Developing an AI System for Autism Spectrum Disorder Detection through Video Analysis

1. Introduction 1.1 Background and Motivation 1.2 Objectives of the Study 1.3 Scope and Limitations 1.4 Structure of the Thesis 2. Literature Review 2.1 Autism Spectrum Disorder Overview 2.2 AI in Healthcare 2.3 Video Analysis Technologies 2.4 Previous Research in ASD Detection 3. Methodology 3.1 Research Design 3.2 Data Collection Methods 3.3 Data Analysis Techniques 3.4 Ethical Considerations 4. AI System Architecture 4.1 System Requirements 4.2 Hardware and Software Components 4.3 Algorithm Selection 4.4 System Workflow 5. Video Data Preprocessing 5.1 Data Preprocessing Techniques 5.2 Noise Reduction Methods 5.3 Feature Extraction Process 6. Model Development 6.1 Training Dataset Preparation 6.2 Model Training Procedures 6.3 Validation and Testing 6.4 Performance Metrics 7. Results and Discussion 7.1 Experimental Results 7.2 Comparison with Existing Systems 7.3 Implications of Findings 8. Conclusion and Future Work 8.1 Summary of Findings 8.2 Limitations of the Study 8.3 Recommendations for Future Research