Community
Model
color-recognition

color-recognition

Predict dominant colors and returns density values and colors in hexidecimal format and also mapped to its closest W3C counterparts.

Notes

Image Color Recognizer

Purpose

The 'Color' model returns density values for dominant colors present in images. Color predictions are returned in hex format and also mapped to their closest W3C counterparts. This model is great for anyone building an app where color is an important distinguisher.

Intended Use

Web or app design
Palate selection
Color classification

How It Works

The model first randomly samples (up to) 10k pixels of RGB values in the LAB color space from the image.
It then runs k-means clustering for the top 8 clusters of colors.
It then prunes similar clusters based on the threshold. This removes similar looking colors, by default.

Response

The model returns the following:

raw_hex values, which are the actual hex of the clusters' centroid. They can be converted to the RGB format.
hex values, which are the raw_hex values mapped to the closest HTML color. They are what the UI outputs, by default.
value values, which are the density values for the colors present in the image. value is the percentage of those 10k pixels, and not the percentage of all pixels in the image.

W3C_COLORS = ColorIndex(
```
{
```
```
    (0, 0, 0): 'Black',
```
```
    (0, 0, 128): 'Navy',
```
```
    (0, 0, 139): 'DarkBlue',
```
```
    (0, 0, 205): 'MediumBlue',
```
```
    (0, 0, 255): 'Blue',
```
```
    (0, 100, 0): 'DarkGreen',
```
```
    (0, 128, 0): 'Green',
```
```
    (0, 139, 139): 'DarkCyan',
```
```
    (0, 191, 255): 'DeepSkyBlue',
```
```
    (0, 206, 209): 'DarkTurquoise',
```

    (0, 250, 154): 'MediumSpringGreen',

```
    (0, 255, 0): 'Lime',
```
```
    (0, 255, 127): 'SpringGreen',
```
```
    (0, 255, 255): 'Cyan',
```
```
    (25, 25, 112): 'MidnightBlue',
```
```
    (30, 144, 255): 'DodgerBlue',
```
```
    (32, 178, 170): 'LightSeaGreen',
```
```
    (34, 139, 34): 'ForestGreen',
```
```
    (46, 139, 87): 'SeaGreen',
```
```
    (47, 79, 79): 'DarkSlateGray',
```
```
    (50, 205, 50): 'LimeGreen',
```
```
    (60, 179, 113): 'MediumSeaGreen',
```
```
    (64, 224, 208): 'Turquoise',
```
```
    (65, 105, 225): 'RoyalBlue',
```
```
    (70, 130, 180): 'SteelBlue',
```
```
    (72, 61, 139): 'DarkSlateBlue',
```
```
    (72, 209, 204): 'MediumTurquoise',
```
```
    (75, 0, 130): 'Indigo',
```
```
    (85, 107, 47): 'DarkOliveGreen',
```
```
    (95, 158, 160): 'CadetBlue',
```
```
    (100, 149, 237): 'CornflowerBlue',
```

    (102, 205, 170): 'MediumAquamarine',

```
    (105, 105, 105): 'DimGray',
```
```
    (106, 90, 205): 'SlateBlue',
```
```
    (107, 142, 35): 'OliveDrab',
```
```
    (112, 128, 144): 'SlateGray',
```
```
    (119, 136, 153): 'LightSlateGray',
```

    (123, 104, 238): 'MediumSlateBlue',

```
    (124, 252, 0): 'LawnGreen',
```
```
    (127, 255, 0): 'Chartreuse',
```
```
    (127, 255, 212): 'Aquamarine',
```
```
    (128, 0, 0): 'Maroon',
```
```
    (128, 0, 128): 'Purple',
```
```
    (128, 128, 0): 'Olive',
```
```
    (128, 128, 128): 'Gray',
```
```
    (132, 112, 255): 'LightSlateBlue',
```
```
    (135, 206, 235): 'SkyBlue',
```
```
    (135, 206, 250): 'LightSkyBlue',
```
```
    (138, 43, 226): 'BlueViolet',
```
```
    (139, 0, 0): 'DarkRed',
```
```
    (139, 0, 139): 'DarkMagenta',
```
```
    (139, 69, 19): 'SaddleBrown',
```
```
    (143, 188, 143): 'DarkSeaGreen',
```
```
    (144, 238, 144): 'LightGreen',
```
```
    (147, 112, 219): 'MediumPurple',
```
```
    (148, 0, 211): 'DarkViolet',
```
```
    (152, 251, 152): 'PaleGreen',
```
```
    (153, 50, 204): 'DarkOrchid',
```
```
    (154, 205, 50): 'YellowGreen',
```
```
    (160, 82, 45): 'Sienna',
```
```
    (165, 42, 42): 'Brown',
```
```
    (169, 169, 169): 'DarkGray',
```
```
    (173, 216, 230): 'LightBlue',
```
```
    (173, 255, 47): 'GreenYellow',
```
```
    (175, 238, 238): 'PaleTurquoise',
```
```
    (176, 196, 222): 'LightSteelBlue',
```
```
    (176, 224, 230): 'PowderBlue',
```
```
    (178, 34, 34): 'Firebrick',
```
```
    (184, 134, 11): 'DarkGoldenrod',
```
```
    (186, 85, 211): 'MediumOrchid',
```
```
    (188, 143, 143): 'RosyBrown',
```
```
    (189, 183, 107): 'DarkKhaki',
```
```
    (192, 192, 192): 'Silver',
```
```
    (199, 21, 133): 'MediumVioletRed',
```
```
    (205, 92, 92): 'IndianRed',
```
```
    (205, 133, 63): 'Peru',
```
```
    (208, 32, 144): 'VioletRed',
```
```
    (210, 105, 30): 'Chocolate',
```
```
    (210, 180, 140): 'Tan',
```
```
    (211, 211, 211): 'LightGray',
```
```
    (216, 191, 216): 'Thistle',
```
```
    (218, 112, 214): 'Orchid',
```
```
    (218, 165, 32): 'Goldenrod',
```
```
    (219, 112, 147): 'PaleVioletRed',
```
```
    (220, 20, 60): 'Crimson',
```
```
    (220, 220, 220): 'Gainsboro',
```
```
    (221, 160, 221): 'Plum',
```
```
    (222, 184, 135): 'Burlywood',
```
```
    (224, 255, 255): 'LightCyan',
```
```
    (230, 230, 250): 'Lavender',
```
```
    (233, 150, 122): 'DarkSalmon',
```
```
    (238, 130, 238): 'Violet',
```
```
    (238, 221, 130): 'LightGoldenrod',
```
```
    (238, 232, 170): 'PaleGoldenrod',
```
```
    (240, 128, 128): 'LightCoral',
```
```
    (240, 230, 140): 'Khaki',
```
```
    (240, 248, 255): 'AliceBlue',
```
```
    (240, 255, 240): 'Honeydew',
```
```
    (240, 255, 255): 'Azure',
```
```
    (244, 164, 96): 'SandyBrown',
```
```
    (245, 222, 179): 'Wheat',
```
```
    (245, 245, 220): 'Beige',
```
```
    (245, 245, 245): 'WhiteSmoke',
```
```
    (245, 255, 250): 'MintCream',
```
```
    (248, 248, 255): 'GhostWhite',
```
```
    (250, 128, 114): 'Salmon',
```
```
    (250, 235, 215): 'AntiqueWhite',
```
```
    (250, 240, 230): 'Linen',
```

    (250, 250, 210): 'LightGoldenrodYellow',

```
    (253, 245, 230): 'OldLace',
```
```
    (255, 0, 0): 'Red',
```
```
    (255, 0, 255): 'Magenta',
```
```
    (255, 20, 147): 'DeepPink',
```
```
    (255, 69, 0): 'OrangeRed',
```
```
    (255, 99, 71): 'Tomato',
```
```
    (255, 105, 180): 'HotPink',
```
```
    (255, 127, 80): 'Coral',
```
```
    (255, 140, 0): 'DarkOrange',
```
```
    (255, 160, 122): 'LightSalmon',
```
```
    (255, 165, 0): 'Orange',
```
```
    (255, 182, 193): 'LightPink',
```
```
    (255, 192, 203): 'Pink',
```
```
    (255, 215, 0): 'Gold',
```
```
    (255, 218, 185): 'PeachPuff',
```
```
    (255, 222, 173): 'NavajoWhite',
```
```
    (255, 228, 181): 'Moccasin',
```
```
    (255, 228, 196): 'Bisque',
```
```
    (255, 228, 225): 'MistyRose',
```
```
    (255, 235, 205): 'BlanchedAlmond',
```
```
    (255, 239, 213): 'PapayaWhip',
```
```
    (255, 240, 245): 'LavenderBlush',
```
```
    (255, 245, 238): 'Seashell',
```
```
    (255, 248, 220): 'Cornsilk',
```
```
    (255, 250, 205): 'LemonChiffon',
```
```
    (255, 250, 240): 'FloralWhite',
```
```
    (255, 250, 250): 'Snow',
```
```
    (255, 255, 0): 'Yellow',
```
```
    (255, 255, 224): 'LightYellow',
```
```
    (255, 255, 240): 'Ivory',
```
```
    (255, 255, 255): 'White'
```
```
},
```
```
lazy_init=True)
```

ID
Name
color
Model Type ID
Image Color Recognizer
Description
Predict dominant colors and returns density values and colors in hexidecimal format and also mapped to its closest W3C counterparts.
Last Updated
Oct 25, 2024
Privacy
PUBLIC
Toolkit
License
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