Advances in Visual Computing : 16th International Symposium, ISVC 2021, Virtual Event, October 4-6, 2021, Proceedings, Part I / / edited by George Bebis, Vassilis Athitsos, Tong Yan, Manfred Lau, Frederick Li, Conglei Shi, Xiaoru Yuan, Christos Mousas, Gerd Bruder

• Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2021
• Edizione: 1st ed. 2021.
• Descrizione fisica: 1 online resource (635 pages)
• Disciplina: 006.6
• Soggetto topico: Pattern recognition systems; Computer vision; Artificial intelligence; Computer engineering; Computer networks; Automated Pattern Recognition; Computer Vision; Artificial Intelligence; Computer Engineering and Networks
• Persona (resp. second.): BebisGeorge
• Nota di bibliografia: Includes bibliographical references and index.
• Nota di contenuto: Intro -- Preface -- Organization -- Keynote Talks -- Embodied Perception in-the-Wild -- Design Tools for Material Appearance -- Guidance-Enriched Visual Analytics: Challenges and Opportunities -- Learning and Accruing Knowledge over Time Using Modular Architectures -- Combining Brain-Computer Interfaces and Virtual Reality: Novel 3D Interactions and Promising Applications -- Direct Estimation of Appearance Models for Image Segmentation -- Contents - Part I -- Contents - Part II -- Deep Learning I -- Real-World Thermal Image Super-Resolution -- 1 Introduction -- 2 Related Work -- 2.1 RGB Image Super-Resolution -- 2.2 Thermal Image Super-Resolution -- 3 Dataset -- 4 Thermal RealSR -- 4.1 Realistic Degradation Using KernelGAN and Noise Injection -- 4.2 Super-Resolution Model -- 5 Experiments and Results -- 5.1 Evaluation Metrics -- 5.2 Comparison with the State of the Art -- 6 Conclusion -- References -- QR Code Style Transfer Method Based on Conditional Instance Regularization -- 1 Introduction -- 2 Related Works -- 2.1 QR Code Style Transfer System -- 2.2 Structure of the Style Transfer Network -- 3 Style Transfer Network Based on Conditional Instance Regularization -- 3.1 Conditional Instance Regularization -- 3.2 Residual Connected Module -- 3.3 Style Transfer Network Structure -- 3.4 Weighted Fusion Correction for Styled QR Codes -- 3.5 Artistic Style QR Code Dynamics -- 4 Experiment -- 4.1 Training -- 4.2 Single-Style Training -- 4.3 Multi-style Training -- 4.4 Comparison of Experiment Results -- 5 Conclusion -- References -- Multimodal Multi-tasking for Skin Lesion Classification Using Deep Neural Networks -- 1 Introduction -- 2 Methodology -- 2.1 Dataset -- 2.2 ABCD Rule Feature Extraction -- 2.3 Proposed Model -- 2.4 Class Balancing Techniques -- 3 Experiments -- 3.1 ABCD Rule for Multimodal Multi-tasking. ; 3.2 Role of Segmentation in Lesion Classification -- 4 Results and Discussion -- 5 Conclusion -- References -- DeepSolfège: Recognizing Solfège Hand Signs Using Convolutional Neural Networks -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 3.1 Labels -- 3.2 Preprocessing -- 4 Method -- 4.1 CNN Architecture -- 4.2 Training -- 4.3 Ablation Study -- 5 Evaluation -- 5.1 Real World Application -- 6 Conclusion -- References -- Image Prior Transfer and Ensemble Architectures for Parkinson's Disease Detection -- 1 Introduction -- 2 Background and Related Works -- 3 Proposed Method -- 3.1 Dataset -- 3.2 Preprocessing -- 3.3 Models -- 3.4 Ensemble Architecture 1 -- 3.5 Ensemble Architecture 2 -- 4 Experimental Results -- 5 Occlusion Analysis to Locate Relevant Regions -- 5.1 Occlusion Analysis for Modified ResNet -- 5.2 Occlusion Analysis for Ensemble Architecture - Model 1 -- 6 Conclusion and Future Works -- References -- Computer Graphics I -- BRDF Measurement of Real Materials Using Handheld Cameras -- 1 Introduction -- 2 BRDF Measurement Using Handheld Cameras -- 2.1 Use of Bivariate BRDF -- 2.2 BRDF Sampling -- 2.3 Dense BRDF Estimation -- 3 BRDF Measurement of Real Materials -- 3.1 Experimental Setup -- 3.2 Estimation Results -- 3.3 Measurement Time -- 4 Conclusion -- References -- SORGATE: Extracting Geometry and Texture from Images of Solids of Revolution -- 1 Introduction -- 2 Previous Work -- 3 Design -- 4 Implementation -- 5 Evaluation -- 6 Conclusions and Future Work -- References -- Putting Table Cartograms into Practice -- 1 Introduction -- 2 Related Work -- 3 TCarto: An Optimization Based Algorithm -- 4 Potential Applications -- 5 Experimental Results -- 6 Limitations and Directions for Future Research -- References -- Perceived Naturalness of Interpolation Methods for Character Upper Body Animation -- 1 Introduction -- 2 Prior Work. ; 3 Methods -- 3.1 Studied Interpolations -- 3.2 Study Design -- 3.3 Experiment Design -- 3.4 Study Procedure -- 3.5 Data Collection and Analysis -- 4 Discussion -- 5 Conclusion and Future Work -- References -- Neuromuscular Control of the Face-Head-Neck Biomechanical Complex with Learning-Based Expression Transfer from Images and Videos -- 1 Introduction -- 2 Related Work -- 3 Musculoskeletal Model -- 3.1 Control -- 4 Expression Learning -- 4.1 Network Architecture -- 4.2 Training Data Generation -- 4.3 Network Training -- 4.4 Expression Transfer Pipeline -- 5 Experiments and Results -- 5.1 Facial Expression Datasets -- 5.2 Action Units and Muscle Activations -- 5.3 Head Orientation -- 5.4 Facial Expression Transfer -- 6 Conclusion and Future Work -- References -- Segmentation -- Synthesized Image Datasets: Towards an Annotation-Free Instance Segmentation Strategy -- 1 Introduction -- 2 Related Work -- 3 Proposed Approach -- 3.1 Segmentation Algorithm -- 3.2 Synthesized Image Generation -- 4 Experimental Results -- 4.1 Case Study -- 4.2 Free Annotation Results -- 5 Conclusions -- References -- Holistically-Nested Structure-Aware Graph Neural Network for Road Extraction -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 Road Border Detection -- 3.2 Road Structure Aware GNN -- 3.3 Element-Wise Attention -- 3.4 Joint Multi-task Training -- 4 Experimental Results -- 4.1 Evaluation Metrics -- 4.2 Results -- 5 Conclusions -- References -- Extraction and Merging of Stroke Structure of Chinese Characters -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 The Path Network -- 3.2 Pixel Selection for Path Net -- 3.3 Stroke Merging Algorithm -- 4 Experiment Results -- 5 Conclusion -- References -- Analysis of Multi-temporal Image Series for the Preventive Conservation of Varnished Wooden Surfaces -- 1 Introduction -- 2 Related Works. ; 2.1 Change and Damage Detection -- 2.2 A-Contrario Framework -- 3 Proposed Approach -- 3.1 Distance Matrix -- 3.2 Number of False Alarms -- 3.3 Maximal Clusters -- 4 Experiments -- 4.1 Dataset -- 4.2 Results -- 5 Conclusions -- References -- Visualization -- Evaluating User Interfaces for a Driver Guidance System to Support Stationary Wireless Charging of Electric Vehicles -- 1 Introduction -- 2 Related Work -- 3 System -- 3.1 Goals -- 3.2 Overview -- 3.3 Visualization Types -- 3.4 Information Output Setup -- 4 User Study -- 4.1 Test Environment -- 4.2 Task -- 4.3 Data Acquisition -- 4.4 Results -- 5 Discussion -- 5.1 Precision -- 5.2 User Experience -- 5.3 Time -- 5.4 Observations -- 6 Conclusions -- References -- MOBA Coach: Exploring and Analyzing Multiplayer Online Battle Arena Data -- 1 Introduction -- 2 Related Work -- 3 MOBA Coach Tool -- 4 Evaluation -- 4.1 Analysis of the Results -- 4.2 Discussion of the Results -- 5 Conclusion and Future Work -- References -- JobNet: 2D and 3D Visualization for Temporal and Structural Association in High-Performance Computing System -- 1 Introduction -- 2 Related Work -- 3 Design and Implementation -- 3.1 Terms and Definitions -- 3.2 Design Rationale -- 4 Case Study -- 4.1 JobNet2D -- 4.2 JobNet3D -- 5 Conclusion -- References -- Evaluation and Selection of Autoencoders for Expressive Dimensionality Reduction of Spatial Ensembles -- 1 Introduction -- 2 Related Work -- 3 Study Setup, Metrics and Selection -- 4 Evaluation -- 5 Discussion and Outlook -- References -- Data-Driven Estimation of Temporal-Sampling Errors in Unsteady Flows*-8pt -- 1 Introduction -- 2 Related Work -- 3 Temporal Subsampling Errors in Pathlines -- 3.1 Temporal Subsampling of Simulated Unsteady Flows -- 3.2 Data-Driven Modeling of Errors -- 4 Validation and Results -- 4.1 2D Flow Past a Cylinder -- 4.2 3D Lifted Ethylene Jet Flame. ; 5 Conclusion -- References -- Applications -- ReGenMorph: Visibly Realistic GAN Generated Face Morphing Attacks by Attack Re-generation -- 1 Introduction -- 2 Related Works -- 3 Methodology -- 3.1 The ReGenMorph Face Morphing Pipeline -- 3.2 Creating ReGenMorph Morphing Attacks -- 4 Experimental Setup -- 4.1 Database -- 4.2 Vulnerability Analyses -- 4.3 Detectability Analyses -- 5 Results -- 5.1 ReGenMorph Image Appearance -- 5.2 Vulnerability of Face Recognition to ReGenMorph -- 5.3 Detectability of ReGenMorph -- 6 Conclusion -- References -- Car Pose Estimation Through Wheel Detection -- 1 Introduction -- 2 Related Work -- 3 Wheel Detection Techniques -- 4 Pose Estimation -- 5 Evaluation -- 5.1 Evaluation Datasets -- 5.2 Algorithm Parameterization -- 5.3 Evaluation Metrics -- 5.4 Wheel Detection Accuracy and Time Performance -- 5.5 Pose Estimation Accuracy -- 6 Conclusion and Future Work -- References -- Improving Automatic Quality Inspection in the Automotive Industry by Combining Simulated and Real Data -- 1 Introduction -- 2 Related Work -- 3 Methods -- 3.1 Baseline -- 3.2 CycleGAN with Semantic Consistency -- 3.3 Detection System's Improvements -- 4 Experiments -- 5 Results and Discussion -- 5.1 Domain Mapping -- 5.2 Detector Fine-Tuning -- 6 Conclusion and Future Work -- References -- PW-MAD: Pixel-Wise Supervision for Generalized Face Morphing Attack Detection*-8pt -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 The Proposed PW-MAD -- 3.2 Baselines -- 4 Experimental Setup -- 4.1 The Dataset -- 4.2 Experiments and Evaluation Metrics -- 5 Results and Discussion -- 6 Conclusion -- References -- Integration of a BCI with a Hand Tracking System and a Motorized Robotic Arm to Improve Decoding of Brain Signals Related to Hand and Finger Movements -- 1 Introduction -- 2 System Assembly -- 3 Use-Cases -- 4 Conclusion -- References. ; Deep Learning II.
• Sommario/riassunto: This two-volume set of LNCS 13017 and 13018 constitutes the refereed proceedings of the 16th International Symposium on Visual Computing, ISVC 2021, which was held in October 2021. The symposium took place virtually instead due to the COVID-19 pandemic. The 48 papers presented in these volumes were carefully reviewed and selected from 135 submissions. The papers are organized into the following topical sections: Part I: deep learning; computer graphics; segmentation; visualization; applications; 3D vision; virtual reality; motion and tracking; object detection and recognition. Part II: ST: medical image analysis; pattern recognition; video analysis and event recognition; posters.
• Titolo autorizzato: Advances in Visual Computing
• ISBN: 3-030-90439-3
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910512174103321
• Lo trovi qui: Univ. Federico II
• Serie: Image Processing, Computer Vision, Pattern Recognition, and Graphics, . 3004-9954 ; ; 13017