-
Notifications
You must be signed in to change notification settings - Fork 3
/
filters.py
166 lines (159 loc) · 12.3 KB
/
filters.py
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
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
Created on Thu Mar 9 16:47:03 2017
@author: Mark Dammer
You can add your on convolution kernels to the "self.kernels" list.
Basic structure: ['Name', default_filter_strength, [kernel]]
"""
import numpy as np
class Kernels(object):
__slots__ = ['kernels', 'name', 'kernel', 'strength']
def __init__(self):
self.kernels = [
['entropy1', 1, [[0, 0, 0], [0, 1, -1], [0, 0, 0]]],
['entropy2', 1, [[0, 0, 0], [-0.5, 1, -0.5], [0, 0, 0]]],
['entropy3', 1, [[0, -0.5, 0], [0, 1, 0], [0, -0.5, 0]]],
['entropy4', 1, [[0, -0.25, 0], [-0.25, 1, -0.25], [0, -0.25, 0]]],
['sharpen1', 1, [[-1, -1, -1], [-1, 9, -1], [-1, -1, -1]]],
['sharpen2', 1, [[1, 1, 1], [1, -7, 1], [1, 1, 1]]],
['sharpen3', 0.125, [[-1, -1, -1, -1, -1],
[-1, 2, 2, 2, -1],
[-1, 2, 8, 2, -1],
[-1, 2, 2, 2, -1],
[-1, -1, -1, -1, -1]]],
['blur7', 1, [[0.02, 0.02, 0.02, 0.02, 0.02, 0.02, 0.02],
[0.02, 0.02, 0.02, 0.02, 0.02, 0.02, 0.02],
[0.02, 0.02, 0.02, 0.02, 0.02, 0.02, 0.02],
[0.02, 0.02, 0.02, 0.02, 0.02, 0.02, 0.02],
[0.02, 0.02, 0.02, 0.02, 0.02, 0.02, 0.02],
[0.02, 0.02, 0.02, 0.02, 0.02, 0.02, 0.02],
[0.02, 0.02, 0.02, 0.02, 0.02, 0.02, 0.02]]],
['blur15', 1, [
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044],
[0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044, 0.0044,
0.0044, 0.0044]]],
['blur29', 1, [
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ],
[0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012, 0.0012,
0.0012, 0.0012, 0.0012, ]
]]
]
def get_kernel(self, index):
self.name = self.kernels[index - 1][0]
self.kernel = self.kernels[index - 1][2]
self.strength = self.kernels[index - 1][1]
return self.name, np.array(self.kernel), self.strength
def get_numkernels(self):
return len(self.kernels) + 1