standard_deviation σ (sigma)

statistics mathematics

Standard deviation measures how spread out values are from their mean. In a Gaussian distribution, σ controls the width of the bell curve. In a Gaussian blur, σ is the single parameter that determines how much blurring occurs — larger σ means more blur because the kernel samples a wider neighborhood and weights distant pixels more heavily.

Formula

σ = √(Σ(xᵢ − μ)² / N)

Key Insight

In Gaussian blur: σ = 1 blurs slightly, σ = 10 blurs heavily. Doubling σ roughly doubles the visual blur radius.

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