(\177)1342 3928
y(ohenpro\014ls)g(erreic)n(h)n(t)f(\(siehe)h(Abb.)h(1\).)f(Um)h(eine)f
(gesc)n(hlossene)523 4028 y(Kon)n(tur)g(des)g(Gradien)n(ten)n(bildes)g
(sic)n(herzustellen,)g(wird)h(zum)g(Betrag)e(des)i(analytisc)n(hen)523
4127 y(Gradien)n(ten)35 b(der)g(Ob)5 b(jektrand)35 b(hinzuaddiert,)g(b)
r(ev)n(or)g(die)g(WT)h(ausgef)2871 4131 y(\177)2869 4127
y(uhrt)f(wird.)h(Die)523 4227 y(WT)22 b(liefert)f(ein)g(gelab)r(eltes)g
(Regionen)n(bild,)g(w)n(ob)r(ei)f(die)i(nic)n(h)n(t)f(an)g(das)f(Zw)n
(erc)n(hfell)h(angren-)523 4327 y(zenden)g(Punkte)f(getrenn)n(te)g
(Regionen)g(bilden,)h(sofern)f(die)h(diskrete)f(Appro)n(ximation)f(des)
523 4426 y(analytisc)n(hen)31 b(Gradien)n(ten)g(k)n(eine)h(Nullstelle)h
(zwisc)n(hen)e(zw)n(ei)h(b)r(enac)n(h)n(barten)e(Gebieten)523
4526 y(aufw)n(eist.)20 b(Da)g(die)h(Gradien)n(tenlinien)f(an)g(den)h
(nic)n(h)n(t)f(glatt)g(v)n(erlaufenden)2865 4575 y(")2904
4526 y(Unstetigk)n(eits-)523 4625 y(stellen)-6 b(\\)24
b(des)19 b(H)1011 4629 y(\177)1011 4625 y(ohenpro\014ls)f(auftreten)h
(und)g(der)f(Gradien)n(t)g(in)h(den)g(glatten)g(Bereic)n(hen)e(n)n(ur)
523 4725 y(geringe)h(W)-7 b(erte)19 b(annimm)n(t,)g(bilden)g(sic)n(h)g
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4825 y(die)23 b(glatt)f(v)n(erlaufenden)g(Gebiete)h(des)g(H)1828
4829 y(\177)1828 4825 y(ohenpro\014ls)f(umsc)n(hlie\031en.)g(Die)h(b)r
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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 9469 3059 l gs col1 s gr 
% Polyline
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% Polyline
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% Polyline
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% Polyline
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 9826 3419 l gs col1 s gr 
% Polyline
n 8992 3411 m 9054 3360 l 9115 3419 l gs col1 s gr 
% Polyline
n 9817 3419 m 9878 3358 l 9903 3385 l gs col1 s gr 
% Polyline
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% Polyline
n 8462 3428 m 8523 3367 l 8583 3430 l 8642 3369 l 8657 3388 l gs col1 s gr 
% Polyline
15.000 slw
gs  clippath
5513 469 m 5543 348 l 5573 469 l 5573 288 l 5513 288 l cp
clip
n 5543 2168 m 5543 318 l gs col0 s gr gr

% arrowhead
n 5513 469 m 5543 348 l 5573 469 l 5543 469 l 5513 469 l  cp gs 0.00 setgray ef gr  col0 s
% Polyline
gs  clippath
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clip
n 5243 2018 m 10493 2018 l gs col0 s gr gr

% arrowhead
n 10342 1988 m 10462 2018 l 10342 2048 l 10342 2018 l 10342 1988 l  cp gs 0.00 setgray ef gr  col0 s
% Polyline
gs  clippath
5513 2506 m 5543 2385 l 5573 2506 l 5573 2325 l 5513 2325 l cp
clip
n 5543 3750 m 5543 2355 l gs col0 s gr gr

% arrowhead
n 5513 2506 m 5543 2385 l 5573 2506 l 5543 2506 l 5513 2506 l  cp gs 0.00 setgray ef gr  col0 s
% Polyline
7.500 slw
gs  clippath
8630 1150 m 8728 1226 l 8606 1205 l 8730 1260 l 8754 1205 l cp
clip
n 6568 274 m 8728 1226 l gs col0 s gr gr

% arrowhead
n 8630 1150 m 8728 1226 l 8606 1205 l  col0 s
% Polyline
gs  clippath
7165 1062 m 7217 1174 l 7118 1099 l 7203 1204 l 7250 1167 l cp
clip
n 6486 266 m 7217 1174 l gs col0 s gr gr

% arrowhead
n 7165 1062 m 7217 1174 l 7118 1099 l  col0 s
% Polyline
 [60] 0 sd
n 8250 3900 m 8250 232 l gs col1 s gr  [] 0 sd
% Polyline
 [60] 0 sd
n 5760 3907 m 5760 1725 l gs col1 s gr  [] 0 sd
% Polyline
 [60] 0 sd
n 8760 3900 m 8760 892 l gs col1 s gr  [] 0 sd
% Polyline
gs  clippath
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5880 3950 m 5760 3920 l 5880 3890 l 5745 3890 l 5745 3950 l cp
clip
n 5760 3920 m 7241 3920 l gs col0 s gr gr

% arrowhead
n 5880 3950 m 5760 3920 l 5880 3890 l  col0 s
% arrowhead
n 7121 3890 m 7241 3920 l 7121 3950 l  col0 s
% Polyline
gs  clippath
7550 3890 m 7670 3920 l 7550 3950 l 7685 3950 l 7685 3890 l cp
7345 3950 m 7225 3920 l 7345 3890 l 7210 3890 l 7210 3950 l cp
clip
n 7225 3920 m 7670 3920 l gs col0 s gr gr

% arrowhead
n 7345 3950 m 7225 3920 l 7345 3890 l  col0 s
% arrowhead
n 7550 3890 m 7670 3920 l 7550 3950 l  col0 s
% Polyline
gs  clippath
8638 3890 m 8758 3920 l 8638 3950 l 8773 3950 l 8773 3890 l cp
8361 3950 m 8241 3920 l 8361 3890 l 8226 3890 l 8226 3950 l cp
clip
n 8241 3920 m 8758 3920 l gs col0 s gr gr

% arrowhead
n 8361 3950 m 8241 3920 l 8361 3890 l  col0 s
% arrowhead
n 8638 3890 m 8758 3920 l 8638 3950 l  col0 s
% Polyline
gs  clippath
9922 3890 m 10042 3920 l 9922 3950 l 10057 3950 l 10057 3890 l cp
8869 3950 m 8749 3920 l 8869 3890 l 8734 3890 l 8734 3950 l cp
clip
n 8749 3920 m 10042 3920 l gs col0 s gr gr

% arrowhead
n 8869 3950 m 8749 3920 l 8869 3890 l  col0 s
% arrowhead
n 9922 3890 m 10042 3920 l 9922 3950 l  col0 s
% Polyline
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% Polyline
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% Polyline
 [60] 0 sd
n 7245 3900 m 7245 735 l gs col1 s gr  [] 0 sd
% Polyline
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% Polyline
15.000 slw
gs  clippath
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clip
n 5243 3600 m 10493 3600 l gs col0 s gr gr

% arrowhead
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% Polyline
7.500 slw
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
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% Polyline
n 8244 3287 m 8288 3241 l 8350 3302 l 8410 3241 l 8471 3300 l gs col1 s gr 
% Polyline
n 8462 3300 m 8523 3239 l 8583 3302 l 8642 3241 l 8683 3291 l gs col1 s gr 
% Polyline
n 8462 3068 m 8523 3007 l 8583 3070 l 8642 3009 l 8704 3070 l gs col1 s gr 
/Times-Roman ff 180.00 scf sf
5070 2334 m
gs 1 -1 sc (\\tex{$|\\mbox{grad\\ }z|$}) col0 sh gr
% Polyline
n 8462 2940 m 8523 2879 l 8583 2942 l 8642 2881 l 8704 2942 l 8721 2920 l gs col1 s gr 
% Polyline
n 8519 3476 m 8527 3476 l gs col1 s gr
% Polyline
15.000 slw
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% Polyline
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% Polyline
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% Polyline
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/Times-Roman ff 180.00 scf sf
6211 181 m
gs 1 -1 sc (\\tex{Wasserscheiden}) col0 sh gr
/Times-Roman ff 180.00 scf sf
5438 226 m
gs 1 -1 sc (\\tex{$z$}) col0 sh gr
% Polyline
%
% Begin Imported GIF File: d06.gif
n gs
60 46 tr
10.976905 -10.971751 sc
0 -354 tr
0 0 tr
sa
/showpage {} def
% GIF image follows:
433 354 sc
%***********************************************************************
%*                                                                     *
%* Object: Image decoding PS-routine                    Date: 01.02.93 *
%* Author: Evgeni CHERNYAEV (chernaev@vxcern.cern.ch)                  *
%*                                                                     *
%* Function: Display a run-length encoded color image.                 *
%*           The image is displayed in color on viewers and printers   *
%*           that support color Postscript, otherwise it is displayed  *
%*           as grayscale.                                             *
%*                                                                     *
%***********************************************************************
/byte 1 string def
/color 3 string def
systemdict /colorimage known { /cnt 3 def } { /cnt 1 def } ifelse
/String 256 cnt mul string def
%***********************************************************************
/DecodePacket            % Decode color packet                         *
%***********************************************************************
{
  currentfile byte readhexstring pop 0 get
  /Nbyte exch 1 add cnt mul def
  /color ColorMap currentfile byte readhexstring pop 0 get get def
  String dup
  0 cnt Nbyte 1 sub { color putinterval dup } for
  pop 0 Nbyte getinterval
} bind def
%***********************************************************************
/DisplayImage            % Display run-length encoded color image      *
%***********************************************************************
{
  gsave
  currentfile String readline pop
  token { /columns exch def } { } ifelse
  token { /rows exch def pop } { } ifelse
  currentfile String readline pop
  token { /Ncol exch def pop } { } ifelse
  /ColorMap Ncol array def
  systemdict /colorimage known {
    0 1 Ncol 1 sub {
      ColorMap exch
      currentfile 3 string readhexstring pop put
    } for
    columns rows 8
    [ columns 0 0 rows neg 0 rows ]
    { DecodePacket } false 3 colorimage
  }{
    0 1 Ncol 1 sub {
      ColorMap exch
      1 string dup 0
      currentfile color readhexstring pop pop
      color 0 get 0.299 mul
      color 1 get 0.587 mul add
      color 2 get 0.114 mul add
      cvi put put
    } for
    columns rows 8
    [ columns 0 0 rows neg 0 rows ]
    { DecodePacket } image
  } ifelse
  grestore
} bind def
%***********************************************************************
%*                          Image decoding                             *
%***********************************************************************
DisplayImage
433 354
32
080808 121212 1d1d1d 252525 303030 383838 434343 4e4e4e 565656 616161
696969 747474 7f7f7f 8a8a8a 929292 9d9d9d a5a5a5 b0b0b0 bbbbbb c3c3c3
cecece d6d6d6 e1e1e1 ececec f4f4f4 ffffff 000000 000000 000000 000000
000000 000000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restore grestore
%
% End Imported PIC File: d06.gif
%
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9195 3840 m
gs 1 -1 sc (\\tex{$\\Re_4$}) col0 sh gr
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7316 3840 m
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$F2psEnd
rs
%%EndDocument
 @endspecial 528 1414 a
 /End PSfrag
 528 1414 a 528 509 a
 /Hide PSfrag
 528 509
a -156 561 a Fm(PSfrag)27 b(replacemen)n(ts)p -156 589
685 4 v 528 592 a
 /Unhide PSfrag
 528 592 a 272 665 a
  {
 272 665 a Fh(j)p
Fm(grad)f Fg(z)s Fh(j)272 665 y
  } 0/Place PSfrag
 272 665 a 13 775 a
  {
 13
775 a Fm(W)-6 b(assersc)n(heiden)13 775 y
  } 1/Place PSfrag
 13 775 a 489
866 a
  {
 489 866 a Fg(z)489 866 y
  } 2/Place PSfrag
 489 866 a 438 949 a
  {
 438
949 a Fh(<)493 957 y Fn(1)438 949 y
  } 3/Place PSfrag
 438 949 a 438 1041
a
  {
 438 1041 a Fh(<)493 1049 y Fn(3)438 1041 y
  } 4/Place PSfrag
 438 1041
a 438 1132 a
  {
 438 1132 a Fh(<)493 1140 y Fn(4)438 1132
y
  } 5/Place PSfrag
 438 1132 a 438 1223 a
  {
 438 1223 a Fh(<)493 1231 y Fn(2)438
1223 y
  } 6/Place PSfrag
 438 1223 a 484 1323 a
  {
 484 1323 a Fg(x)484 1323
y
  } 7/Place PSfrag
 484 1323 a 484 1414 a
  {
 484 1414 a Fg(x)484 1414 y
  } 8/Place PSfrag
 484
1414 a 523 1588 a Fl(Abb.)14 b(1.)35 b Ff(Links:)f Fm(H)1128
1591 y(\177)1128 1588 y(ohenpro\014l)h(der)f(Lungen)n(basis.)i
Ff(R)l(e)l(chts:)g Fm(Qualitativ)n(e)f(sc)n(hematisc)n(he)f(Dar-)523
1680 y(stellungen.)28 b Ff(Ob)l(en:)e Fm(V)-6 b(en)n(traler)27
b(Horizon)n(talsc)n(hnitt)g(durc)n(h)f(das)h(H)2482 1683
y(\177)2482 1680 y(ohenpro\014l)f(der)g(Lungen)n(basis.)523
1771 y Ff(Darunter:)j Fm(Absolutb)r(etrag)f(des)g(zugeh)1714
1774 y(\177)1714 1771 y(origen)g(Gradien)n(ten.)g(Durc)n(h)f(W)-6
b(assersc)n(heiden)n(transfor-)523 1862 y(mation)32 b(auf)h(dem)e
(Gradien)n(ten)i(bilden)f(sic)n(h)h(vier)f(Regionen)h
Fh(<)2457 1870 y Fn(1)2492 1862 y Fm({)p Fh(<)2585 1870
y Fn(4)2620 1862 y Fm(,)g(v)n(on)f(denen)g(die)g(b)r(eiden)523
1954 y(gr)591 1957 y(\177)591 1954 y(o\031ten)27 b(\(hier)e
Fh(<)1039 1962 y Fn(1)1100 1954 y Fm(und)f Fh(<)1308
1962 y Fn(4)1344 1954 y Fm(\))h(als)i(an)e(das)h(Zw)n(erc)n(hfell)h
(angrenzend)f(angenommen)e(w)n(erden.)523 2345 y Fp(diesen)36
b(Regionen)g(en)n(tsprec)n(henenden)g(Punkte)g(w)n(erden)g(im)g(H)2606
2349 y(\177)2606 2345 y(ohenpro\014l)g(ausgew)3263 2349
y(\177)3263 2345 y(ahlt)523 2445 y(und)29 b(als)e(St)895
2449 y(\177)893 2445 y(utzstellen)j(f)1296 2449 y(\177)1294
2445 y(ur)e(die)g(In)n(terp)r(olation)g(des)g(Zw)n(erc)n(hfells)f(v)n
(erw)n(endet.)g(Dazu)h(wird)523 2545 y(eine)36 b(kleinste)g(Quadrate)e
(Anpassung)h(der)h(p)r(olynomialen)f(Fl)2570 2549 y(\177)2570
2545 y(ac)n(he)g Fi(n)p Fp(-ten)h(Grades)f(aus)523 2644
y(Gl.)28 b(\(1\))g(durc)n(hgef)1108 2648 y(\177)1106
2644 y(uhrt.)1478 2939 y Fi(f)9 b Fp(\()p Fi(x;)14 b(y)s
Fp(\))24 b(=)1871 2835 y Fe(n)1831 2860 y Fd(X)1838 3037
y Fe(i)p Fo(=0)2013 2835 y Fe(i)1965 2860 y Fd(X)1968
3037 y Fe(j)s Fo(=0)2099 2939 y Fi(c)2135 2951 y Fe(i;j)2213
2939 y Fi(x)2260 2904 y Fe(j)2295 2939 y Fi(y)2339 2904
y Fe(i)p Fc(\000)p Fe(j)3299 2939 y Fp(\(1\))648 3208
y(Als)29 b(guter)g(Kompromiss)f(zwisc)n(hen)h(Sp)r(eic)n(herplatzb)r
(edarf)g(und)h(G)2823 3212 y(\177)2821 3208 y(ute)h(der)e(In)n(terp)r
(o-)523 3308 y(lation)i(hat)g(sic)n(h)g Fi(n)e Fp(=)g(4)i(erwiesen,)g
(w)n(omit)g(15)f(Ko)r(e\016zien)n(ten)h Fi(c)2594 3320
y Fe(i;j)2704 3308 y Fp(im)h(Sinne)f(der)g(klein-)523
3407 y(sten)e(F)-7 b(ehlerquadrate)27 b(zu)h(b)r(estimmen)h(sind.)g
(Dazu)f(ist)h(Gl.)g(\(2\))f(zu)h(l)2748 3411 y(\177)2748
3407 y(osen,)f(in)g(der)g Fb(A)h Fp(die)523 3507 y(Regressions-Matrix,)
j Fb(A)1348 3477 y Fe(T)1435 3507 y Fp(deren)i(transp)r(onierte,)g
Fb(c)h Fp(den)g(Ko)r(e\016zien)n(ten)n(v)n(ektor)d(und)j
Fb(z)523 3607 y Fp(den)28 b(V)-7 b(ektor)27 b(der)g Fi(z)t
Fp(-W)-7 b(erte)27 b(an)g(den)h(St)1760 3611 y(\177)1758
3607 y(utzstellen)g(b)r(esc)n(hreib)r(en.)1702 3842 y
Fb(A)1774 3808 y Fe(T)1826 3842 y Fb(A)q(c)22 b Fp(=)h
Fb(A)2124 3808 y Fe(T)2176 3842 y Fb(z)1077 b Fp(\(2\))648
4028 y(Die)27 b(Regressionsmatrix)e Fb(A)j Fp(m)n(uss)f(f)1819
4032 y(\177)1817 4028 y(ur)h(jede)f(St)2176 4032 y(\177)2174
4028 y(utztstelle)i(\()p Fi(x;)14 b(y)s Fp(\))28 b(eine)g(Zeile)f(mit)h
(den)523 4127 y(daraus)j(b)r(erec)n(hneten)g(W)-7 b(erten)32
b Fi(x)1603 4097 y Fe(j)1639 4127 y Fi(y)1683 4097 y
Fe(i)p Fc(\000)p Fe(j)1825 4127 y Fp(en)n(thalten.)g(Bei)g(V)-7
b(erw)n(endung)31 b(aller)g(bis)h(zu)g(10)3369 4097 y
Fo(5)523 4227 y Fp(St)603 4231 y(\177)601 4227 y(utzstellen)e(ergibt)e
(sic)n(h)g(so)g(eine)h(Matrix)f(v)n(on)f(10)2177 4197
y Fo(5)2233 4227 y Fa(\001)19 b Fp(15)28 b(Flie\031k)n(ommazahlen)f
(mit)3243 4231 y(\177)3241 4227 y(ub)r(er)523 4327 y(90)e(MB)g(Sp)r
(eic)n(herb)r(edarf.)g(Anstatt)h(Gl.)g(\(2\))g(direkt)f(zu)h(l)2322
4331 y(\177)2322 4327 y(osen,)f(b)r(en)n(utzten)h(wir)f(den)h(Algo-)523
4426 y(rithm)n(us)20 b(zum)h(T)-7 b(rend-Surface-Fit)19
b(aus)h([4],)g(der)g(auf)g(einer)g(QR-Zerlegung)e(der)i(Matrix)g
Fb(A)523 4526 y Fp(durc)n(h)27 b(Householder-T)-7 b(ransformationen)24
b(b)r(eruh)n(t.)j(Dies)g(liefert)h(auc)n(h)e(f)2832 4530
y(\177)2830 4526 y(ur)i(sc)n(hlec)n(h)n(t)e(k)n(on-)523
4625 y(ditionierte)e(Regressionsmatrizen)e(n)n(ummerisc)n(h)i(stabile)h
(Sc)n(h)2529 4629 y(\177)2529 4625 y(atzungen)e(f)2907
4629 y(\177)2905 4625 y(ur)i(den)g(Ko)r(e\016-)523 4725
y(zien)n(ten)n(v)n(ektor)i Fb(c)o Fp(.)i(Das)e(V)-7 b(erfahren)28
b(wurde)g(auf)g(15)g(Datens)2431 4729 y(\177)2431 4725
y(atze)f(angew)n(endet.)h(Es)f(zeigte)523 4825 y(sic)n(h)40
b(f)727 4829 y(\177)725 4825 y(ur)g Fi(n)k Fp(=)f(4)d(eine)g(knapp)1578
4829 y(\177)1575 4825 y(ub)r(er)g(90)13 b(\045-ige)2125
4807 y(\177)2115 4825 y(Ub)r(ereinstimm)n(ung)40 b(der)g(mo)r
(dellierten)523 4924 y(Fl)600 4928 y(\177)600 4924 y(ac)n(hen)27
b(mit)h(den)g(k)n(orrigierten)d(H)1652 4928 y(\177)1652
4924 y(ohenpro\014len.)p eop
%%Page: 4 4
4 3 bop 648 448 a Fp(Das)28 b(so)h(gew)n(onnene)f(Mo)r(dell)h(des)g(Zw)
n(erc)n(hfells)f(erm)2328 452 y(\177)2328 448 y(oglic)n(h)n(t)f(eine)i
(T)-7 b(renn)n(ung)29 b(des)f(Le-)523 548 y(b)r(ergew)n(eb)r(es)22
b(v)n(on)h(allen)g(Organen,)f(die)h(ob)r(erhalb)g(der)g(b)r(erec)n
(hneten)g(Fl)2800 552 y(\177)2800 548 y(ac)n(he)g(liegen,)g(auc)n(h)523
648 y(w)n(enn)28 b(diese)f(einen)h(iden)n(tisc)n(hen)f(Grau)n(w)n(ert)f
(b)r(esitzen.)523 904 y Fj(2.3)95 b(Automatisc)m(he)30
b(Segmen)m(tierung)g(der)i(Ripp)s(en)523 1078 y Fp(Ein)e(w)n(eiteres)f
(Problem)f(stellt)j(die)f(T)-7 b(renn)n(ung)29 b(des)g(Leb)r(ergew)n
(eb)r(es)g(v)n(om)g(angrenzenden)523 1178 y(in)n(tercostalen)e
(Bindegew)n(eb)r(e)h(dar,)g(w)n(eil)g(Grau)n(w)n(ertun)n(tersc)n(hiede)
e(h)2715 1182 y(\177)2715 1178 y(au\014g)i(nic)n(h)n(t)h(v)n(orhan-)523
1278 y(den)d(sind.)h(Dazu)f(wird)g(die)g(Kon)n(tur)f(der)h(Brustinnen)n
(w)n(and)f(ermittelt,)h(d.)h(h.)f(die)g(Fl)3222 1282
y(\177)3222 1278 y(ac)n(he,)523 1377 y(die)i(sic)n(h)f(v)n(on)g(innen)h
(am)f(b)r(esten)h(an)g(die)f(Ripp)r(en)i(ansc)n(hmiegt.)648
1478 y(Die)20 b(Ripp)r(en)g(selbst)g(k)1340 1482 y(\177)1340
1478 y(onnen)g(als)f(kn)1784 1482 y(\177)1784 1478 y(oc)n(herne)f
(Strukturen)2495 1482 y(\177)2493 1478 y(ub)r(er)i(geeignete)f(Sc)n(h)n
(w)n(ellen-)523 1578 y(w)n(erte)g(v)n(on)f(gr)962 1582
y(\177)962 1578 y(o\031er)f(400)h(HU)i(v)n(om)1595 1582
y(\177)1593 1578 y(ubrigen)e(Gew)n(eb)r(e)i(getrenn)n(t)e(w)n(erden.)h
(Dies)h(gelingt)f(ab)r(er)523 1678 y(f)550 1682 y(\177)548
1678 y(ur)i(die)g(Erfordernisse)d(einer)j(automatisc)n(hen)f(Segmen)n
(tierung)f(nic)n(h)n(t)i(immer)g(aussc)n(hlie\031-)523
1777 y(lic)n(h,)29 b(so)f(dass)g(andere)g(Strukturen,)g(wie)h(k)n(on)n
(trastmittelgef)2473 1781 y(\177)2471 1777 y(ullte)f(Gef)2787
1781 y(\177)2787 1777 y(a\031e,)g(Nierensteine)523 1877
y(etc.)g(mit)832 1881 y(\177)832 1877 y(ahnlic)n(h)f(hohen)h(Grau)n(w)n
(erten)e(auc)n(h)h(im)h(Bin)2262 1881 y(\177)2262 1877
y(arbild)f(v)n(orhanden)f(sind.)648 1978 y(Um)38 b(ein)h(Bin)1090
1982 y(\177)1090 1978 y(arbild)e(n)n(ur)h(der)g(Ripp)r(en)h(und)g(der)f
(Wirb)r(els)2568 1982 y(\177)2568 1978 y(aule)g(zu)g(erzeugen,)f(w)n
(er-)523 2078 y(den)g(diese)g(mit)h(einem)g(3D-Region-Gro)n(wing)c
(segmen)n(tiert,)i(f)2574 2082 y(\177)2572 2078 y(ur)i(das)e(geeignete)
h(Saat-)523 2177 y(punkte)g(ermittelt)g(w)n(erden)f(m)1530
2181 y(\177)1528 2177 y(ussen.)h(Dazu)f(wird)h(sc)n(hic)n(h)n(t)n(w)n
(eise)e(eine)h(Ellipse)g(aus)g(der)523 2277 y(Bounding-Bo)n(x)28
b(des)j(Thorax)d(ermittelt)j(und)g(alle)f(innerhalb)g(gelegenen)f(Bin)
3063 2281 y(\177)3063 2277 y(arob)5 b(jekte)523 2377
y(w)n(erden)23 b(en)n(tfern)n(t.)g(Die)h(v)n(erbleib)r(enden)f(lateral)
f(gelegenen)g(Bin)2555 2381 y(\177)2555 2377 y(arob)5
b(jekte)22 b(w)n(erden)g(durc)n(h)523 2476 y(ein)28 b(3D-Lab)r(eling)f
(iden)n(ti\014ziert.)i(Ob)5 b(jekte,)27 b(die)h(zu)h(klein)f(f)2410
2480 y(\177)2408 2476 y(ur)g(einen)g(Ripp)r(en)n(b)r(ogen)g(sind,)523
2576 y(w)n(erden)j(en)n(tfern)n(t.)g(F)1205 2580 y(\177)1203
2576 y(ur)g(alle)1472 2580 y(\177)1469 2576 y(ubrigen)g(Ob)5
b(jekte)31 b(wird)g(eine)h(Hauptac)n(hsen)n(transformati-)523
2676 y(on)e(durc)n(hgef)953 2680 y(\177)951 2676 y(uhrt,)f(indem)h(f)
1438 2680 y(\177)1436 2676 y(ur)g(ihren)g(um)g(die)g(Ko)r(ordinatensc)n
(h)n(w)n(erpunkte)d(zen)n(trierten)523 2775 y(T)-7 b(r)609
2779 y(\177)609 2775 y(agheitstensor)25 b(die)j(Eigen)n(v)n(ektoren)d
(und)j(Eigen)n(w)n(erte)e(b)r(estimm)n(t)i(w)n(erden.)648
2876 y(Bezeic)n(hnet)23 b(man)h(den)f(gr)1468 2880 y(\177)1468
2876 y(o\031ten)g(und)h(kleinsten)g(Eigen)n(w)n(ert)d(mit)k
Fi(\025)2778 2888 y Fo(1)2839 2876 y Fp(und)f Fi(\025)3049
2888 y Fo(3)3087 2876 y Fp(,)g(so)f(k)-5 b(ann)523 2976
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%*                                                                     *
%* Object: Image decoding PS-routine                    Date: 01.02.93 *
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restore grestore
%
% End Imported PIC File: result.gif
%
% Polyline
%
% Begin Imported GIF File: wrong.gif
n gs
8110 441 tr
21.790780 -31.559140 sc
0 -93 tr
0 0 tr
sa
/showpage {} def
% GIF image follows:
282 93 sc
%***********************************************************************
%*                                                                     *
%* Object: Image decoding PS-routine                    Date: 01.02.93 *
%* Author: Evgeni CHERNYAEV (chernaev@vxcern.cern.ch)                  *
%*                                                                     *
%* Function: Display a run-length encoded color image.                 *
%*           The image is displayed in color on viewers and printers   *
%*           that support color Postscript, otherwise it is displayed  *
%*           as grayscale.                                             *
%*                                                                     *
%***********************************************************************
/byte 1 string def
/color 3 string def
systemdict /colorimage known { /cnt 3 def } { /cnt 1 def } ifelse
/String 256 cnt mul string def
%***********************************************************************
/DecodePacket            % Decode color packet                         *
%***********************************************************************
{
  currentfile byte readhexstring pop 0 get
  /Nbyte exch 1 add cnt mul def
  /color ColorMap currentfile byte readhexstring pop 0 get get def
  String dup
  0 cnt Nbyte 1 sub { color putinterval dup } for
  pop 0 Nbyte getinterval
} bind def
%***********************************************************************
/DisplayImage            % Display run-length encoded color image      *
%***********************************************************************
{
  gsave
  currentfile String readline pop
  token { /columns exch def } { } ifelse
  token { /rows exch def pop } { } ifelse
  currentfile String readline pop
  token { /Ncol exch def pop } { } ifelse
  /ColorMap Ncol array def
  systemdict /colorimage known {
    0 1 Ncol 1 sub {
      ColorMap exch
      currentfile 3 string readhexstring pop put
    } for
    columns rows 8
    [ columns 0 0 rows neg 0 rows ]
    { DecodePacket } false 3 colorimage
  }{
    0 1 Ncol 1 sub {
      ColorMap exch
      1 string dup 0
      currentfile color readhexstring pop pop
      color 0 get 0.299 mul
      color 1 get 0.587 mul add
      color 2 get 0.114 mul add
      cvi put put
    } for
    columns rows 8
    [ columns 0 0 rows neg 0 rows ]
    { DecodePacket } image
  } ifelse
  grestore
} bind def
%***********************************************************************
%*                          Image decoding                             *
%***********************************************************************
DisplayImage
282 93
128
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$F2psEnd
rs
%%EndDocument
 @endspecial 174 x Fl(Abb.)14 b(2.)32 b Fm(Zw)n(ei)g(F)-6
b(ron)n(talsc)n(hnitte)32 b(durc)n(h)f(einen)h(CT-Datensatz)h(mit)e
(512)2747 1207 y Fn(2)2804 1239 y Fh(\001)21 b Fm(89)33
b(und)e(256)3229 1207 y Fn(2)3286 1239 y Fh(\001)21 b
Fm(95)523 1330 y(V)-6 b(o)n(xeln.)28 b(Die)h(Ergebnisse)h(aus)g(Zw)n
(erc)n(hfell-Appro)n(ximation)e(und)g(Mo)r(dellierung)i(der)f(Brustin-)
523 1422 y(nen)n(w)n(and)24 b(sind)g(eingezeic)n(hnet.)h
Ff(Links:)f Fm(gutes)h(Ergebnis,)g Ff(r)l(e)l(chts:)h
Fm(sc)n(hlec)n(h)n(tes)e(Ergebnis)i(aus)e(der)523 1513
y(Zw)n(erc)n(hfell-Appro)n(ximation.)f(Aufgrund)e(der)i(Gr)2000
1516 y(\177)2000 1513 y(o\031e)h(des)e(Herzens)h(stehen)f(im)g(Bereic)n
(h)i(der)e(lin-)523 1604 y(k)n(en)j(Lungen)n(basis)h(zu)f(w)n(enige)i
(St)1526 1607 y(\177)1524 1604 y(utzstellen)e(f)1894
1607 y(\177)1892 1604 y(ur)h(die)g(In)n(terp)r(olation)g(zur)g(V)-6
b(erf)2852 1607 y(\177)2850 1604 y(ugung.)523 1946 y
Fk(3)112 b(Diskussion)37 b(und)h(Ausblic)m(k)523 2118
y Fp(Mit)24 b(den)g(b)r(eiden)g(so)f(gefundenen)h(Mask)n(en)f(ist)g(es)
h(in)g(vielen)f(F)2506 2122 y(\177)2506 2118 y(allen)h(m)2770
2122 y(\177)2770 2118 y(oglic)n(h,)f(das)g(Leb)r(er-)523
2218 y(gew)n(eb)r(e)33 b(v)n(om)f(angrenzenden)g(Herz-)h(und)h(in)n
(tercostalen)e(Brust)n(w)n(andgew)n(eb)r(e)f(automa-)523
2318 y(tisc)n(h)d(zu)h(trennen,)f(wie)h(anhand)f(des)g(link)n(en)h(F)-7
b(ron)n(talsc)n(hnittes)27 b(in)i(Abb.)g(2)f(v)n(erdeutlic)n(h)n(t)523
2417 y(wird.)k(Allerdings)g(m)1211 2421 y(\177)1209 2417
y(ussen)h(f)1464 2421 y(\177)1462 2417 y(ur)f(eine)1751
2421 y(\177)1749 2417 y(ub)r(erall)g(zufriedenstellende)h(Appro)n
(ximation)e(des)523 2517 y(Zw)n(erc)n(hfells)e(gen)1080
2521 y(\177)1078 2517 y(ugend)h(St)1405 2521 y(\177)1403
2517 y(utzstellen)i(im)f(v)n(en)n(tralen)e(Bereic)n(h)h(der)g(link)n
(en)g(Lungen)n(basis)523 2617 y(v)n(orhanden)e(sein.)i(Eine)f(genaue)g
(Absc)n(h)1816 2621 y(\177)1816 2617 y(atzung)2092 2621
y(\177)2090 2617 y(ub)r(er)h(die)g(Zahl)f(der)g(P)n(atien)n(ten,)g(b)r
(ei)h(de-)523 2716 y(nen)36 b(es)g(zu)g(F)-7 b(ehlsegmen)n(tierungen)35
b(\(Abb.)i(2,)e(rec)n(h)n(ts\))h(k)n(omm)n(t,)f(m)n(uss)h(in)g(einer)f
(Studie)523 2816 y(ermittelt)c(w)n(erden.)f(F)1238 2820
y(\177)1236 2816 y(ur)h(eine)g(v)n(ollst)1715 2820 y(\177)1715
2816 y(andige)e(automatisc)n(he)g(Segmen)n(tierung)h(der)g(Leb)r(er)523
2915 y(sind)35 b(au\031erdem)f(no)r(c)n(h)h(w)n(eitere)f(V)-7
b(erfahren)34 b(zur)h(Abgrenzung)f(v)n(on)g(Niere)g(und)i(Magen)523
3015 y(erforderlic)n(h.)d(T)-7 b(rotz)34 b(no)r(c)n(h)h(ausstehender)f
(Ev)-5 b(aluierung)33 b(l)2421 3019 y(\177)2421 3015
y(asst)h(sic)n(h)h(absehen,)f(dass)g(die)523 3115 y(b)r(eiden)i(Komp)r
(onen)n(ten)g(zu)g(einer)f(erh)1786 3119 y(\177)1786
3115 y(oh)n(ten)g(Akzeptanz)h(des)g(Gesam)n(tsystems)e(in)i(der)523
3214 y(klinisc)n(hen)27 b(Routine)h(b)r(eitragen)f(w)n(erden.)523
3453 y Fk(Literatur)600 3610 y Fm(1.)42 b(Bae)26 b(KT,)f(Giger)h(ML,)g
(Chen)f(CT,)h(Kahn)e(CE:)i(Automatic)e(segmen)n(tation)h(of)h(liv)n(er)
f(struc-)701 3701 y(ture)g(in)h(CT)g(images,)h(Radiology)-6
b(,)26 b(201:359{364,)31 b(1996.)600 3785 y(2.)42 b(Glom)n(bitza)19
b(G,)h(Lamad)n(\023)-36 b(e)18 b(W,)i(Demiris)e(AM,)i(G)2080
3788 y(\177)2080 3785 y(opfert)g(MR,)f(Ma)n(y)n(er)g(A,)g(Bahner)g(ML,)
h(Mein-)701 3877 y(zer)26 b(HP)-6 b(,)26 b(Ric)n(h)n(ter)g(G,)g(Lehner)
g(Th,)h(Herfarth)f(Ch:)h(Virtual)f(planning)g(of)h(liv)n(er)f
(resections:)701 3968 y(image)21 b(pro)r(cessing,)h(visualization)f
(and)f(v)n(olumetric)g(ev)l(aluation.)h(In)n(t.)e(Journal)i(of)h
(Medical)701 4059 y(Informatics)k(53)g(\(2-3\))g(pp.)f(225,)i(1999.)600
4144 y(3.)42 b(J)740 4147 y(\177)740 4144 y(ahne)26 b(B:)h(First-order)
f(tensor)g(represen)n(tation.)h(In:)e(J)2325 4147 y(\177)2325
4144 y(ahne)h(B,)h(Hau\031ec)n(k)n(er)f(H,)f(Gei\031ler)j(P)701
4235 y(\(Eds\).)f(Handb)r(o)r(ok)g(of)h(computer)d(vision)j(and)e
(applications)j({)e(V)-6 b(ol.)27 b(2)h(Signal)f(pro)r(cessing)701
4327 y(and)e(pattern)h(recognition,)h(Academic)e(Press,)i(San)e(Diego,)
i(227{238,)i(1999.)600 4411 y(4.)42 b(V)-6 b(enables)24
b(WN,)f(Ripley)h(BD:)g(Mo)r(dern)g(applied)g(statistics)i(with)e
(S-PLUS.)f(Springer)h(V)-6 b(er-)701 4502 y(lag,)27 b(New)f(Y)-6
b(ork,)25 b(384{388,)k(1994.)600 4587 y(5.)42 b(W)-6
b(olf)31 b(I,)f(Glom)n(bitza)h(G,)g(De)f(Simone)g(R,)g(Meinzer)h(HP:)f
(Automatisc)n(he)g(Segmen)n(tierung)701 4678 y(v)n(on)42
b(Herzk)l(a)n(vit)1184 4681 y(\177)1184 4678 y(aten)h(in)g
(mehrdimensionalen)f(Ultrasc)n(hallaufnahmen.)h(In:)g(Ev)n(ers)g(H,)701
4770 y(Glom)n(bitza)23 b(G,)g(Lehmann)e(T,)i(Meinzer)g(HP)f(\(Hrsg.\),)
h(Bildv)n(erarb)r(eitung)g(f)2924 4773 y(\177)2922 4770
y(ur)g(die)f(Medizin)701 4861 y(1999,)28 b(Springer)d(V)-6
b(erlag,)27 b(Heidelb)r(erg,)f(77{81,)i(1999.)p eop
%%Trailer
end
userdict /end-hook known{end-hook}if
%%EOF