06225nam 2200589 450 99647203810331620230725174233.09783030836542(electronic bk.)9783030836535(MiAaPQ)EBC6954931(Au-PeEL)EBL6954931(CKB)21536419600041(PPN)262171856(EXLCZ)992153641960004120221120d2022 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierMulti-level Bayesian models for environment perception /Csaba BenedekCham, Switzerland :Springer,[2022]©20221 online resource (208 pages)Print version: Benedek, Csaba Multi-Level Bayesian Models for Environment Perception Cham : Springer International Publishing AG,c2022 9783030836535 Includes bibliographical references and index.Intro -- Acknowledgements -- Contents -- Acronyms and Notations -- Abbreviations and Concepts -- General Notations Used in the Book -- Specific Notations Used in MRF/CXM Models -- Specific Notations Used in MPP Models -- 1 Introduction -- 2 Fundamentals -- 2.1 Measurement Representation and Problem Formulations -- 2.2 Markovian Classification Models -- 2.2.1 Markov Random Fields, Gibbs Potentials, and Observation Processes -- 2.2.2 Bayesian Labeling Approach and the Potts Model -- 2.2.3 MRF-Based Image Segmentation -- 2.2.4 MRF Optimization -- 2.2.5 Mixed Markov Models -- 2.3 Object Population Extraction with Marked Point Processes -- 2.3.1 Definition of Marked Point Processes -- 2.3.2 MPP Energy Functions -- 2.3.3 MPP Optimization -- 2.4 Methodological Contributions of the Book -- 3 Bayesian Models for Dynamic Scene Analysis -- 3.1 Dynamic Scene Perception -- 3.2 Foreground Extraction in Video Sequences -- 3.2.1 Related Work in Video-Based Foreground Detection -- 3.2.2 MRF Model for Foreground Extraction -- 3.2.3 Probabilistic Model of the Background and Shadow Processes -- 3.2.4 Microstructural Features -- 3.2.5 Foreground Probabilities -- 3.2.6 Parameter Settings -- 3.2.7 MRF Optimization -- 3.2.8 Results -- 3.2.9 Summary and Applications of Foreground Segmentation -- 3.3 People Localization in Multi-camera Systems -- 3.3.1 A New Approach on Multi-view People Localization -- 3.3.2 Silhouette-Based Feature Extraction -- 3.3.3 3D Marked Point Process Model -- 3.3.4 Evaluation of Multi-camera People Localization -- 3.3.5 Applications and Alternative Ways of 3D Person Localization -- 3.4 Foreground Extraction in Lidar Point Cloud Sequences -- 3.4.1 Problem Formulation and Data Mapping -- 3.4.2 Background Model -- 3.4.3 DMRF Approach on Foreground Segmentation -- 3.4.4 Evaluation of DMRF-Based Foreground-Background Separation.3.4.5 Application of the DMFR Method for Person and Activity Recognition -- 3.5 Conclusions -- 4 Multi-layer Label Fusion Models -- 4.1 Markovian Fusion Models in Computer Vision -- 4.2 A Label Fusion Model for Object Motion Detection -- 4.2.1 2D Image Registration -- 4.2.2 Change Detection with 3D Approach -- 4.2.3 Feature Selection -- 4.2.4 Multi-layer Segmentation Model -- 4.2.5 L3Mrf Optimization -- 4.2.6 Experiments on Object Motion Detection -- 4.3 Long-Term Change Detection in Aerial Photos -- 4.3.1 Image Model and Feature Extraction -- 4.3.2 A Conditional Mixed Markov Image Segmentation Model -- 4.3.3 Experiments on Long-Term Change Detection -- 4.4 Parameter Settings in Multi-layer Segmentation Models -- 4.5 Conclusions -- 5 Multitemporal Data Analysis with Marked Point Processes -- 5.1 Introducing the Time Dimension in MPP Models -- 5.2 Object-Level Change Detection -- 5.2.1 Building Development Monitoring-Problem Definition -- 5.2.2 Feature Selection -- 5.2.3 Multitemporal MPP Configuration Model and Optimization -- 5.2.4 Experimental Study of the mMPP Model -- 5.3 A Point Process Model for Target Sequence Analysis -- 5.3.1 Application on Moving Target Analysis in ISAR Image Sequences -- 5.3.2 Problem Definition and Notations -- 5.3.3 Data Preprocessing in a Bottom-Up Approach -- 5.3.4 Multiframe Marked Point Process Model -- 5.3.5 Multiframe MPP Optimization -- 5.3.6 Experimental Results on Target Sequence Analysis -- 5.4 Parameter Settings in Dynamic MPP Models -- 5.5 Conclusions -- 6 Multi-level Object Population Analysis with an Embedded MPP Model -- 6.1 A Hierarchical MPP Approach -- 6.2 Problem Formulation and Notations -- 6.3 EMPP Energy Model -- 6.4 Multi-level MPP Optimization -- 6.5 Applications of the EMPP Model -- 6.5.1 Built-in Area Analysis in Aerial and Satellite Images -- 6.5.2 Traffic Monitoring-Based on Lidar Data.6.5.3 Automatic Optical Inspection of Printed Circuit Boards -- 6.6 Implementation Details -- 6.7 Quantitative Evaluation Framework -- 6.7.1 EMPP Benchmark Database -- 6.7.2 Quantitative Evaluation Methodology -- 6.8 Experimental Results -- 6.8.1 EMPP Versus an Ensemble of Single Layer MPPs -- 6.8.2 Application Level Comparison to Non-MPP-Based Techniques -- 6.8.3 Effects on Data Term Parameter Settings -- 6.8.4 Computational Time -- 6.8.5 Experiment Repeatability -- 6.9 Conclusion -- 7 Concluding Remarks -- Appendix References -- -- Index.Markov processesBayesian statistical decision theoryReconeixement de formes (Informàtica)thubVisió per ordinadorthubModels matemàticsthubProcessos de MarkovthubEstadística bayesianathubLlibres electrònicsthubMarkov processes.Bayesian statistical decision theory.Reconeixement de formes (Informàtica)Visió per ordinadorModels matemàticsProcessos de MarkovEstadística bayesiana006.4Benedek Csaba1222945MiAaPQMiAaPQMiAaPQ996472038103316Multi-Level Bayesian Models for Environment Perception2836951UNISA02525nam 2200589 450 991079499740332120230126223307.01-5015-0528-91-5015-0530-010.1515/9781501505300(CKB)4340000000194631(MiAaPQ)EBC4947064(DE-B1597)474763(OCoLC)1002273883(DE-B1597)9781501505300(Au-PeEL)EBL4947064(CaPaEBR)ebr11423806(OCoLC)1001368517(EXLCZ)99434000000019463120170911h20172017 uy 0engurcnu||||||||rdacontentrdamediardacarrierContact and ideology in a multilingual community Yiddish and Hebrew among the Ultra-Orthodox /Dalit AssoulineBerlin, [Germany] :De Gruyter Mouton,2017.©20171 online resource (190 pages)Language Contact and Bilingualism,2190-698X ;Volume 161-5015-1440-7 Includes bibliographical references and index.Frontmatter -- Table of Contents -- Acknowledgments -- Abbreviations -- Notes on terminology and pronunciation -- Introduction -- 1. Language and ideology in the speech community -- 2. The setting: Yiddish public speaking -- 3. Two Hebrews, the holy and the profane -- 4. Speaking in the voice of the other -- 5. The impact of gender -- 6. Processes of lexical borrowing -- Contact and ideology: Conclusion -- References -- Index This book presents the role of ideology in language contact situations and the scope of its influence on linguistic behavior. It will also provide an important addition to the field of Yiddish linguistics.Language contact and bilingualism ;Volume 16.Ultra-Orthodox JewsIsraelLanguageYiddish languageSocial aspectsIsraelLanguage Contact.Minority Languages.Yiddish.Ultra-Orthodox JewsLanguage.Yiddish languageSocial aspects306.442/439105694GD 8252DE-25/sred21rvkAssouline Dalit1570326MiAaPQMiAaPQMiAaPQBOOK9910794997403321Contact and ideology in a multilingual community3843883UNINA