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Python implementation of the color map function for the PASCAL VOC data set.
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""" | |
Python implementation of the color map function for the PASCAL VOC data set. | |
Official Matlab version can be found in the PASCAL VOC devkit | |
http://host.robots.ox.ac.uk/pascal/VOC/voc2012/index.html#devkit | |
""" | |
import numpy as np | |
from skimage.io import imshow | |
import matplotlib.pyplot as plt | |
def color_map(N=256, normalized=False): | |
def bitget(byteval, idx): | |
return ((byteval & (1 << idx)) != 0) | |
dtype = 'float32' if normalized else 'uint8' | |
cmap = np.zeros((N, 3), dtype=dtype) | |
for i in range(N): | |
r = g = b = 0 | |
c = i | |
for j in range(8): | |
r = r | (bitget(c, 0) << 7-j) | |
g = g | (bitget(c, 1) << 7-j) | |
b = b | (bitget(c, 2) << 7-j) | |
c = c >> 3 | |
cmap[i] = np.array([r, g, b]) | |
cmap = cmap/255 if normalized else cmap | |
return cmap | |
def color_map_viz(): | |
labels = ['background', 'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus', 'car', 'cat', 'chair', 'cow', 'diningtable', 'dog', 'horse', 'motorbike', 'person', 'pottedplant', 'sheep', 'sofa', 'train', 'tvmonitor', 'void'] | |
nclasses = 21 | |
row_size = 50 | |
col_size = 500 | |
cmap = color_map() | |
array = np.empty((row_size*(nclasses+1), col_size, cmap.shape[1]), dtype=cmap.dtype) | |
for i in range(nclasses): | |
array[i*row_size:i*row_size+row_size, :] = cmap[i] | |
array[nclasses*row_size:nclasses*row_size+row_size, :] = cmap[-1] | |
imshow(array) | |
plt.yticks([row_size*i+row_size/2 for i in range(nclasses+1)], labels) | |
plt.xticks([]) | |
plt.show() |
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