Python PIL - Finding Nearest Color (Rounding Colors)

问题

There is a game called Roblox, in which the player makes the game, usually of lego-looking bricks.

In Roblox, for the Brick colors, you can use typical RGB values, but that'd require an additional element that is not very efficient when it comes to file size. Instead of using RGB values, BrickColor is much more economic in file size. It uses an integer to be interpreted as a certain color. Here is what I mean:

Here is a snippet of my code:

import Image
f = raw_input('Image:\n')
im = Image.open(f)
rgb_im = im.convert('RGB')
r, g, b = rgb_im.getpixel((x, y))

In my program, I need to find the color code closest to an RGB value.

How might this be accomplished?

回答1:

Create a list of colors in your table (I call it colors). Sort the list by the distance to the r, g, b point you are questioning The first element in the list is the closest color

def distance(c1, c2):
    (r1,g1,b1) = c1
    (r2,g2,b2) = c2
    return math.sqrt((r1 - r2)**2 + (g1 - g2) ** 2 + (b1 - b2) **2)

colors = list(rgb_code_dictionary.keys())
closest_colors = sorted(colors, key=lambda color: distance(color, point))
closest_color = closest_colors[0]
code = rgb_code_dictionary[closest_color]

回答2:

Expanding on mattsap's answer:

We don't need to sort all the colours, since we're only looking for the closest. i.e. We can avoid the computationally expensive sort and use min instead.

We also don't need to calculate the absolute distance between the colours, since we're only interested in relative distance. i.e. We can also avoid the "square root" part of Pythagoras.

This gives:

colours = ( (255, 255, 255, "white"),
            (255, 0, 0, "red"),
            (128, 0, 0, "dark red"),
            (0, 255, 0, "green") )


def nearest_colour( subjects, query ):
    return min( subjects, key = lambda subject: sum( (s - q) ** 2 for s, q in zip( subject, query ) ) )


print( nearest_colour( colours, (64, 0, 0) ) ) # dark red
print( nearest_colour( colours, (0, 192, 0) ) ) # green
print( nearest_colour( colours, (255, 255, 64) ) ) # white

Of course, once you consider different colour spaces and the contributions of each colour component to its perception of the human eye, there's a whole rabbit hole to go down, as per this question, but that's probably overly overkill for most cases.

来源：https://stackoverflow.com/questions/34366981/python-pil-finding-nearest-color-rounding-colors