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how can I convert blue color to white and any other color to black by using python

asked 2018-05-05 02:48:39 -0500

salute838 gravatar image

how can I convert blue color to white and any other color to black by using python especially if the blue in the image has different degree image description

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answered 2018-05-05 18:17:30 -0500

sjhalayka gravatar image

updated 2018-05-05 18:19:00 -0500

I also have the code in C++. You should use the cvtColor function to convert from BGR to HSV. Then split the channels into separate arrays using the split function. Then loop through the H image, and if H > 90 and H < 130, then draw white on a black image. You'll get blue highlighted.

image description

import cv2
import numpy

frame = cv2.imread('blue.jpg')

if frame is None:
    print('Error loading image')
    exit()

hsv = cv2.cvtColor(frame, cv2.COLOR_BGR2HSV)

hsv_channels = cv2.split(hsv)

rows = frame.shape[0]
cols = frame.shape[1]

for i in range(0, rows):
    for j in range(0, cols):
        h = hsv_channels[0][i][j]

        if h > 90 and h < 130:
            hsv_channels[2][i][j] = 255
        else:
            hsv_channels[2][i][j] = 0

cv2.imshow("show", hsv_channels[0])
cv2.imshow("show2", hsv_channels[2])

cv2.waitKey(0)
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Comments

You'll have difficulty getting the whitecaps to be detected because purely white pixels are counted as red for hue by default... same with those white boats.

sjhalayka gravatar imagesjhalayka ( 2018-05-05 18:39:58 -0500 )edit

I have used many codes but the results were vary from one image to other for example...Kindly check my answer below

salute838 gravatar imagesalute838 ( 2018-05-06 03:56:53 -0500 )edit

import cv2 import numpy as np

from PIL import Image

import colorsys

import matplotlib.pyplot as plt import matplotlib.image as mpimg

def rgb2gray(rgb): return np.dot(rgb[...,:3], [0.299, 0.587, 0.114])

img = mpimg.imread('0.jpg')
gray = rgb2gray(img)
plt.imshow(gray, cmap = plt.get_cmap('gray')) plt.show()

cv2.waitKey() cv2.destroyAllWindows()

salute838 gravatar imagesalute838 ( 2018-05-06 03:57:31 -0500 )edit

And you know I am trying to separate any color from the blue . As you can see there is a oil spill in the water and I am trying to give the spill clear, obvious color (green, red, black, etc ) which will be easy to calculate the total area of the pollution

salute838 gravatar imagesalute838 ( 2018-05-06 04:19:48 -0500 )edit

OK, best of luck to you. :)

sjhalayka gravatar imagesjhalayka ( 2018-05-06 11:01:27 -0500 )edit

@sjhalayka thanks for the effort. @salute838, please in the future have at least a look at the documentation and the samples... this is a really basic issue that is explained very well there ...

StevenPuttemans gravatar imageStevenPuttemans ( 2018-05-08 08:27:10 -0500 )edit
1

You're welcome! Thanks for the upvotes everyone. :)

sjhalayka gravatar imagesjhalayka ( 2018-05-08 08:48:15 -0500 )edit
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Asked: 2018-05-05 02:48:39 -0500

Seen: 5,903 times

Last updated: May 05 '18