-
Notifications
You must be signed in to change notification settings - Fork 3
/
Copy pathmobilenet_v3_configs.py
102 lines (101 loc) · 4.47 KB
/
mobilenet_v3_configs.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
""" Configurations shared between PyTorch and Keras. """
CONFIG = {
"large": [
# in_ch, exp, out_ch, ks, stride, dilation, se, activation
[16, 16, 16, 3, 1, 1, None, "relu"],
[16, 64, 24, 3, 2, 1, None, "relu"],
[24, 72, 24, 3, 1, 1, None, "relu"],
[24, 72, 40, 5, 2, 1, 0.25, "relu"],
[40, 120, 40, 5, 1, 1, 0.25, "relu"],
[40, 120, 40, 5, 1, 1, 0.25, "relu"],
[40, 240, 80, 3, 2, 1, None, "hardswish"],
[80, 200, 80, 3, 1, 1, None, "hardswish"],
[80, 184, 80, 3, 1, 1, None, "hardswish"],
[80, 184, 80, 3, 1, 1, None, "hardswish"],
[80, 480, 112, 3, 1, 1, 0.25, "hardswish"],
[112, 672, 112, 3, 1, 1, 0.25, "hardswish"],
[112, 672, 160, 5, 2, 1, 0.25, "hardswish"],
[160, 960, 160, 5, 1, 1, 0.25, "hardswish"],
[160, 960, 160, 5, 1, 1, 0.25, "hardswish"],
],
"small": [
# in_ch, exp, out_ch, ks, stride, dilation, se, activation
[16, 16, 16, 3, 2, 1, 0.25, "relu"],
[16, 72, 24, 3, 2, 1, None, "relu"],
[24, 88, 24, 3, 1, 1, None, "relu"],
[24, 96, 40, 5, 2, 1, 0.25, "hardswish"],
[40, 240, 40, 5, 1, 1, 0.25, "hardswish"],
[40, 240, 40, 5, 1, 1, 0.25, "hardswish"],
[40, 120, 48, 5, 1, 1, 0.25, "hardswish"],
[48, 144, 48, 5, 1, 1, 0.25, "hardswish"],
[48, 288, 96, 5, 2, 1, 0.25, "hardswish"],
[96, 576, 96, 5, 1, 1, 0.25, "hardswish"],
[96, 576, 96, 5, 1, 1, 0.25, "hardswish"],
],
"large_detection": [
# in_ch, exp, out_ch, ks, stride, dilation, se, activation
[16, 16, 16, 3, 1, 1, None, "relu"],
[16, 64, 24, 3, 2, 1, None, "relu"],
[24, 72, 24, 3, 1, 1, None, "relu"],
[24, 72, 40, 5, 2, 1, 0.25, "relu"],
[40, 120, 40, 5, 1, 1, 0.25, "relu"],
[40, 120, 40, 5, 1, 1, 0.25, "relu"],
[40, 240, 80, 3, 2, 1, None, "hardswish"],
[80, 200, 80, 3, 1, 1, None, "hardswish"],
[80, 184, 80, 3, 1, 1, None, "hardswish"],
[80, 184, 80, 3, 1, 1, None, "hardswish"],
[80, 480, 112, 3, 1, 1, 0.25, "hardswish"],
[112, 672, 112, 3, 1, 1, 0.25, "hardswish"],
[112, 672, 80, 5, 2, 1, 0.25, "hardswish"],
[80, 480, 80, 5, 1, 1, 0.25, "hardswish"],
[80, 480, 80, 5, 1, 1, 0.25, "hardswish"],
],
"small_detection": [
# in_ch, exp, out_ch, ks, stride, dilation, se, activation
[16, 16, 16, 3, 2, 1, 0.25, "relu"],
[16, 72, 24, 3, 2, 1, None, "relu"],
[24, 88, 24, 3, 1, 1, None, "relu"],
[24, 96, 40, 5, 2, 1, 0.25, "hardswish"],
[40, 240, 40, 5, 1, 1, 0.25, "hardswish"],
[40, 240, 40, 5, 1, 1, 0.25, "hardswish"],
[40, 120, 48, 5, 1, 1, 0.25, "hardswish"],
[48, 144, 48, 5, 1, 1, 0.25, "hardswish"],
[48, 288, 48, 5, 2, 1, 0.25, "hardswish"],
[48, 288, 48, 5, 1, 1, 0.25, "hardswish"],
[48, 288, 48, 5, 1, 1, 0.25, "hardswish"],
],
# Stride 16, last 3 blocks dilated by 2.
"large_segmentation": [
# in_ch, exp, out_ch, ks, stride, dilation, se, activation
[16, 16, 16, 3, 1, 1, None, "relu"],
[16, 64, 24, 3, 2, 1, None, "relu"],
[24, 72, 24, 3, 1, 1, None, "relu"],
[24, 72, 40, 5, 2, 1, 0.25, "relu"],
[40, 120, 40, 5, 1, 1, 0.25, "relu"],
[40, 120, 40, 5, 1, 1, 0.25, "relu"],
[40, 240, 80, 3, 2, 1, None, "hardswish"],
[80, 200, 80, 3, 1, 1, None, "hardswish"],
[80, 184, 80, 3, 1, 1, None, "hardswish"],
[80, 184, 80, 3, 1, 1, None, "hardswish"],
[80, 480, 112, 3, 1, 1, 0.25, "hardswish"],
[112, 672, 112, 3, 1, 1, 0.25, "hardswish"],
[112, 672, 80, 5, 1, 2, 0.25, "hardswish"],
[80, 480, 80, 5, 1, 2, 0.25, "hardswish"],
[80, 480, 80, 5, 1, 2, 0.25, "hardswish"],
],
# Stride 16, last 3 blocks dilated by 2.
"small_segmentation": [
# in_ch, exp, out_ch, ks, stride, dilation, se, activation
[16, 16, 16, 3, 2, 1, 0.25, "relu"],
[16, 72, 24, 3, 2, 1, None, "relu"],
[24, 88, 24, 3, 1, 1, None, "relu"],
[24, 96, 40, 5, 2, 1, 0.25, "hardswish"],
[40, 240, 40, 5, 1, 1, 0.25, "hardswish"],
[40, 240, 40, 5, 1, 1, 0.25, "hardswish"],
[40, 120, 48, 5, 1, 1, 0.25, "hardswish"],
[48, 144, 48, 5, 1, 1, 0.25, "hardswish"],
[48, 288, 48, 5, 1, 2, 0.25, "hardswish"],
[48, 288, 48, 5, 1, 2, 0.25, "hardswish"],
[48, 288, 48, 5, 1, 2, 0.25, "hardswish"],
],
}