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Kendall Shape

Shape as a quotient space — what survives after similarity transformations are divided out.

"Shape is what is left when the influence of position, size and rotation has been removed." ↳ what remains is a fixed point on S²

— D. G. Kendall, 1984
Human vision and shape representations. When you recognise a triangle, your visual system encounters it at many different positions, sizes and orientations — rotated, scaled, shifted across the retina. Each of these is a different representation of the same shape in the image plane. Kendall's shape space makes this precise: all those representations belong to a single equivalence class. The brain, like Kendall's quotient, must be doing something that is invariant to position, size and rotation — discarding those degrees of freedom to recover the underlying shape. This visualisation shows what that invariance looks like geometrically: infinitely many rotated triangles in ℝ², all mapping to one point on the shape sphere S².
Configuration Space — ℝ²
Each frame is a different representation of the same triangle — rotated by k/n of a full turn. In human vision these would each activate different orientation-tuned neurons, yet all depict the same shape.
Kendall Shape Space — S²
Shape = (z₃−z₁)/(z₂−z₁) ∈ ℂP¹ ≅ S²
Once position, size and rotation are quotiented out, all representations collapse to a single point. The shape point does not move.