-
Notifications
You must be signed in to change notification settings - Fork 1
/
Densenet121_output.txt
77 lines (77 loc) · 4.28 KB
/
Densenet121_output.txt
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
(?, 112, 112, 64)
(?, 56, 56, 64)
(?, 56, 56, 32)
(?, 28, 28, 32)
(?, 28, 28, 32)
(?, 14, 14, 32)
(?, 14, 14, 32)
(?, 7, 7, 32)
(?, 7, 7, 32)
(?, 7, 7, 32)
(?, 32)
(?, 4)
Found 68880 images belonging to 4 classes.
Found 5600 images belonging to 4 classes.
Found 5600 images belonging to 4 classes.
{'Normal': 3, 'Invasive': 2, 'In Situ': 1, 'Benign': 0}
{'Normal': 3, 'Invasive': 2, 'In Situ': 1, 'Benign': 0}
{'Normal': 3, 'Invasive': 2, 'In Situ': 1, 'Benign': 0}
Epoch 1/25
2153/2153 [==============================] - 1918s 891ms/step - loss: 0.6007 - acc: 0.7692 - val_loss: 0.2817 - val_acc: 0.9407
Epoch 2/25
2153/2153 [==============================] - 1894s 880ms/step - loss: 0.2564 - acc: 0.9171 - val_loss: 0.1545 - val_acc: 0.9414
Epoch 3/25
2153/2153 [==============================] - 1895s 880ms/step - loss: 0.1600 - acc: 0.9484 - val_loss: 0.0718 - val_acc: 0.9786
Epoch 4/25
2153/2153 [==============================] - 1895s 880ms/step - loss: 0.1129 - acc: 0.9635 - val_loss: 0.0765 - val_acc: 0.9711
Epoch 5/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0870 - acc: 0.9728 - val_loss: 0.1333 - val_acc: 0.9587
Epoch 6/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0595 - acc: 0.9809 - val_loss: 0.0774 - val_acc: 0.9705
Epoch 7/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0579 - acc: 0.9817 - val_loss: 0.0387 - val_acc: 0.9879
Epoch 8/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0415 - acc: 0.9873 - val_loss: 0.0325 - val_acc: 0.9902
Epoch 9/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0384 - acc: 0.9885 - val_loss: 0.0681 - val_acc: 0.9827
Epoch 10/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0380 - acc: 0.9887 - val_loss: 0.0235 - val_acc: 0.9932
Epoch 11/25
2153/2153 [==============================] - 1898s 881ms/step - loss: 0.0315 - acc: 0.9907 - val_loss: 0.0269 - val_acc: 0.9907
Epoch 12/25
2153/2153 [==============================] - 1898s 881ms/step - loss: 0.0264 - acc: 0.9919 - val_loss: 0.0426 - val_acc: 0.9862
Epoch 13/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0235 - acc: 0.9926 - val_loss: 0.0253 - val_acc: 0.9929
Epoch 14/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0240 - acc: 0.9931 - val_loss: 0.0263 - val_acc: 0.9918
Epoch 15/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0199 - acc: 0.9938 - val_loss: 0.0125 - val_acc: 0.9961
Epoch 16/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0187 - acc: 0.9947 - val_loss: 0.0190 - val_acc: 0.9948
Epoch 17/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0156 - acc: 0.9955 - val_loss: 0.0530 - val_acc: 0.9827
Epoch 18/25
2153/2153 [==============================] - 1898s 881ms/step - loss: 0.0154 - acc: 0.9957 - val_loss: 0.0258 - val_acc: 0.9907
Epoch 19/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0154 - acc: 0.9952 - val_loss: 0.0388 - val_acc: 0.9925
Epoch 20/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0177 - acc: 0.9949 - val_loss: 0.0805 - val_acc: 0.9686
Epoch 21/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0115 - acc: 0.9966 - val_loss: 0.0132 - val_acc: 0.9959
Epoch 22/25
2153/2153 [==============================] - 1896s 881ms/step - loss: 0.0131 - acc: 0.9964 - val_loss: 0.0156 - val_acc: 0.9961
Epoch 23/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0133 - acc: 0.9960 - val_loss: 0.0147 - val_acc: 0.9950
Epoch 24/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0101 - acc: 0.9970 - val_loss: 0.0127 - val_acc: 0.9952
Epoch 25/25
2153/2153 [==============================] - 1897s 881ms/step - loss: 0.0113 - acc: 0.9967 - val_loss: 0.0160 - val_acc: 0.9957
Found 68880 images belonging to 4 classes.
Found 5600 images belonging to 4 classes.
Found 5600 images belonging to 4 classes.
{'Normal': 3, 'Invasive': 2, 'In Situ': 1, 'Benign': 0}
{'Normal': 3, 'Invasive': 2, 'In Situ': 1, 'Benign': 0}
{'Normal': 3, 'Invasive': 2, 'In Situ': 1, 'Benign': 0}
Loss = 0.744450330668
Test Accuracy = 0.908035714286
DONE