In [9]:
from PIL import Image
from numpy import *
from pylab import *
import os
In [28]:
import pickle
import sift
import imagesearch
imagesearch = reload(imagesearch)
In [19]:
with open('caltech_imlist.pkl', 'rb') as f:
imlist = pickle.load(f)
featlist = pickle.load(f)
In [20]:
nbr_images = len(imlist)
In [21]:
with open('vocabulary.pkl', 'rb') as f:
voc = pickle.load(f)
In [22]:
src = imagesearch.Searcher('test.db', voc)
In [59]:
imshow(Image.open(imlist[920]))
title(imlist[920])
axis('off')
show()
In [24]:
imagesearch = reload(imagesearch)
src = imagesearch.Searcher('test.db', voc)
print 'try a query...'
print src.query(imlist[0])
try a query...
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In [60]:
imagesearch = reload(imagesearch)
src = imagesearch.Searcher('test.db', voc)
res = [w[1] for w in src.query(imlist[920])[:10]]
print res
imagesearch.plot_results(src, res)
[921, 2330, 2405, 3278, 4287, 664, 2311, 654, 1823, 771]
In [62]:
import imagesearchE
imagesearchE = reload(imagesearchE)
srcE = imagesearchE.Searcher('test.db', voc)
nbr_results = 10
res = [w[1] for w in srcE.query(imlist[920])[:nbr_results]]
print res
imagesearchE.plot_results(srcE, res)
[921, 2330, 2405, 3278, 664, 2311, 654, 1823, 771, 2190]
In [75]:
import imagesearchE
imagesearchE = reload(imagesearchE)
src2 = imagesearchE.Searcher2('test.db', voc)
nbr_results = 10
res = [w[1] for w in src2.query(imlist[920])[:nbr_results]]
print res
imagesearchE.plot_results(src2, res)
frq[:l] [((0.0,), 6625624), ((1.0,), 1432964), ((2.0,), 396370), ((3.0,), 126745), ((4.0,), 47761), ((5.0,), 20672), ((6.0,), 9927), ((7.0,), 5619), ((8.0,), 3358), ((9.0,), 2075), ((10.0,), 1401)]
self.stopwords [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[5188, 7059, 553, 6936, 6572, 3519, 4835, 6657, 4550, 5039]
In [70]:
print int(1.0)
1
In [ ]:
Content source: moizumi99/CVBookExercise
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