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color_difference's Introduction

The Color Difference Implementations

Purpose

How to measure differences between colors that near linear to human perception.

Including:

  • CIE Delta Lab / CIE E76 / dE76: Simple, error prone
  • CIE Delta E2000 / CIEDE2000 / dE00: Slightly complicated, more accurate

Perception ranges:

  • Larger deltas means more noticeable
  • dE76: ~ 2.3 corresponds to a JND (just noticeable difference).
  • dE00:
    • <= 1.0: Not perceptible by human eyes.
    • 1 - 2: Perceptible through close observation.
    • 2 - 10: Perceptible at a glance.
    • 11 - 49: Colors are more similar than opposite
    • 100: Colors are exact opposite

Installation

  • Python 3
  • cv2 >=3

Important

  • This module works mainly with OpenCV, so the input color channel for delta functions are in BGR color space.
  • This module use OpenCV merely as a color space translator from BGR => XYZ => Lab.
  • Read doctring of the wrapper _cvt_bgr2lab function before reuse it outside this module.

Reference:

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