Biomedical Imaging and Instrumentation

  1. Advanced Topics and Applications
    1. Image-Guided Interventions and Surgery
      1. Intraoperative Imaging
        1. Intraoperative MRI
          1. Intraoperative CT
            1. Intraoperative Ultrasound
            2. Surgical Planning
              1. 3D Modeling
                1. Simulation
                  1. Risk Assessment
                  2. Robotic Surgery
                    1. Teleoperated Systems
                      1. Autonomous Systems
                        1. Haptic Feedback
                      2. Medical Robotics
                        1. Surgical Robots
                          1. da Vinci System
                            1. Master-Slave Configuration
                              1. Tremor Filtering
                              2. Laparoscopic Assistance
                                1. Orthopedic Robots
                                2. Rehabilitation Robots
                                  1. Exoskeletons
                                    1. Lower Limb Exoskeletons
                                      1. Upper Limb Exoskeletons
                                      2. Assistive Devices
                                        1. Prosthetics
                                          1. Mobility Aids
                                        2. Therapeutic Robots
                                          1. Radiation Therapy Robots
                                            1. Drug Delivery Robots
                                          2. Molecular Imaging
                                            1. Targeted Imaging Agents
                                              1. Antibody-Based Agents
                                                1. Peptide-Based Agents
                                                  1. Nanoparticle Agents
                                                  2. Multimodal Imaging
                                                    1. Dual-Modality Agents
                                                      1. Trimodal Agents
                                                      2. Theranostics
                                                        1. Combined Imaging and Therapy
                                                          1. Personalized Medicine
                                                        2. Point-of-Care Technologies
                                                          1. Portable Imaging Devices
                                                            1. Handheld Ultrasound
                                                              1. Portable X-Ray
                                                                1. Mobile CT and MRI
                                                                2. Rapid Diagnostic Tools
                                                                  1. Lab-on-a-Chip
                                                                    1. Biosensors
                                                                      1. Smartphone-Based Diagnostics
                                                                      2. Telemedicine Applications
                                                                        1. Remote Monitoring
                                                                          1. Teleconsultation
                                                                            1. Store-and-Forward Systems
                                                                          2. Artificial Intelligence in Medical Imaging
                                                                            1. Machine Learning Fundamentals
                                                                              1. Supervised Learning
                                                                                1. Unsupervised Learning
                                                                                  1. Reinforcement Learning
                                                                                  2. Deep Learning Applications
                                                                                    1. Convolutional Neural Networks
                                                                                      1. Architecture Design
                                                                                        1. Training Strategies
                                                                                        2. Image Classification
                                                                                          1. Object Detection
                                                                                            1. Semantic Segmentation
                                                                                            2. Computer-Aided Detection and Diagnosis
                                                                                              1. CAD Systems
                                                                                                1. Performance Metrics
                                                                                                  1. Sensitivity and Specificity
                                                                                                    1. ROC Analysis
                                                                                                    2. Clinical Integration
                                                                                                    3. Radiomics
                                                                                                      1. Feature Extraction
                                                                                                        1. Feature Selection
                                                                                                          1. Predictive Modeling

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                                                                                                      9. Medical Image Processing and Analysis

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                                                                                                      11. Regulatory and Ethical Considerations