LEADER 05275nam 22006255 450 001 9910635391703321 005 20250626164126.0 010 $a9783031232237 010 $a3031232232 024 7 $a10.1007/978-3-031-23223-7 035 $a(CKB)5580000000493437 035 $a(DE-He213)978-3-031-23223-7 035 $a(EXLCZ)995580000000493437 100 $a20221216d2022 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aEthical and Philosophical Issues in Medical Imaging, Multimodal Learning and Fusion Across Scales for Clinical Decision Support, and Topological Data Analysis for Biomedical Imaging $e1st International Workshop, EPIMI 2022, 12th International Workshop, ML-CDS 2022, 2nd International Workshop, TDA4BiomedicalImaging, Held in Conjunction with MICCAI 2022, Singapore, September 18?22, 2022, Proceedings /$fedited by John S. H. Baxter, Islem Rekik, Roy Eagleson, Luping Zhou, Tanveer Syeda-Mahmood, Hongzhi Wang, Mustafa Hajij 205 $a1st ed. 2022. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2022. 215 $a1 online resource (XVIII, 135 p. 37 illus., 32 illus. in color.) 225 1 $aLecture Notes in Computer Science,$x1611-3349 ;$v13755 311 08$a9783031232220 311 08$a3031232224 327 $aEthical and Philosophical Issues in Medical Imaging -- Data Poisoning Attack and Defenses in Connectome-based Predictive Models -- Disproportionate Subgroup Impacts and Other Challenges of Fairness in Artificial Intelligence for Medical Image Analysis -- Separable vs. End-to-End Learning: A critical examination of learning paradigms -- A 35-Year Longitudinal Analysis of Dermatology Patient Behavior across Economic and Cultural Manifestations in Tunisia, and the Impact of Digital Tools -- User-centered design for surgical innovations: A ventriculostomy case study -- Multimodal Learning and Fusion Across Scales for Clinical Decision Support -- Visually Aware Metadata-guided Supervision for Improved Skin Lesion Classification using Deep Learning -- Predicting Osteoarthritis of the Temporomandibular Joint Using Random Forest with Privileged Information -- Hybrid Network Based on Cross-modal Feature Fusion for Diagnosis of Alzheimer's Disease -- Topological Data Analysis for Biomedical Imaging -- Future Unruptured Intracranial Aneurysm Growth Prediction using Mesh Convolutional Neural Networks -- TDA-Clustering Strategies for the Characterization of Brain Organoids -- Fetal Cortex Segmentation with Topology and Thickness Loss Constraints. 330 $aThis book constitutes the refereed joint proceedings of the 1st International Workshop on Ethical & Philosophical Issues in Medical Imaging (EPIMI 2022); the 12th International Workshop on Multimodal Learning and Fusion Across Scales for Clinical Decision Support (ML-CDS 2022) and the 2nd International Workshop on Topological Data Analysis for Biomedical Imaging (TDA4BiomedicalImaging 2022), held in conjunction with the 25th International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2022, in Singapore, in September 2022. EPIMI includes five short papers about various humanistic aspects of medical image computing and computer-assisted interventions. The ML-CDS papers discuss machine learning on multimodal data sets for clinical decision support and treatment planning. The TDA papers focus on Topological Data Analysis: a collection of techniques and tools that have matured from an increasing interest in the role topologyplays in machine learning and data science. 410 0$aLecture Notes in Computer Science,$x1611-3349 ;$v13755 606 $aImage processing$xDigital techniques 606 $aComputer vision 606 $aApplication software 606 $aArtificial intelligence 606 $aComputer Imaging, Vision, Pattern Recognition and Graphics 606 $aComputer and Information Systems Applications 606 $aArtificial Intelligence 615 0$aImage processing$xDigital techniques. 615 0$aComputer vision. 615 0$aApplication software. 615 0$aArtificial intelligence. 615 14$aComputer Imaging, Vision, Pattern Recognition and Graphics. 615 24$aComputer and Information Systems Applications. 615 24$aArtificial Intelligence. 676 $a006 702 $aBaxter$b John S. H.$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aRekik$b Islem$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aEagleson$b Roy$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aZhou$b Luping$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aSyeda-Mahmood$b Tanveer$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aWang$b Hongzhi$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aHajij$b Mustafa$4edt$4http://id.loc.gov/vocabulary/relators/edt 906 $aBOOK 912 $a9910635391703321 996 $aEthical and Philosophical Issues in Medical Imaging, Multimodal Learning and Fusion Across Scales for Clinical Decision Support, and Topological Data Analysis for Biomedical Imaging$93561969 997 $aUNINA