Availability: Probabilistic modeling for segmentation in magnetic resonance images of the human brain

Probabilistic modeling for segmentation in magnetic resonance images of the human brain:

Saved in:

Bibliographic Details
Main Author:	Wels, Michael (Author)
Format:	Thesis/Dissertation Book
Language:	English
Published:	Berlin Logos-Verl. 2010
Series:	Studien zur Mustererkennung 33
Subjects:	Bildsegmentierung Entscheidungsbaum Boosting Kernspintomografie Stochastisches Modell Hochschulschrift
Links:	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020678849&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Physical Description:	X, 128 S. Ill., graph. Darst. 21 cm
ISBN:	9783832526313

Staff View

MARC


LEADER	00000nam a2200000 cb4500
001	BV036761832
003	DE-604
005	00000000000000.0
007	t\|
008	101108s2010 xx ad\|\| m\|\|\| 00\|\|\| eng d
020			\|a 9783832526313 \|c kart. \|9 978-3-8325-2631-3
035			\|a (OCoLC)695566578
035			\|a (DE-599)BVBBV036761832
040			\|a DE-604 \|b ger \|e rakddb
041	0		\|a eng
049			\|a DE-29 \|a DE-29T
082	0		\|a 616.075480285637 \|2 22/ger
100	1		\|a Wels, Michael \|e Verfasser \|4 aut
245	1	0	\|a Probabilistic modeling for segmentation in magnetic resonance images of the human brain \|c von Michael Wels
264		1	\|a Berlin \|b Logos-Verl. \|c 2010
300			\|a X, 128 S. \|b Ill., graph. Darst. \|c 21 cm
336			\|b txt \|2 rdacontent
337			\|b n \|2 rdamedia
338			\|b nc \|2 rdacarrier
490	1		\|a Studien zur Mustererkennung \|v 33
502			\|a Zugl.: Erlangen-Nürnberg, Univ., Diss., 2010
650	0	7	\|a Bildsegmentierung \|0 (DE-588)4145448-0 \|2 gnd \|9 rswk-swf
650	0	7	\|a Entscheidungsbaum \|0 (DE-588)4347788-4 \|2 gnd \|9 rswk-swf
650	0	7	\|a Boosting \|0 (DE-588)4839853-6 \|2 gnd \|9 rswk-swf
650	0	7	\|a Kernspintomografie \|0 (DE-588)4120806-7 \|2 gnd \|9 rswk-swf
650	0	7	\|a Stochastisches Modell \|0 (DE-588)4057633-4 \|2 gnd \|9 rswk-swf
655		7	\|0 (DE-588)4113937-9 \|a Hochschulschrift \|2 gnd-content
689	0	0	\|a Kernspintomografie \|0 (DE-588)4120806-7 \|D s
689	0	1	\|a Bildsegmentierung \|0 (DE-588)4145448-0 \|D s
689	0	2	\|a Entscheidungsbaum \|0 (DE-588)4347788-4 \|D s
689	0	3	\|a Stochastisches Modell \|0 (DE-588)4057633-4 \|D s
689	0	4	\|a Boosting \|0 (DE-588)4839853-6 \|D s
689	0		\|5 DE-604
830		0	\|a Studien zur Mustererkennung \|v 33 \|w (DE-604)BV013645858 \|9 33
856	4	2	\|m DNB Datenaustausch \|q application/pdf \|u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020678849&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA \|3 Inhaltsverzeichnis
943	1		\|a oai:aleph.bib-bvb.de:BVB01-020678849

Record in the Search Index

_version_	1819361126510493696
adam_text	IMAGE 1 CONTENTS CONTENTS I LIST OF FIGURES V LIST OF TABLES IX 1 INTRODUCTION 1 1.1 THE HUMAN BRAIN 1 1.2 MAGNETIC RESONANCE IMAGING 4 1.3 MEDICAL IMAGE SEGMENTATION 7 1.4 KNOWLEDGE-BASED APPROACHES TO MEDICAL IMAGE SEGMENTATION 9 1.5 EU RESEARCH PROJECT HEALTH-E-CHILD 9 1.6 CONTRIBUTIONS 10 1.7 OUTLINE 11 2 BRAIN TISSUE CLASSIFICATION AND INTENSITY NON-UNIFORMITY CORRECTION 13 2.1 MOTIVATION 14 2.2 RELATEDWORK 16 2.2.1 MRI TISSUE CLASSIFICATION 16 2.2.2 MRI INU CORRECTION 17 2.3 METHOD 17 2.3.1 DMC-EM BRAIN TISSUE SEGMENTATION 17 2.3.2 MRI INU ESTIMATION 20 2.3.3 MODALITY-SPECIFIC UNARY CLIQUE POTENTIALS 23 2.3.4 COHERENCE PRESERVING PAIR-WISE CLIQUE POTENTIALS 26 2.3.5 SUMMARY 26 2.4 VALIDATION 27 2.4.1 EXPERIMENTAL SETUP 27 2.4.2 RESULTS ON MULTI-SPECTRAL SIMULATED DATA 30 2.4.3 RESULTS ON MONO-SPECTRAL SIMULATED DATA 31 2.4.4 RESULTS ON NORMAL SUBJECTS MONO-SPECTRAL SCANS 32 BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1008399035 DIGITALISIERT DURCH IMAGE 2 2.5 DISCUSSION 34 2.6 CONCLUSIONS 38 PEDIATRIE BRAIN TUMOR SEGMENTATION 43 3.1 MOTIVATION 43 3.2 RELATEDWORK 46 3.2.1 PREPROCESSING: MRI INTER-SCAN INTENSITY STANDARDIZATION 46 3.2.2 MRI BRAIN TUMOR SEGMENTATION 46 3.2.3 IMAGE SEGMENTATION USING MAX-FLOW/MIN-CUT COMPUTATION . . 47 3.3 MRI INTER-SCAN INTENSITY STANDARDIZATION 48 3.4 SEGMENTATION METHOD 50 3.4.1 POSTERIOR MODE IMAGE SEGMENTATION 50 3.4.2 HISTOGRAM-BASED OBSERVATION MODEL 55 3.4.3 DISCRIMINATIVE MODEL-CONSTRAINED MRF PRIOR MODEL 55 3.4.4 DISCRIMINATIVE MODEL-CONSTRAINED GRAPH CUTS SEGMENTATION . .. 56 3.4.5 SUMMARY 60 3.5 VALIDATION 60 3.5.1 EXPERIMENTAL SETUP 60 3.5.2 QUANTITATIVE RESULTS USING 2-D HAAR-LIKE FEATURES 63 3.5.3 QUANTITATIVE RESULTS USING 3-D HAAR-LIKE FEATURES 64 3.6 DISCUSSION 65 3.7 CONCLUSIONS 67 BRAIN STRUCTURE SEGMENTATION 69 4.1 MOTIVATION 70 4.2 RELATEDWORK 71 4.3 METHOD 72 4.3.1 COMBINED 3-D SHAPE DETECTION AND SHAPE INFERENCE 72 4.3.2 3-D SHAPE DETECTION: SIMILARITY TRANSFORMATION ESTIMATION . .. 74 4.3.3 3-D SHAPE INFERENCE UNDER GLOBAL SHAPE CONSTRAINTS 75 4.3.4 GLOBAL SHAPE MODEL 76 4.3.5 META-STRUCTURE DETECTION 79 4.4 VALIDATION 81 4.4.1 MATERIAL AND EXPERIMENTAL SETUP 81 4.4.2 QUANTITATIVE RESULTS 83 4.5 DISCUSSION 84 4.6 CONCLUSIONS 88 II IMAGE 3 5 SUMMARY AND OUTLOOK 91 5.1 SUMMARY AND CONTRIBUTIONS 91 5.2 DISCUSSION AND TECHNOLOGICAL CONSIDERATIONS 93 5.3 FUTURE WORK 95 5.4 CONCLUSIONS 96 A DISCRIMINATIVE MODELING 97 A.L PROBABILISTIC BOOSTING-TREES 97 A.2 ADABOOST 98 B SEGMENTATION ACCURACY ASSESSMENT 103 B.L MASK-BASED SEGMENTATION ACCURACY MEASURES 103 B.2 SHAPE-BASED SEGMENTATION ACCURACY MEASURES 104 C PROCRUSTES ANALYSIS 107 CL ORDINARY PROCRUSTES ANALYSIS 107 C.2 GENERALIZED PROCRUSTES ANAYLSIS 108 D ACRONYMS AND ABBREVIATIONS 111 BIBLIOGRAPHY 113 INDEX 123
any_adam_object	1
author	Wels, Michael
author_facet	Wels, Michael
author_role	aut
author_sort	Wels, Michael
author_variant	m w mw
building	Verbundindex
bvnumber	BV036761832
ctrlnum	(OCoLC)695566578 (DE-599)BVBBV036761832
dewey-full	616.075480285637
dewey-hundreds	600 - Technology (Applied sciences)
dewey-ones	616 - Diseases
dewey-raw	616.075480285637
dewey-search	616.075480285637
dewey-sort	3616.075480285637
dewey-tens	610 - Medicine and health
discipline	Medizin
format	Thesis Book
fullrecord	<?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01957nam a2200457 cb4500</leader><controlfield tag="001">BV036761832</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">00000000000000.0</controlfield><controlfield tag="007">t\|</controlfield><controlfield tag="008">101108s2010 xx ad\|\| m\|\|\| 00\|\|\| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783832526313</subfield><subfield code="c">kart.</subfield><subfield code="9">978-3-8325-2631-3</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)695566578</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV036761832</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rakddb</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-29</subfield><subfield code="a">DE-29T</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">616.075480285637</subfield><subfield code="2">22/ger</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Wels, Michael</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Probabilistic modeling for segmentation in magnetic resonance images of the human brain</subfield><subfield code="c">von Michael Wels</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Berlin</subfield><subfield code="b">Logos-Verl.</subfield><subfield code="c">2010</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">X, 128 S.</subfield><subfield code="b">Ill., graph. Darst.</subfield><subfield code="c">21 cm</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="1" ind2=" "><subfield code="a">Studien zur Mustererkennung</subfield><subfield code="v">33</subfield></datafield><datafield tag="502" ind1=" " ind2=" "><subfield code="a">Zugl.: Erlangen-Nürnberg, Univ., Diss., 2010</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Bildsegmentierung</subfield><subfield code="0">(DE-588)4145448-0</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Entscheidungsbaum</subfield><subfield code="0">(DE-588)4347788-4</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Boosting</subfield><subfield code="0">(DE-588)4839853-6</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Kernspintomografie</subfield><subfield code="0">(DE-588)4120806-7</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Stochastisches Modell</subfield><subfield code="0">(DE-588)4057633-4</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="655" ind1=" " ind2="7"><subfield code="0">(DE-588)4113937-9</subfield><subfield code="a">Hochschulschrift</subfield><subfield code="2">gnd-content</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Kernspintomografie</subfield><subfield code="0">(DE-588)4120806-7</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Bildsegmentierung</subfield><subfield code="0">(DE-588)4145448-0</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="2"><subfield code="a">Entscheidungsbaum</subfield><subfield code="0">(DE-588)4347788-4</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="3"><subfield code="a">Stochastisches Modell</subfield><subfield code="0">(DE-588)4057633-4</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="4"><subfield code="a">Boosting</subfield><subfield code="0">(DE-588)4839853-6</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="830" ind1=" " ind2="0"><subfield code="a">Studien zur Mustererkennung</subfield><subfield code="v">33</subfield><subfield code="w">(DE-604)BV013645858</subfield><subfield code="9">33</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">DNB Datenaustausch</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020678849&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="943" ind1="1" ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-020678849</subfield></datafield></record></collection>
genre	(DE-588)4113937-9 Hochschulschrift gnd-content
genre_facet	Hochschulschrift
id	DE-604.BV036761832
illustrated	Illustrated
indexdate	2024-12-20T14:41:30Z
institution	BVB
isbn	9783832526313
language	English
oai_aleph_id	oai:aleph.bib-bvb.de:BVB01-020678849
oclc_num	695566578
open_access_boolean
owner	DE-29 DE-29T
owner_facet	DE-29 DE-29T
physical	X, 128 S. Ill., graph. Darst. 21 cm
publishDate	2010
publishDateSearch	2010
publishDateSort	2010
publisher	Logos-Verl.
record_format	marc
series	Studien zur Mustererkennung
series2	Studien zur Mustererkennung
spellingShingle	Wels, Michael Probabilistic modeling for segmentation in magnetic resonance images of the human brain Studien zur Mustererkennung Bildsegmentierung (DE-588)4145448-0 gnd Entscheidungsbaum (DE-588)4347788-4 gnd Boosting (DE-588)4839853-6 gnd Kernspintomografie (DE-588)4120806-7 gnd Stochastisches Modell (DE-588)4057633-4 gnd
subject_GND	(DE-588)4145448-0 (DE-588)4347788-4 (DE-588)4839853-6 (DE-588)4120806-7 (DE-588)4057633-4 (DE-588)4113937-9
title	Probabilistic modeling for segmentation in magnetic resonance images of the human brain
title_auth	Probabilistic modeling for segmentation in magnetic resonance images of the human brain
title_exact_search	Probabilistic modeling for segmentation in magnetic resonance images of the human brain
title_full	Probabilistic modeling for segmentation in magnetic resonance images of the human brain von Michael Wels
title_fullStr	Probabilistic modeling for segmentation in magnetic resonance images of the human brain von Michael Wels
title_full_unstemmed	Probabilistic modeling for segmentation in magnetic resonance images of the human brain von Michael Wels
title_short	Probabilistic modeling for segmentation in magnetic resonance images of the human brain
title_sort	probabilistic modeling for segmentation in magnetic resonance images of the human brain
topic	Bildsegmentierung (DE-588)4145448-0 gnd Entscheidungsbaum (DE-588)4347788-4 gnd Boosting (DE-588)4839853-6 gnd Kernspintomografie (DE-588)4120806-7 gnd Stochastisches Modell (DE-588)4057633-4 gnd
topic_facet	Bildsegmentierung Entscheidungsbaum Boosting Kernspintomografie Stochastisches Modell Hochschulschrift
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020678849&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
volume_link	(DE-604)BV013645858
work_keys_str_mv	AT welsmichael probabilisticmodelingforsegmentationinmagneticresonanceimagesofthehumanbrain

Availability

‌

Order via interlibrary loan Table of Contents