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如何基于HSL颜色空间计算欧氏距离及颜色相似度百分比?

Calculating HSL Color Similarity Percentage

Alright, let’s walk through this step by step—you’re totally right that HSL is the ideal choice here because it aligns so closely with how our eyes actually perceive color, so we’ll get a really accurate similarity score.

First, let’s lay out our two colors clearly:

  • Reference color: [296, 100, 62] (Hue: 296°, Saturation: 100%, Lightness: 62%)
  • Comparison color: [290, 100, 40] (Hue: 290°, Saturation: 100%, Lightness: 40%)

We’ll calculate similarity for each HSL component individually, then combine them using weighted averages (since our eyes don’t pick up on all color components equally).

Step 1: Hue Similarity Calculation

Hue works on a circular scale (0° = 360°), so we need the smallest possible angle between the two values:

  • The difference between 296° and 290° is 6° (since this is less than 180°, we don’t need to wrap around the circle)
  • Hue similarity = (360 - |296 - 290|) / 360 * 100 = (360-6)/360*100 ≈ 98.33%

Step 2: Saturation Similarity Calculation

Both colors have a saturation of 100%—no difference here at all:

  • Saturation similarity = 100%

Step 3: Lightness Similarity Calculation

Lightness is a linear scale from 0% (pure black) to 100% (pure white):

  • The difference between 62% and 40% is 22%
  • Lightness similarity = (100 - |62 - 40|) / 100 * 100 = (100-22)/100*100 = 78%

Step 4: Weighted Average for Overall Similarity

Human eyes are most sensitive to lightness, then hue, then saturation. We’ll use standard industry weights: 40% for Lightness, 30% for Hue, 30% for Saturation.

Overall similarity = (98.33 * 0.3) + (100 * 0.3) + (78 * 0.4)
= 29.5 + 30 + 31.2
= 90.7%

So these two colors have an approximate 91% similarity percentage—which matches your observation that they look visually very similar.

内容的提问来源于stack exchange,提问作者user9507127

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