kmeans

package

v0.0.0-...-403afd8 Latest Latest Go to latest Published: Jun 23, 2019 License: MIT Imports: 3 Imported by: 0

Details

Valid go.mod file

The Go module system was introduced in Go 1.11 and is the official dependency management solution for Go.
Redistributable license

Redistributable licenses place minimal restrictions on how software can be used, modified, and redistributed.
Tagged version

Modules with tagged versions give importers more predictable builds.
Stable version

When a project reaches major version v1 it is considered stable.
Learn more about best practices

This section is empty.

This section is empty.

func EuclideanDistance(firstVector, secondVector []float64) (float64, error)

func ImgRework(clusteredData []ClusteredPixel, centroids []Pixel, rows int, cols int) (gocv.Mat, error)

Reconstroi a imagem a partir da clusterização do kmeans

func Kmeans(data []ClusteredPixel, centroid []Pixel, distanceFunction DistanceFunction, threshold int) ([]ClusteredPixel, []Pixel, error)

Implementa o algoritimo de clusterização K-means

func ManhattanDistance(firstVector, secondVector []float64) (float64, error)

type ClusteredPixel struct {
	ClusterNumber int
	Pixel
}

ClusteredPixel: Abstração de pixel com número de cluster

func FormatData(img gocv.Mat) []ClusteredPixel

Formata a imagem para ser processada pelo kmeans

type DistanceFunction func(first, second []float64) (float64, error)

Distance Function: Calcula a distância entre pixeis

type Pixel []float64

Pixel: Abstração de uma slice N-dimensional de float64

func Seed(data []ClusteredPixel, k int) []Pixel

Retorna uma slice de k centroids inicializados com valores de pixeis escolhidos aleatoriamente do data

func (Pixel Pixel) Add(otherPixel Pixel)

Soma dois pixeis

func (Pixel Pixel) Mul(scalar float64)

Multiplica um pixel por um escalar