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LBP (Local Binary Patterns)

Extract LBP texture descriptors for texture classification and analysis.

Usage

import cv2
import imvf

# Load image
image = cv2.imread("path/to/image.jpg")

# Create visualizer
visualizer = imvf.LBPVisualizer()

# Apply visualization
result = visualizer(image)

# Display result
cv2.imshow("LBP Features", result.lbp)
cv2.waitKey(0)

Result Structure

The LBPResult dataclass contains:

  • lbp: LBP feature visualization

What is LBP?

LBP (Local Binary Patterns) is a texture descriptor that:

  • Compares each pixel with its neighbors
  • Creates a binary pattern from the comparisons
  • Generates a code describing local texture
  • Is rotation and illumination invariant

Use Cases

  • Texture classification
  • Face recognition
  • Surface inspection
  • Material identification
  • Medical image analysis

See Also