R First geometric shape descriptor. The complete lattice induced over the factor set

contrast enhancement 453 The k-ratio increases as the shape of the triangle becomes more regular and thus the color less saturated. k is maximum for a regular equilateral triangle for achromatic colors or gray colors and decreases as the triangle becomes more irregular for saturated colors. Although the k-ratio is not a bijective function all the proportional triangles are associated to the same value, this choice proved to be correct for reduced color ordering as it is dependent to the color hue and also luminance invariant by definition. In this paper we will develop further comparative studies for different geometric shape descriptors. Finally this will be concluded by an optimal selecting algorithm for the most performant descriptor function. The geometric shape descriptor functions representing the color triangle can induce a equivalence relation in the color vector space due to its symmetric properties as a scalar function defined over a 3 dimensions domain

k: R

3 → R. For example, isoperimetric shape ratio is symmetric by definition with respect to any of the three pairs of variables the color vector components: kr, g,b = kg,r,b = kr,b, g = kb, g,r For the quantized color images, k: E 3 → R where E=[0, M] ≥ N and M is the maximum level of quantization. Proposition 1: The binary relation ρ ⊆ E 3 x E 3 defined as: ∀v 1 , v 2 ∈ E 3 , v 1 ρ v 2 ⇔ kv 1 = kv 2 8 is an equivalence relation because it is, obviously, symmetric, reflexive and transitive. We denote with K the equivalency class set induced onto the color vectors set E 3 otherwise named the factor set induced by the equivalence relation previously defined, E 3 ρ. Then we can define canonic surjective application f: E 3 → K which will associate to each and every vector its own equivalency class. In the factor set, we can now define the known ordering relation, based upon the geometric shape descriptor: Proposition 2: The binary relation ρ K ⊆ K x K defined as: ∀C 1 , C 2 ∈ K , ∀v 1 ∈ C 1 , ∀v 2 ∈ C 2 , C 1 ρ K C 2 ⇔ kv 1 ≤ kv 2 9 is an ordering relation because it is, obviously, anti-symmetric, reflexive and transitive. contrast enhancement 454 Thus we can associate a quasi-ordered set the color vector space E 3 with its own factor set E 3 ρ = K , which is ordered. This association is made by a morphism between quasi-ordered sets the canonic surjective application f . This construction allow us to reduce the study of the quasi-ordered set, E 3 to the study of its own factor set, E 3 ρ = K, which is an ordered set. We can prove the factor set E 3 ρ = K is total ordered set i.e. lattice and even more, a complete lattice because: ∀ K’ ⊆ K , K’ ≠ { ∅ }, ∃ sup{ K’} ∈ K and inf{ K’ } ∈ K Subsequently, we will build a representative system for the equivalency classes based upon the following propositions: Proposition 3: Let be a vector v, belonging to any equivalency class, then every vector obtained through a permutation of its color components will belong to the same equivalency class: ∀C ∈ K , ∀v ∈ C cu v =x 1, x 2, x 3 ⇒ v’ =x σ1 , x σ2, x σ3 ∈ C 10 where σ ∈ S 3 i.e. the symmetric group of the 3-order permutations. Observation: If r ≠ g ≠ b then CardC≥ P 3 =3=6 : ∀C ∈ K , ∀v ∈ C with v =r , g , b ⇒ r , g , b ρ r , b , g ρ g , r , b ρ g , b , r ρ b , r , g ρ b , g , r 11

3. Geometric interpretation Starting with any vector v =r

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