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Computer Science
Data Science
Video Analytics and Processing
1. Foundations of Digital Video
2. Video Acquisition and Preprocessing
3. Feature Extraction and Representation
4. Object Detection and Recognition
5. Object Tracking and Motion Analysis
6. Video Segmentation and Scene Analysis
7. Action and Activity Recognition
8. Advanced Analytics and Applications
9. Real-time Processing and Optimization
10. Domain-Specific Applications
11. Evaluation and Performance Assessment
11.
Evaluation and Performance Assessment
11.1.
Evaluation Metrics
11.1.1.
Detection Metrics
11.1.1.1.
Precision and Recall
11.1.1.2.
F1-Score
11.1.1.3.
Average Precision
11.1.2.
Tracking Metrics
11.1.2.1.
Multiple Object Tracking Accuracy
11.1.2.2.
Identity Switches
11.1.2.3.
Track Fragmentation
11.1.3.
Segmentation Metrics
11.1.3.1.
Intersection over Union
11.1.3.2.
Pixel Accuracy
11.1.3.3.
Mean IoU
11.1.4.
Recognition Metrics
11.1.4.1.
Top-k Accuracy
11.1.4.2.
Confusion Matrices
11.1.4.3.
ROC Curves
11.2.
Benchmarking and Datasets
11.2.1.
Standard Datasets
11.2.1.1.
Object Detection Datasets
11.2.1.2.
Action Recognition Datasets
11.2.1.3.
Tracking Datasets
11.2.2.
Evaluation Protocols
11.2.2.1.
Cross-validation Methods
11.2.2.2.
Train-Test Splits
11.2.2.3.
Temporal Evaluation
11.3.
Performance Optimization
11.3.1.
Speed vs Accuracy Trade-offs
11.3.2.
Resource Utilization Analysis
11.3.3.
Scalability Assessment
11.3.4.
Robustness Testing
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10. Domain-Specific Applications
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1. Foundations of Digital Video