vgg19
Find this model in the VGG model summary
vgg19 Model Summary Plots
vgg19 Model Selected Details
layer_type
N
M
Q
alpha
D
alpha-hat
log_SN
% Rand
num_traps
num_fingers
rank_loss
layer_id
2
CONV2D
64
3
21.33
2.69
0.14
2.16
0.80
82.00
6
0
0
4
CONV2D
64
64
1.00
1.52
0.11
0.42
0.27
73.59
6
1
4
7
CONV2D
128
64
2.00
1.89
0.08
0.81
0.43
74.82
8
1
0
9
CONV2D
128
128
1.00
1.92
0.10
0.09
0.05
83.06
5
0
5
12
CONV2D
256
128
2.00
3.89
0.06
1.28
0.33
81.35
25
0
0
14
CONV2D
256
256
1.00
3.23
0.07
0.27
0.08
82.24
13
0
12
16
CONV2D
256
256
1.00
2.99
0.07
0.45
0.15
82.70
10
0
11
18
CONV2D
256
256
1.00
3.74
0.04
1.16
0.31
85.04
14
0
12
21
CONV2D
512
256
2.00
3.69
0.07
0.66
0.18
80.97
16
0
0
23
CONV2D
512
512
1.00
3.40
0.04
0.81
0.24
83.99
12
0
16
25
CONV2D
512
512
1.00
3.49
0.03
1.14
0.33
84.37
11
0
18
27
CONV2D
512
512
1.00
3.37
0.03
1.40
0.42
85.93
10
0
16
30
CONV2D
512
512
1.00
3.75
0.05
0.33
0.09
85.07
10
0
18
32
CONV2D
512
512
1.00
3.66
0.03
0.50
0.14
86.70
9
0
16
34
CONV2D
512
512
1.00
3.51
0.04
0.84
0.24
86.79
9
0
17
36
CONV2D
512
512
1.00
3.82
0.06
1.32
0.34
87.41
9
0
15
41
DENSE
25088
4096
6.12
2.26
0.03
3.22
1.42
68.41
1
0
0
44
DENSE
4096
4096
1.00
2.18
0.03
3.58
1.64
71.05
1
0
6
47
DENSE
4096
1000
4.10
2.08
0.03
3.58
1.72
70.15
0
0
0
vgg19 Layer Plots
Layer 2
Layer=2 | N=64 | M=3 | Q=21.33 | alpha=2.69 | D_ks=0.14 | alpha-hat=2.16 | num traps=6
Layer 4
Layer=4 | N=64 | M=64 | Q=1.00 | alpha=1.52 | D_ks=0.11 | alpha-hat=0.42 | num traps=6
Layer 7
Layer=7 | N=128 | M=64 | Q=2.00 | alpha=1.89 | D_ks=0.08 | alpha-hat=0.81 | num traps=8
Layer 9
Layer=9 | N=128 | M=128 | Q=1.00 | alpha=1.92 | D_ks=0.10 | alpha-hat=0.09 | num traps=5
Layer 12
Layer=12 | N=256 | M=128 | Q=2.00 | alpha=3.89 | D_ks=0.06 | alpha-hat=1.28 | num traps=25
Layer 14
Layer=14 | N=256 | M=256 | Q=1.00 | alpha=3.23 | D_ks=0.07 | alpha-hat=0.27 | num traps=13
Layer 16
Layer=16 | N=256 | M=256 | Q=1.00 | alpha=2.99 | D_ks=0.07 | alpha-hat=0.45 | num traps=10
Layer 18
Layer=18 | N=256 | M=256 | Q=1.00 | alpha=3.74 | D_ks=0.04 | alpha-hat=1.16 | num traps=14
Layer 21
Layer=21 | N=512 | M=256 | Q=2.00 | alpha=3.69 | D_ks=0.07 | alpha-hat=0.66 | num traps=16
Layer 23
Layer=23 | N=512 | M=512 | Q=1.00 | alpha=3.40 | D_ks=0.04 | alpha-hat=0.81 | num traps=12
Layer 25
Layer=25 | N=512 | M=512 | Q=1.00 | alpha=3.49 | D_ks=0.03 | alpha-hat=1.14 | num traps=11
Layer 27
Layer=27 | N=512 | M=512 | Q=1.00 | alpha=3.37 | D_ks=0.03 | alpha-hat=1.40 | num traps=10
Layer 30
Layer=30 | N=512 | M=512 | Q=1.00 | alpha=3.75 | D_ks=0.05 | alpha-hat=0.33 | num traps=10
Layer 32
Layer=32 | N=512 | M=512 | Q=1.00 | alpha=3.66 | D_ks=0.03 | alpha-hat=0.50 | num traps=9
Layer 34
Layer=34 | N=512 | M=512 | Q=1.00 | alpha=3.51 | D_ks=0.04 | alpha-hat=0.84 | num traps=9
Layer 36
Layer=36 | N=512 | M=512 | Q=1.00 | alpha=3.82 | D_ks=0.06 | alpha-hat=1.32 | num traps=9
Layer 41
Layer=41 | N=25088 | M=4096 | Q=6.12 | alpha=2.26 | D_ks=0.03 | alpha-hat=3.22 | num traps=1
Layer 44
Layer=44 | N=4096 | M=4096 | Q=1.00 | alpha=2.18 | D_ks=0.03 | alpha-hat=3.58 | num traps=1
Layer 47
Layer=47 | N=4096 | M=1000 | Q=4.10 | alpha=2.08 | D_ks=0.03 | alpha-hat=3.58 | num traps=0
vgg19 Model Summary Plots
vgg19 Model Selected Details
| layer_type | N | M | Q | alpha | D | alpha-hat | log_SN | % Rand | num_traps | num_fingers | rank_loss | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| layer_id | ||||||||||||
| 2 | CONV2D | 64 | 3 | 21.33 | 2.69 | 0.14 | 2.16 | 0.80 | 82.00 | 6 | 0 | 0 |
| 4 | CONV2D | 64 | 64 | 1.00 | 1.52 | 0.11 | 0.42 | 0.27 | 73.59 | 6 | 1 | 4 |
| 7 | CONV2D | 128 | 64 | 2.00 | 1.89 | 0.08 | 0.81 | 0.43 | 74.82 | 8 | 1 | 0 |
| 9 | CONV2D | 128 | 128 | 1.00 | 1.92 | 0.10 | 0.09 | 0.05 | 83.06 | 5 | 0 | 5 |
| 12 | CONV2D | 256 | 128 | 2.00 | 3.89 | 0.06 | 1.28 | 0.33 | 81.35 | 25 | 0 | 0 |
| 14 | CONV2D | 256 | 256 | 1.00 | 3.23 | 0.07 | 0.27 | 0.08 | 82.24 | 13 | 0 | 12 |
| 16 | CONV2D | 256 | 256 | 1.00 | 2.99 | 0.07 | 0.45 | 0.15 | 82.70 | 10 | 0 | 11 |
| 18 | CONV2D | 256 | 256 | 1.00 | 3.74 | 0.04 | 1.16 | 0.31 | 85.04 | 14 | 0 | 12 |
| 21 | CONV2D | 512 | 256 | 2.00 | 3.69 | 0.07 | 0.66 | 0.18 | 80.97 | 16 | 0 | 0 |
| 23 | CONV2D | 512 | 512 | 1.00 | 3.40 | 0.04 | 0.81 | 0.24 | 83.99 | 12 | 0 | 16 |
| 25 | CONV2D | 512 | 512 | 1.00 | 3.49 | 0.03 | 1.14 | 0.33 | 84.37 | 11 | 0 | 18 |
| 27 | CONV2D | 512 | 512 | 1.00 | 3.37 | 0.03 | 1.40 | 0.42 | 85.93 | 10 | 0 | 16 |
| 30 | CONV2D | 512 | 512 | 1.00 | 3.75 | 0.05 | 0.33 | 0.09 | 85.07 | 10 | 0 | 18 |
| 32 | CONV2D | 512 | 512 | 1.00 | 3.66 | 0.03 | 0.50 | 0.14 | 86.70 | 9 | 0 | 16 |
| 34 | CONV2D | 512 | 512 | 1.00 | 3.51 | 0.04 | 0.84 | 0.24 | 86.79 | 9 | 0 | 17 |
| 36 | CONV2D | 512 | 512 | 1.00 | 3.82 | 0.06 | 1.32 | 0.34 | 87.41 | 9 | 0 | 15 |
| 41 | DENSE | 25088 | 4096 | 6.12 | 2.26 | 0.03 | 3.22 | 1.42 | 68.41 | 1 | 0 | 0 |
| 44 | DENSE | 4096 | 4096 | 1.00 | 2.18 | 0.03 | 3.58 | 1.64 | 71.05 | 1 | 0 | 6 |
| 47 | DENSE | 4096 | 1000 | 4.10 | 2.08 | 0.03 | 3.58 | 1.72 | 70.15 | 0 | 0 | 0 |
vgg19 Layer Plots
Layer 2
Layer=2 | N=64 | M=3 | Q=21.33 | alpha=2.69 | D_ks=0.14 | alpha-hat=2.16 | num traps=6
Layer 4
Layer=4 | N=64 | M=64 | Q=1.00 | alpha=1.52 | D_ks=0.11 | alpha-hat=0.42 | num traps=6
Layer 7
Layer=7 | N=128 | M=64 | Q=2.00 | alpha=1.89 | D_ks=0.08 | alpha-hat=0.81 | num traps=8
Layer 9
Layer=9 | N=128 | M=128 | Q=1.00 | alpha=1.92 | D_ks=0.10 | alpha-hat=0.09 | num traps=5
Layer 12
Layer=12 | N=256 | M=128 | Q=2.00 | alpha=3.89 | D_ks=0.06 | alpha-hat=1.28 | num traps=25
Layer 14
Layer=14 | N=256 | M=256 | Q=1.00 | alpha=3.23 | D_ks=0.07 | alpha-hat=0.27 | num traps=13
Layer 16
Layer=16 | N=256 | M=256 | Q=1.00 | alpha=2.99 | D_ks=0.07 | alpha-hat=0.45 | num traps=10
Layer 18
Layer=18 | N=256 | M=256 | Q=1.00 | alpha=3.74 | D_ks=0.04 | alpha-hat=1.16 | num traps=14
Layer 21
Layer=21 | N=512 | M=256 | Q=2.00 | alpha=3.69 | D_ks=0.07 | alpha-hat=0.66 | num traps=16
Layer 23
Layer=23 | N=512 | M=512 | Q=1.00 | alpha=3.40 | D_ks=0.04 | alpha-hat=0.81 | num traps=12
Layer 25
Layer=25 | N=512 | M=512 | Q=1.00 | alpha=3.49 | D_ks=0.03 | alpha-hat=1.14 | num traps=11
Layer 27
Layer=27 | N=512 | M=512 | Q=1.00 | alpha=3.37 | D_ks=0.03 | alpha-hat=1.40 | num traps=10
Layer 30
Layer=30 | N=512 | M=512 | Q=1.00 | alpha=3.75 | D_ks=0.05 | alpha-hat=0.33 | num traps=10
Layer 32
Layer=32 | N=512 | M=512 | Q=1.00 | alpha=3.66 | D_ks=0.03 | alpha-hat=0.50 | num traps=9
Layer 34
Layer=34 | N=512 | M=512 | Q=1.00 | alpha=3.51 | D_ks=0.04 | alpha-hat=0.84 | num traps=9
Layer 36
Layer=36 | N=512 | M=512 | Q=1.00 | alpha=3.82 | D_ks=0.06 | alpha-hat=1.32 | num traps=9
Layer 41
Layer=41 | N=25088 | M=4096 | Q=6.12 | alpha=2.26 | D_ks=0.03 | alpha-hat=3.22 | num traps=1
Layer 44
Layer=44 | N=4096 | M=4096 | Q=1.00 | alpha=2.18 | D_ks=0.03 | alpha-hat=3.58 | num traps=1
Layer 47
Layer=47 | N=4096 | M=1000 | Q=4.10 | alpha=2.08 | D_ks=0.03 | alpha-hat=3.58 | num traps=0