Mediapipe Tracking
Real-time face, hand, and body pose tracking with Google MediaPipe, solution selection, and comparison with YOLO pose estimation
Image Fundamentals
Color space decisions, format selection, coordinate conventions, and bit depth trade-offs for image processing
Preprocessing Decisions
Filter selection decision tree, noise identification, edge detection priority, and kernel parameter rules
Morphology Toolkit
Opening vs Closing decision guide, structuring element selection, Top-Hat/Bottom-Hat contrast filters, and grayscale morphology
Thresholding Strategy
Decision matrix for Global vs Otsu vs Adaptive thresholding, CLAHE parameter tuning, and histogram-based preprocessing
Contour Analysis
Shape classification through mathematical ratios, bounding box extraction, centroid computation, and medical morphometric analysis
Yolo Pipeline
YOLO detection, segmentation, classification, and pose estimation setup, training workflow, evaluation metrics, and XAI verification