دانلود کتاب Deep Learning-Based Pose Estimation for Dystonia Score Prediction

فهرست مطالب :

COPYRIGHT\nDECLARATION\nRECOMMENDATION\nDEPARTMENTAL ACCEPTANCE\nACKNOWLEDGMENT\nABSTRACT\nTABLE OF CONTENTS\nLIST OF FIGURES\nLIST OF TABLES\nLIST OF ABBREVIATIONS\nINTRODUCTION\n Background\n Motivation\n Problem Definition\n Project Objectives\n Scope of Project\n Potential Project Applications\n Originality of Project\n Organisation of Project Report\nLITERATURE REVIEW\n Technologies for Dystonia Assessment\n Vision-based Methods\n Wearable Sensing\n Other Methods\n Pose Estimation\n 3D Pose Estimation\n Dystonia\n Pathophysiology and Clinical Presentation\n Treatment Options\n Rating Scales\nMETHODOLOGY\n Theoretical Formulations\n Human Body Models\n Human Pose Estimations\n Classical methods to Human Pose Estimation\n DL based Human Pose Estimation\n Top-down approach\n Bottom-up approach\n Data analysis and Modelling\n Statistical Data Analysis\n Mathematical Modeling\n Body Poses using Part Affinity Fields\n Machine Learning Models\n Deep Neural Networks\n System Block Diagram\n Description of Algorithms\n Elaboration of Working Principle\n Instrumentation Requirements\n Dataset Explanation\n Dystonia Dataset\n VideoGait-V1\n 3D Pose Estimation\n Video Pre-processing\n Detectron for 2D keypoints estimation\n Creating a Custom Dataset\n 3D Inference and rendering\n Graph Based Methods\n Verification and Validation Procedures\n Cohen\'s kappa\n F-Score\nRESULTS\n Interface\n Web Tagging Tool\n OpenPose JSON Visualization\n Selection of GDRD Score for Modeling\n Full Body Assessment Segment\n Neck Assessment Segment\n Correlations between related GDRS Scores\n Applying OpenPose on the Videos\n Video Normalization\n 3D Pose Estimation\n Using Graph Based Methods for Score Modelling\n Multi-line plots of keypoint positions\nDISCUSSION AND ANALYSIS\n Model\n Regularization Techniques\n Model Evaluation\n 5-Fold Validation\n Using 3D Video Pose Methods\n Using Graph-Based Approach for score prediction\n Visualizing Data\n Abnormality in the multi-line plot\n Combined animating plot as visual tool\nFUTURE ENHANCEMENTS\nCONCLUSION\n Project Schedule\n Literature Review of Base Paper- I\n Literature Review of Base Paper- II\n Literature Review of Base Paper- III\nREFERENCES