part-based detection

  • global model: detects whole body
  • part model: detects components
  • constraints: enforce spatial relationships (face above torso) Example:
  • A human detector checks for:
    • A body (using HOG features).
    • A face (using a face-specific HOG filter).
    • If both agree, confidence increases.