File size: 2,243 Bytes
0c759fa
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "phase": "phase3",
  "arch": "vit_tiny_patch16_224",
  "n_cls": 2,
  "val_acc": 99.0056347364932,
  "val_f1": 0.9900559211177076,
  "test_acc": 99.03878024527677,
  "test_prec": 99.03996551668493,
  "test_rec": 99.03878024527677,
  "test_f1": 99.03883942399617,
  "n_samples": 3017,
  "per_class": {
    "precision": [
      0.9877717391304348,
      0.9928802588996763
    ],
    "recall": [
      0.9924914675767919,
      0.9884020618556701
    ],
    "f1": [
      0.9901259788900239,
      0.9906360994510817
    ]
  },
  "history": {
    "train_loss": [
      0.01233374321032672,
      0.004058660576515949,
      0.003299596196159724,
      0.002996947955613492,
      0.0022952026815616184,
      0.0016649474446492256,
      0.0015982873312602355,
      0.001397290630653239,
      0.0011441136671224283,
      0.001105122805163714,
      0.0008787400809198816,
      0.0007868766801241017,
      0.0008620983057888297,
      0.0006404987511625218,
      0.0006393022141981988
    ],
    "val_loss": [
      0.005202472981042051,
      0.003754815276837817,
      0.004572190186283546,
      0.0039126241070040575,
      0.003570424361197808,
      0.004812939524376456,
      0.0018561428637918066,
      0.00210288970471975,
      0.002888702678823568,
      0.0016297945187216884,
      0.0036604067307970537,
      0.0037468538488499713,
      0.00333287537049775,
      0.003852165367309668,
      0.004386790663864862
    ],
    "train_acc": [
      92.84826386011436,
      97.85779398359162,
      98.25557305046821,
      98.48346730753295,
      98.82323692715671,
      99.15057595094058,
      99.25002071765974,
      99.3121736968592,
      99.40333139968509,
      99.43233612331152,
      99.58564680533686,
      99.59393386923013,
      99.54835501781719,
      99.70166569984255,
      99.73067042346896
    ],
    "val_acc": [
      97.24892277096454,
      97.87868743785216,
      97.58037785880013,
      97.84554192906862,
      97.91183294663573,
      97.74610540271793,
      98.90619821014252,
      98.90619821014252,
      98.57474312230693,
      99.0056347364932,
      98.342724560822,
      98.47530659595625,
      98.64103413987405,
      98.44216108717269,
      98.24328803447133
    ]
  }
}