國立高雄大學圖資館 |

Language: English

Back

Interpretability of machine intellig...

(1998 :)

Interpretability of machine intelligence in medical image computing, and topological data analysis and its applications for medical data4th International Workshop, iMIMIC 2021 and 1st International Workshop, TDA4MedicalData 2021, held in conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021 : proceedings /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Interpretability of machine intelligence in medical image computing, and topological data analysis and its applications for medical dataedited by Mauricio Reyes ... [et al.].
Reminder of title:	4th International Workshop, iMIMIC 2021 and 1st International Workshop, TDA4MedicalData 2021, held in conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021 : proceedings /
remainder title:	iMIMIC 2021
other author:	Reyes, Mauricio.
Published:	Cham :Springer International Publishing :2021.
Description:	x, 129 p. :ill., digital ;24 cm.
Contained By:	Springer Nature eBook
Subject:	Diagnostic imagingCongresses.Data processing
Online resource:	https://doi.org/10.1007/978-3-030-87444-5
ISBN:	9783030874445$q(electronic bk.)

Interpretability of machine intelligence in medical image computing, and topological data analysis and its applications for medical data4th International Workshop, iMIMIC 2021 and 1st International Workshop, TDA4MedicalData 2021, held in conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021 : proceedings /
Interpretability of machine intelligence in medical image computing, and topological data analysis and its applications for medical data4th International Workshop, iMIMIC 2021 and 1st International Workshop, TDA4MedicalData 2021, held in conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021 : proceedings /[electronic resource] :iMIMIC 2021edited by Mauricio Reyes ... [et al.]. - Cham :Springer International Publishing :2021. - x, 129 p. :ill., digital ;24 cm. - Lecture notes in computer science,129290302-9743 ;. - Lecture notes in computer science ;4891..

iMIMIC 2021 Workshop -- Interpretable Deep Learning for Surgical Tool Management -- Soft Attention Improves Skin Cancer Classification Performance -- Deep Gradient based on Collective Arti cial Intelligence for AD Diagnosis and Prognosis -- This explains That: Congruent Image-Report Generation for Explainable Medical Image Analysis with Cyclic Generative Adversarial Networks -- Visual Explanation by Unifying Adversarial Generation and Feature Importance Attributions -- The Effect of the Loss on Generalization: Empirical Study on Synthetic Lung Nodule Data -- Voxel-level Importance Maps for Interpretable Brain Age Estimation -- TDA4MedicalData Workshop -- Lattice Paths for Persistent Diagrams -- Neighborhood complex based machine learning (NCML) models for drug design -- Predictive modelling of highly multiplexed tumour tissue images by graph neural networks -- Statistical modeling of pulmonary vasculatures with topological priors in CT volumes -- Topological Detection of Alzheimer's Disease using Betti Curves.

This book constitutes the refereed joint proceedings of the 4th International Workshop on Interpretability of Machine Intelligence in Medical Image Computing, iMIMIC 2020, and the First International Workshop on Topological Data Analysis and Its Applications for Medical Data, TDA4MedicalData 2021, held on September 27, 2021, in conjunction with the 24th International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2021. The 7 full papers presented at iMIMIC 2021 and 5 full papers held at TDA4MedicalData 2021 were carefully reviewed and selected from 12 submissions each. The iMIMIC papers focus on introducing the challenges and opportunities related to the topic of interpretability of machine learning systems in the context of medical imaging and computer assisted intervention. TDA4MedicalData is focusing on using TDA techniques to enhance the performance, generalizability, efficiency, and explainability of the current methods applied to medical data.

ISBN: 9783030874445$q(electronic bk.)

Standard No.: 10.1007/978-3-030-87444-5doiSubjects--Topical Terms:

445765
Diagnostic imaging
--Data processing--Congresses.

LC Class. No.: RC78.7.D53 / I58 2021

Dewey Class. No.: 616.0757

Interpretability of machine intelligence in medical image computing, and topological data analysis and its applications for medical data4th International Workshop, iMIMIC 2021 and 1st International Workshop, TDA4MedicalData 2021, held in conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021 : proceedings /
LDR:03531nmm a2200385 a 4500 001 609380
003 DE-He213
005 20210917101907.0
006 m d
007 cr nn 008maaau
008 220222s2021 sz s 0 eng d
020 $a 9783030874445$q(electronic bk.)
020 $a 9783030874438$q(paper)
024 7 $a 10.1007/978-3-030-87444-5 $2 doi
035 $a 978-3-030-87444-5
040 $a GP $c GP
041 0 $a eng
050 4 $a RC78.7.D53 $b I58 2021
072 7 $a UYQV $2 bicssc
072 7 $a COM016000 $2 bisacsh
072 7 $a UYQV $2 thema
082 0 4 $a 616.0757 $2 23
090 $a RC78.7.D53 $b I61 2021
245 0 0 $a Interpretability of machine intelligence in medical image computing, and topological data analysis and its applications for medical data $h [electronic resource] : $b 4th International Workshop, iMIMIC 2021 and 1st International Workshop, TDA4MedicalData 2021, held in conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021 : proceedings / $c edited by Mauricio Reyes ... [et al.].
246 3 $a iMIMIC 2021
246 3 $a TDA4MedicalData 2021
246 3 $a MICCAI 2021
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2021.
300 $a x, 129 p. : $b ill., digital ; $c 24 cm.
490 1 $a Lecture notes in computer science, $x 0302-9743 ; $v 12929
490 1 $a Image processing, computer vision, pattern recognition, and graphics
505 0 $a iMIMIC 2021 Workshop -- Interpretable Deep Learning for Surgical Tool Management -- Soft Attention Improves Skin Cancer Classification Performance -- Deep Gradient based on Collective Arti cial Intelligence for AD Diagnosis and Prognosis -- This explains That: Congruent Image-Report Generation for Explainable Medical Image Analysis with Cyclic Generative Adversarial Networks -- Visual Explanation by Unifying Adversarial Generation and Feature Importance Attributions -- The Effect of the Loss on Generalization: Empirical Study on Synthetic Lung Nodule Data -- Voxel-level Importance Maps for Interpretable Brain Age Estimation -- TDA4MedicalData Workshop -- Lattice Paths for Persistent Diagrams -- Neighborhood complex based machine learning (NCML) models for drug design -- Predictive modelling of highly multiplexed tumour tissue images by graph neural networks -- Statistical modeling of pulmonary vasculatures with topological priors in CT volumes -- Topological Detection of Alzheimer's Disease using Betti Curves.
520 $a This book constitutes the refereed joint proceedings of the 4th International Workshop on Interpretability of Machine Intelligence in Medical Image Computing, iMIMIC 2020, and the First International Workshop on Topological Data Analysis and Its Applications for Medical Data, TDA4MedicalData 2021, held on September 27, 2021, in conjunction with the 24th International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2021. The 7 full papers presented at iMIMIC 2021 and 5 full papers held at TDA4MedicalData 2021 were carefully reviewed and selected from 12 submissions each. The iMIMIC papers focus on introducing the challenges and opportunities related to the topic of interpretability of machine learning systems in the context of medical imaging and computer assisted intervention. TDA4MedicalData is focusing on using TDA techniques to enhance the performance, generalizability, efficiency, and explainability of the current methods applied to medical data.
650 0 $a Diagnostic imaging $x Data processing $v Congresses. $3 445765
650 0 $a Computer-assisted surgery $v Congresses. $3 470331
650 1 4 $a Computer Imaging, Vision, Pattern Recognition and Graphics. $3 274492
650 2 4 $a Theory of Computation. $3 274475
650 2 4 $a Computational Biology/Bioinformatics. $3 274833
650 2 4 $a Machine Learning. $3 833608
650 2 4 $a Information Systems Applications (incl. Internet) $3 530743
700 1 $a Reyes, Mauricio. $3 906917
710 2 $a SpringerLink (Online service) $3 273601
711 2 $n (3rd : $d 1998 : $c Amsterdam, Netherlands) $3 194767
773 0 $t Springer Nature eBook
830 0 $a Lecture notes in computer science ; $v 4891. $3 383229
830 0 $a Image processing, computer vision, pattern recognition, and graphics. $3 823073
856 4 0 $u https://doi.org/10.1007/978-3-030-87444-5
950 $a Computer Science (SpringerNature-11645)