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Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis (Record no. 90057)

000 -LEADER
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001 - CONTROL NUMBER
control field 978-3-030-87735-4
003 - CONTROL NUMBER IDENTIFIER
control field DE-He213
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240730175815.0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
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008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 210930s2021 sz | s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783030877354
-- 978-3-030-87735-4
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1007/978-3-030-87735-4
Source of number or code doi
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q334-342
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number TA347.A78
072 #7 - SUBJECT CATEGORY CODE
Subject category code UYQ
Source bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM004000
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code UYQ
Source thema
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3
Edition number 23
245 10 - TITLE STATEMENT
Title Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis
Medium [electronic resource] :
Remainder of title 3rd International Workshop, UNSURE 2021, and 6th International Workshop, PIPPI 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, October 1, 2021, Proceedings /
Statement of responsibility, etc. edited by Carole H. Sudre, Roxane Licandro, Christian Baumgartner, Andrew Melbourne, Adrian Dalca, Jana Hutter, Ryutaro Tanno, Esra Abaci Turk, Koen Van Leemput, Jordina Torrents Barrena, William M. Wells, Christopher Macgowan.
250 ## - EDITION STATEMENT
Edition statement 1st ed. 2021.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Cham :
Name of producer, publisher, distributor, manufacturer Springer International Publishing :
-- Imprint: Springer,
Date of production, publication, distribution, manufacture, or copyright notice 2021.
300 ## - PHYSICAL DESCRIPTION
Extent XIII, 296 p. 112 illus., 103 illus. in color.
Other physical details online resource.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
347 ## - DIGITAL FILE CHARACTERISTICS
File type text file
Encoding format PDF
Source rda
490 1# - SERIES STATEMENT
Series statement Image Processing, Computer Vision, Pattern Recognition, and Graphics,
International Standard Serial Number 3004-9954 ;
Volume/sequential designation 12959
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note UNSURE 2021 - Uncertainty estimation and modelling and annotation uncertainty -- Model uncertainty estimation for medical Imaging based diagnosis -- Accurate simulation of operating system updates in neuroimaging using Monte-Carlo arithmetic -- Leveraging uncertainty estimates to improve segmentation performance in cardiac MR -- Improving the reliability of semantic segmentation of medical images by uncertainty modelling with Bayesian deep networks and curriculum learning -- Unpaired MR image homogeneisation by disentangled representations and its uncertainty -- Uncertainty-aware deep learning based deformable registration -- Monte Carlo Concrete DropPath for Epistemic Uncertainty Estimation in Brain Tumour segmentation -- Improving Aleatoric Uncertainty quantification in multi-annotated medical image segmentation with normalizing flows -- UNSURE 2021 - Domain shift robustness and risk management in clinical pipelines -- Task-agnostic out-of-distribution detection using kernel density estimation -- Out of distribution detection for medical images -- Robust selective classification of skin lesions with asymmetric costs -- Confidence-based Out-of-Distribution detection: a comparative study and analysis -- Novel disease detection using ensembles with regularized disagreement -- PIPPI2021 -- Automatic Placenta Abnormality Detection using Convolutional Neural Networks on Ultrasound Texture -- Simulated Half-Fourier Acquisitions Single-shot Turbo Spin Echo (HASTE) of the Fetal Brain: Application to Super-Resolution Reconstruction -- Spatio-temporal atlas of normal fetal craniofacial feature development and CNN-based ocular biometry for motion-corrected fetal MRI -- Myelination of preterm brain networks at adolescence -- A bootstrap self-training method for sequence transfer: State-of-the-art placenta segmentation in fetal MRI -- Segmentation of the cortical plate in fetal brain MRI with a topological loss -- Fetal brain MRI measurements using a deep learning landmark network with reliability estimation -- CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI -- Detection of Injury and Automated Triage of Preterm Neonatal MRI using Patch-Based Gaussian Processes -- Assessment of Regional Cortical Development through Fissure Based Gestational Age Estimation in 3D Fetal Ultrasound -- Texture-based Analysis of Fetal Organs in Fetal Growth Restriction -- Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI -- Analysis of the Anatomical Variability of Fetal Brains with Corpus Callosum Agenesis -- Predicting preterm birth using multimodal fetal imaging.
520 ## - SUMMARY, ETC.
Summary, etc. This book constitutes the refereed proceedings of the Third International Workshop on Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, UNSURE 2021, and the 6th International Workshop on Preterm, Perinatal and Paediatric Image Analysis, PIPPI 2021, held in conjunction with MICCAI 2021. The conference was planned to take place in Strasbourg, France, but was held virtually due to the COVID-19 pandemic.For UNSURE 2021, 13 papers from 18 submissions were accepted for publication. They focus on developing awareness and encouraging research in the field of uncertainty modelling to enable safe implementation of machine learning tools in the clinical world. PIPPI 2021 accepted 14 papers from the 18 submissions received. The workshop aims to bring together methods and experience from researchers and authors working on these younger cohorts and provides a forum for the open discussion of advanced image analysis approaches focused on the analysis of growth and development in the fetal, infant and paediatric period.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Artificial intelligence.
9 (RLIN) 3407
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Computer vision.
9 (RLIN) 117913
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Bioinformatics.
9 (RLIN) 9561
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Pattern recognition systems.
9 (RLIN) 3953
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Artificial Intelligence.
9 (RLIN) 3407
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Computer Vision.
9 (RLIN) 117914
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Computational and Systems Biology.
9 (RLIN) 31619
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Automated Pattern Recognition.
9 (RLIN) 31568
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Sudre, Carole H.
Relator term editor.
Authority record control number or standard number (orcid)
Real World Object URI 0000-0001-5753-428X
Relationship edt
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9 (RLIN) 117915
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Licandro, Roxane.
Relator term editor.
Relationship edt
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700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Baumgartner, Christian.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117917
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Melbourne, Andrew.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117918
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Dalca, Adrian.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117919
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Hutter, Jana.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117920
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Tanno, Ryutaro.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117921
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Abaci Turk, Esra.
Relator term editor.
Relationship edt
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9 (RLIN) 117922
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Van Leemput, Koen.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117923
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Torrents Barrena, Jordina.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117924
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Wells, William M.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117925
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Macgowan, Christopher.
Relator term editor.
Relationship edt
-- http://id.loc.gov/vocabulary/relators/edt
9 (RLIN) 117926
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element SpringerLink (Online service)
9 (RLIN) 117927
773 0# - HOST ITEM ENTRY
Title Springer Nature eBook
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Printed edition:
International Standard Book Number 9783030877347
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Printed edition:
International Standard Book Number 9783030877361
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Image Processing, Computer Vision, Pattern Recognition, and Graphics,
International Standard Serial Number 3004-9954 ;
Volume/sequential designation 12959
9 (RLIN) 117928
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://doi.org/10.1007/978-3-030-87735-4">https://doi.org/10.1007/978-3-030-87735-4</a>
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Koha item type eBooks-Lecture Notes in CS

No items available.