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@thi.ng/pixel-dominant-colors

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Note

This is one of 199 standalone projects, maintained as part of the @thi.ng/umbrella monorepo and anti-framework.

🚀 Please help me to work full-time on these projects by sponsoring me on GitHub. Thank you! ❤️

About

k-means based dominant color extraction from images/pixel buffers. This is a support package for @thi.ng/pixel.

This package contains functionality which was previously part of and has been extracted from the @thi.ng/pixel package.

Dominant color extraction

The dominantColors() function applies k-means clustering to extract the dominant colors from the given image. The clustering can be configured. The function returns an array of { color, area } objects (sorted by descending area), where color is a cluster's dominant color (in the format of the source image) and area the normalized cluster size (number of selected pixels over total number of pixels in the image).

Also see the dominant colors example project & online tool based on this function. Furthermore, the thi.ng/color-palettes package provides 200+ curated color themes extracted from images using this function...

Example image & extracted dominant colors

Picture credit: /u/kristophershinn

import { floatBuffer, FLOAT_RGB } from "@thi.ng/pixel";
import { dominantColors } from "@thi.ng/pixel-dominant-colors";
import { read } from "@thi.ng/pixel-io-netpbm";
import { readFileSync } from "node:fs";

// read test PPM image and convert into float RGB format
const img = floatBuffer(read(readFileSync(`test.ppm`)), FLOAT_RGB);

// extract 5 dominant color clusters
const clusters = dominantColors(img, 5);

console.log(clusters);
// [
//   {
//     color: [ 0.4000000059604645, 0.30980393290519714, 0.21176470816135406 ],
//     area: 0.3141084558823529
//   },
//   {
//     color: [ 0.21960784494876862, 0.19607843458652496, 0.1411764770746231 ],
//     area: 0.2780330882352941
//   },
//   {
//     color: [ 0.4156862795352936, 0.4745098054409027, 0.5647059082984924 ],
//     area: 0.16620710784313725
//   },
//   {
//     color: [ 0.6666666865348816, 0.7568627595901489, 0.9254902005195618 ],
//     area: 0.12385110294117647
//   },
//   {
//     color: [ 0.7176470756530762, 0.4745098054409027, 0.12941177189350128 ],
//     area: 0.11780024509803921
//   }
// ]

Status

STABLE - used in production

Search or submit any issues for this package

Installation

yarn add @thi.ng/pixel-dominant-colors

ESM import:

import * as pdc from "@thi.ng/pixel-dominant-colors";

Browser ESM import:

<script type="module" src="https://esm.run/@thi.ng/pixel-dominant-colors"></script>

JSDelivr documentation

For Node.js REPL:

const pdc = await import("@thi.ng/pixel-dominant-colors");

Package sizes (brotli'd, pre-treeshake): ESM: 223 bytes

Dependencies

Note: @thi.ng/api is in most cases a type-only import (not used at runtime)

Usage examples

One project in this repo's /examples directory is using this package:

Screenshot Description Live demo Source
Color palette generation via dominant color extraction from uploaded images Demo Source

API

Generated API docs

Authors

If this project contributes to an academic publication, please cite it as:

@misc{thing-pixel-dominant-colors,
  title = "@thi.ng/pixel-dominant-colors",
  author = "Karsten Schmidt",
  note = "https://thi.ng/pixel-dominant-colors",
  year = 2021
}

License

© 2021 - 2024 Karsten Schmidt // Apache License 2.0