Canvas 1
Layer 1
Memory Footprint
224x224
3 RGB
Channels
Input (i) = 3 channels
i
Image
( 7 x 7 ) x 512
P
o
o
l
P
o
o
l
P
o
o
l
P
o
o
l
P
o
o
l
4096
channels
25,088
CL
CL
512 Filters
k
CL
k
k
CL
64 Filters
k
Kernel
CL
k
CL
128 Filters
k
CL
k
CL
256 Filters
k
CL
k
k
CL
CL
CL
512 Filters
k
CL
k
k
4096
channels
(3 x 3)
64
3
128
256
256
28 x 28
512
256
512
14 x 14
512
512
512
128
4096
S
o
f
t
m
a
x
4096
Batch = 1
Memory Footprint
Batch = 32
64
12.5 MB
401.4 MB
12.5 MB
401.4 MB
3.1 MB
100.3 MB
6.2 MB
200 MB
150 KB
4.7 MB
128
6.2 MB
200 MB
1.6 MB
50.2 MB
3.1 MB
100.3 MB
256
3.1 MB
100.3 MB
3.1 MB
100.3 MB
784 KB
25.1 MB
512
392 KB
12.5 MB
1.6 MB
50.2 MB
1.6 MB
50.2 MB
1.6 MB
50.2 MB
392 KB
12.5 MB
392 KB
12.5 MB
512
392 KB
12.5 MB
224 x 224
112 x 112
56 x 56
56 x 56
112 x 112
112 x 112
56 x 56
56 x 56
56 x 56
28 x 28
28 x 28
28 x 28
14 x 14
14 x 14
14 x 14
224 x 224
64
58,70 MB
1.88 GB
Total
98 KB
3.1 MB
16 KB
512 KB
512 KB
16 KB