Image-Recognition/imagerec8.py at master · PythonProgramming/Image-Recognition · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
fromPILimportImage
importnumpyasnp
#import matplotlib
importmatplotlib.pyplotasplt
importtime

i=Image.open('images/numbers/0.1.png')
iar=np.array(i)
iarl=iar.tolist()

#print iarl


defcreateExamples():
numberArrayExamples=open('numArEx.txt','a')
numbersWeHave=range(1,10)
foreachNuminnumbersWeHave:
#print eachNum
forfurtherNuminnumbersWeHave:
# you could also literally add it *.1 and have it create
# an actual float, but, since in the end we are going
# to use it as a string, this way will work.
print(str(eachNum)+'.'+str(furtherNum))
#after showing you can print, then do:
imgFilePath='images/numbers/'+str(eachNum)+'.'+str(furtherNum)+'.png'
ei=Image.open(imgFilePath)
eiar=np.array(ei)
eiarl=str(eiar.tolist())

print(eiarl)
lineToWrite=str(eachNum)+'::'+eiarl+'\n'
numberArrayExamples.write(lineToWrite)
#time.sleep(55)


defthreshold(imageArray):
balanceAr= []
newAr=imageArray
foreachPartinimageArray:
forthePartsineachPart:
#print theParts
avgNum=reduce(lambdax, y: x+y, theParts[:3]) /len(theParts[:3])
balanceAr.append(avgNum)
#time.sleep(3)
balance=reduce(lambdax, y: x+y, balanceAr) /len(balanceAr)
#print balance
foreachRowinnewAr:
foreachPixineachRow:
ifreduce(lambdax, y: x+y, eachPix[:3]) /len(eachPix[:3]) >balance:
eachPix[0] =255
eachPix[1] =255
eachPix[2] =255
eachPix[3] =255
else:
eachPix[0] =0
eachPix[1] =0
eachPix[2] =0
eachPix[3] =255
returnnewAr


createExamples()