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Martin Thoma 2017-05-17 11:18:57 +02:00
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tikz/validation-curve/baseline_cifar_test_acc.csv
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@ -1,147 +1,145 @@
epoch,min_acc,max_acc,mean_acc,mean_loss
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136,0.5545,0.6307,0.57000833333333334,1.7084000000000001
137,0.5593,0.6372,0.57392499999999991,1.6925583333333334
138,0.5563,0.6442,0.57198333333333329,1.6925833333333336
139,0.5569,0.6461,0.57404999999999995,1.6883249999999999
140,0.5575,0.6478,0.57469999999999999,1.6805333333333332
141,0.5598,0.6554,0.57656666666666667,1.6772833333333332
142,0.5592,0.6576,0.5779833333333334,1.6699083333333331
143,0.5591,0.6617,0.57941666666666658,1.6589583333333333

1 epoch min_acc max_acc mean_acc mean_loss
2 0 0.0537 0.0546 0.0542 0.0552 0.053959999999999994 0.054825000000000006 4.6112799999999989 4.6077916666666683
3 1 0.1114 0.1103 0.1121 0.1124 0.11168999999999998 0.11169166666666663 4.1557299999999993 4.157025
4 2 0.1434 0.1472 0.1445 0.1478 0.14391999999999999 0.14749999999999999 3.9700800000000003 3.9687333333333332
5 3 0.1746 0.1762 0.1764 0.1772 0.17521 0.17655000000000001 3.8258399999999995 3.8177833333333329
6 4 0.1994 0.2015 0.201 0.2035 0.20032 0.20285 3.7040500000000001 3.6989083333333332
7 5 0.2212 0.2231 0.2219 0.2255 0.22153999999999999 0.22484999999999997 3.6027300000000002 3.5978999999999997
8 6 0.2401 0.2393 0.2415 0.2405 0.24086000000000002 0.24000000000000002 3.5213799999999997 3.5159999999999996
9 7 0.2503 0.2524 0.2512 0.2551 0.25076000000000004 0.25333333333333335 3.4561900000000003 3.4482833333333338
10 8 0.2658 0.2672 0.2668 0.2691 0.26640000000000003 0.26779166666666659 3.3904299999999998 3.3834666666666666
11 9 0.2781 0.2762 0.2793 0.2787 0.27856000000000003 0.27752499999999997 3.3281299999999994 3.3248333333333329
12 10 0.287 0.2852 0.2885 0.2902 0.28768000000000005 0.28675 3.2696499999999999 3.2724833333333336
13 11 0.2956 0.2949 0.2971 0.2967 0.29620000000000002 0.29589166666666666 3.2279700000000005 3.2269583333333336
14 12 0.3031 0.3055 0.3054 0.3073 0.30431999999999998 0.30658333333333337 3.1749900000000002 3.1702750000000002
15 13 0.3133 0.3101 0.315 0.3128 0.31409999999999999 0.3118083333333333 3.1285499999999997 3.1299000000000006
16 14 0.3192 0.319 0.3202 0.3224 0.31972000000000006 0.32030833333333336 3.0905300000000002 3.0861666666666658
17 15 0.3268 0.3275 0.3282 0.3295 0.32769999999999999 0.32841666666666669 3.0524100000000001 3.0502083333333334
18 16 0.3318 0.3323 0.3334 0.335 0.33286000000000004 0.33329999999999999 3.0162500000000003 3.0159083333333325
19 17 0.3379 0.3398 0.3392 0.3419 0.33856999999999998 0.34082499999999999 2.9776599999999998 2.9724000000000004
20 18 0.3437 0.3445 0.3451 0.3466 0.34444000000000002 0.34541666666666665 2.9448299999999996 2.9410500000000002
21 19 0.3478 0.3498 0.3489 0.3513 0.34846000000000005 0.35055833333333336 2.9194600000000004 2.9137083333333336
22 20 0.3549 0.3564 0.3562 0.3581 0.35548000000000002 0.35722499999999996 2.8796400000000002 2.8725416666666668
23 21 0.3568 0.3583 0.3577 0.3623 0.35723000000000005 0.35945000000000005 2.8595700000000002 2.8512416666666667
24 22 0.3666 0.3663 0.368 0.3685 0.36710999999999994 0.36748333333333333 2.8205100000000001 2.8167749999999998
25 23 0.3692 0.3693 0.3715 0.3738 0.37012 0.37105000000000005 2.7927399999999998 2.788475
26 24 0.3746 0.3762 0.3764 0.3795 0.37530000000000002 0.37776666666666664 2.7666899999999996 2.7573500000000002
27 25 0.3778 0.3779 0.3788 0.3796 0.37816000000000005 0.3786416666666666 2.7414099999999997 2.7382999999999993
28 26 0.3787 0.3829 0.3813 0.3853 0.37997000000000003 0.3843583333333333 2.7214099999999997 2.7113333333333327
29 27 0.3875 0.3897 0.3894 0.3914 0.38843 0.39050000000000001 2.6928899999999998 2.6835166666666663
30 28 0.3896 0.3901 0.3915 0.3939 0.39075000000000004 0.39269166666666672 2.6716299999999995 2.6632166666666666
31 29 0.3911 0.3902 0.3922 0.3959 0.39154999999999995 0.39416666666666672 2.64933 2.6424749999999997
32 30 0.3968 0.3985 0.3986 0.4011 0.39773000000000003 0.39942500000000009 2.6296399999999998 2.6209916666666668
33 31 0.3993 0.4026 0.4004 0.4048 0.39980999999999994 0.40355000000000002 2.6114199999999999 2.5990250000000001
34 32 0.4031 0.4036 0.4051 0.4057 0.40404999999999996 0.40467500000000006 2.58466 2.5836166666666669
35 33 0.4043 0.407 0.4066 0.4091 0.40547999999999995 0.40831666666666666 2.57098 2.564516666666667
36 34 0.4073 0.411 0.4092 0.4139 0.40809999999999996 0.41207500000000002 2.55674 2.5460666666666665
37 35 0.4141 0.4139 0.4152 0.4167 0.41459999999999997 0.41548333333333337 2.5274200000000002 2.5146416666666669
38 36 0.4135 0.4157 0.4158 0.4196 0.41486999999999996 0.41700000000000004 2.51668 2.5082166666666668
39 37 0.4177 0.4204 0.419 0.4229 0.41830999999999996 0.42177500000000001 2.5046999999999997 2.4902333333333329
40 38 0.4245 0.4254 0.4266 0.4273 0.42523999999999995 0.42619166666666669 2.4697199999999997 2.4653416666666668
41 39 0.4224 0.4228 0.425 0.4257 0.42363000000000001 0.42379166666666673 2.4701599999999999 2.4610416666666666
42 40 0.4279 0.4283 0.4297 0.4308 0.42876999999999998 0.42915833333333331 2.4423700000000004 2.4362999999999997
43 41 0.4302 0.4275 0.4322 0.4303 0.43119999999999992 0.42939166666666667 2.4359100000000002 2.4245583333333331
44 42 0.432 0.4345 0.4333 0.4363 0.43247000000000002 0.43564166666666665 2.4190399999999999 2.4064916666666667
45 43 0.4322 0.4352 0.4351 0.4375 0.43355000000000005 0.43652500000000005 2.4058199999999998 2.3980166666666674
46 44 0.4397 0.4404 0.4415 0.4427 0.44059999999999999 0.4418333333333333 2.3861099999999995 2.3789166666666666
47 45 0.4399 0.4402 0.4422 0.4442 0.44108000000000003 0.44167499999999998 2.3705499999999997 2.367575
48 46 0.4404 0.4441 0.4418 0.4467 0.44139 0.44550833333333334 2.3622700000000001 2.3492333333333328
49 47 0.4448 0.4486 0.4461 0.4496 0.44536999999999993 0.44909166666666667 2.3427099999999998 2.3341333333333334
50 48 0.4435 0.4468 0.445 0.449 0.44428999999999996 0.44764166666666655 2.3372400000000004 2.3298833333333335
51 49 0.4483 0.4482 0.4495 0.4504 0.44903999999999999 0.44887499999999997 2.3217099999999999 2.3170583333333332
52 50 0.4515 0.4518 0.453 0.4535 0.45238999999999996 0.45280833333333331 2.30463 2.2958750000000001
53 51 0.4535 0.4536 0.4552 0.4562 0.45443 0.45491666666666669 2.29244 2.2885
54 52 0.4557 0.4542 0.4575 0.45674000000000003 0.45618333333333339 2.2755999999999998 2.2763166666666668
55 53 0.4571 0.4587 0.4592 0.4619 0.45813999999999994 0.46013333333333334 2.2698099999999997 2.2620416666666663
56 54 0.4568 0.458 0.4584 0.4641 0.45762000000000003 0.46239166666666676 2.2640099999999999 2.255408333333333
57 55 0.4624 0.4625 0.4639 0.4645 0.46310000000000001 0.46346666666666669 2.2497700000000003 2.2397499999999999
58 56 0.4589 0.4631 0.4605 0.4649 0.45985000000000004 0.46401666666666669 2.2478299999999996 2.2337666666666669
59 57 0.4613 0.4657 0.464 0.469 0.46265000000000001 0.46783333333333338 2.2339899999999995 2.2219833333333332
60 58 0.4688 0.4711 0.4745 0.46950000000000003 0.47245833333333337 2.2114000000000003 2.2007500000000002
61 59 0.4681 0.4703 0.4714 0.46950999999999998 0.47020000000000001 2.2039899999999997 2.1986333333333334
62 60 0.4682 0.4695 0.4709 0.4714 0.46981000000000001 0.47044166666666659 2.2023800000000002 2.1971166666666666
63 61 0.469 0.4711 0.4703 0.474 0.46947 0.47266666666666662 2.1879400000000002 2.1766916666666671
64 62 0.472 0.4718 0.4748 0.4749 0.47358 0.47350000000000003 2.1848100000000001 2.1755583333333335
65 63 0.4699 0.473 0.4714 0.4757 0.47077999999999998 0.47399999999999998 2.1791400000000003 2.1680333333333333
66 64 0.4736 0.4779 0.4767 0.4798 0.47519999999999996 0.47866666666666674 2.1570999999999998 2.150325
67 65 0.4797 0.4795 0.4822 0.4826 0.48064000000000007 0.48135833333333333 2.1487500000000006 2.1473333333333335
68 66 0.4789 0.4805 0.4819 0.4832 0.48026000000000002 0.48200833333333332 2.14188 2.1370499999999999
69 67 0.4818 0.482 0.4848 0.485 0.48333999999999994 0.48362500000000003 2.13164 2.1261750000000004
70 68 0.4827 0.4846 0.4847 0.4867 0.48351 0.48554166666666659 2.1248499999999999 2.1154250000000001
71 69 0.4823 0.4837 0.4843 0.4866 0.48324999999999996 0.48536666666666672 2.1196699999999997 2.1139250000000001
72 70 0.4864 0.4879 0.4886 0.4901 0.48743999999999998 0.48907499999999998 2.1002900000000002 2.0960916666666667
73 71 0.4864 0.4903 0.4883 0.4927 0.48715999999999998 0.49130833333333329 2.0980600000000003 2.0916083333333328
74 72 0.4883 0.4887 0.4904 0.4926 0.48932999999999999 0.49071666666666675 2.0968899999999997 2.0885416666666665
75 73 0.4951 0.495 0.4986 0.4976 0.49648999999999999 0.49664166666666665 2.0723799999999999 2.0696083333333335
76 74 0.4898 0.4932 0.493 0.4946 0.49135999999999996 0.49393333333333339 2.0800999999999998 2.0689166666666665
77 75 0.4935 0.4954 0.4958 0.4979 0.49465999999999993 0.4967166666666667 2.0692599999999999 2.0577916666666671
78 76 0.4935 0.4921 0.4953 0.4971 0.49433999999999995 0.49530833333333329 2.0657000000000001 2.0551333333333335
79 77 0.4972 0.4968 0.4995 0.501 0.49816000000000005 0.49815833333333343 2.0498800000000004 2.0446750000000002
80 78 0.4963 0.4962 0.4981 0.4992 0.49729999999999996 0.49753333333333333 2.0535799999999993 2.0507000000000004
81 79 0.4991 0.5023 0.501 0.507 0.50022999999999995 0.50418333333333332 2.03735 2.0230333333333332
82 80 0.5014 0.5026 0.5036 0.5044 0.50272000000000006 0.50367499999999998 2.0339500000000004 2.0228333333333333
83 81 0.5023 0.5068 0.5052 0.51 0.50441000000000003 0.50822500000000004 2.0187900000000001 2.0099333333333331
84 82 0.5021 0.5058 0.5035 0.5092 0.50269999999999992 0.50798333333333334 2.0187099999999996 2.0099333333333331
85 83 0.5018 0.5024 0.5045 0.5063 0.50319999999999998 0.50474166666666664 2.0187300000000001 2.0103916666666666
86 84 0.5068 0.5056 0.5092 0.5093 0.50788999999999995 0.50770833333333332 2.0068799999999998 2.0001250000000002
87 85 0.5035 0.5068 0.5065 0.51 0.50474999999999992 0.50872499999999998 1.9989700000000004 1.9865500000000003
88 86 0.5069 0.5089 0.5097 0.5126 0.50817000000000001 0.5112833333333332 1.99482 1.9862666666666666
89 87 0.507 0.5097 0.5091 0.5126 0.5079499999999999 0.51100833333333329 1.9860599999999997 1.9737750000000001
90 88 0.5093 0.5104 0.5112 0.5139 0.51012999999999997 0.51244166666666657 1.9839899999999999 1.9702
91 89 0.5105 0.5129 0.5126 0.5172 0.51132000000000011 0.51560833333333334 1.97455 1.9659083333333331
92 90 0.5103 0.5108 0.5114 0.5144 0.51064999999999983 0.5123833333333333 1.9739799999999998 1.9685666666666668
93 91 0.5144 0.5164 0.5162 0.5203 0.51531000000000005 0.51849999999999996 1.9652999999999998 1.9484000000000001
94 92 0.5163 0.5153 0.5182 0.5206 0.51695999999999998 0.51698333333333335 1.9506599999999998 1.9384083333333333
95 93 0.5159 0.5171 0.518 0.5201 0.51690999999999998 0.51856666666666673 1.9538599999999999 1.9485583333333334
96 94 0.517 0.5196 0.5204 0.5225 0.51882000000000006 0.52133333333333332 1.9455000000000002 1.9342249999999999
97 95 0.5201 0.5168 0.5224 0.5216 0.52149999999999985 0.51938333333333342 1.9372199999999999 1.9352916666666664
98 96 0.5189 0.5218 0.5207 0.5245 0.51968000000000003 0.52334999999999998 1.9283099999999997 1.919041666666667
99 97 0.5191 0.5219 0.5219 0.5232 0.52016000000000007 0.52249166666666669 1.9342699999999997 1.9242166666666665
100 98 0.524 0.5262 0.5253 0.5275 0.52446999999999999 0.52694166666666675 1.9196699999999995 1.9104749999999999
101 99 0.5215 0.524 0.5239 0.5286 0.52289999999999992 0.52660833333333334 1.9182600000000001 1.9067000000000001
102 100 0.5201 0.5216 0.5226 0.525 0.52124000000000004 0.52378333333333338 1.9147200000000002 1.9128166666666664
103 101 0.5244 0.5261 0.5279 0.5282 0.52617999999999998 0.52692499999999998 1.9097599999999999 1.8997499999999998
104 102 0.5244 0.5269 0.5274 0.5305 0.52557999999999994 0.52917499999999995 1.8989699999999998 1.8866999999999996
105 103 0.5266 0.5257 0.5288 0.5278 0.52798 0.52674166666666655 1.8970400000000001 1.8942500000000002
106 104 0.5295 0.5283 0.5307 0.5344 0.53022999999999998 0.53274166666666667 1.8873900000000003 1.8742249999999998
107 105 0.5247 0.5274 0.5264 0.531 0.52566000000000002 0.52960833333333335 1.8885100000000001 1.8826083333333334
108 106 0.5326 0.5298 0.5351 0.5353 0.53382999999999992 0.53270000000000006 1.8783799999999999 1.8704083333333335
109 107 0.533 0.5348 0.5354 0.5367 0.53461000000000003 0.53570833333333334 1.8624099999999999 1.8622249999999998
110 108 0.5287 0.5298 0.531 0.5341 0.53013999999999994 0.53300000000000003 1.8783100000000001 1.8660499999999998
111 109 0.532 0.5323 0.535 0.5339 0.53339999999999999 0.53311666666666657 1.8656999999999999 1.8654666666666671
112 110 0.5316 0.5286 0.5359 0.5346 0.53381000000000012 0.53282499999999999 1.8624399999999999 1.8599666666666665
113 111 0.5319 0.5359 0.5354 0.5387 0.53322999999999998 0.53752499999999992 1.8596499999999998 1.8418000000000001
114 112 0.5321 0.5341 0.5347 0.5368 0.53345999999999993 0.5357249999999999 1.8589800000000001 1.8513083333333336
115 113 0.5378 0.5402 0.5395 0.5427 0.53859999999999997 0.54129166666666662 1.8461799999999999 1.8353333333333335
116 114 0.5321 0.5353 0.534 0.538 0.53292000000000006 0.536775 1.8517600000000001 1.8405500000000001
117 115 0.5378 0.539 0.5402 0.5421 0.53891999999999984 0.54061666666666675 1.84145 1.8326
118 116 0.5385 0.5375 0.5408 0.5432 0.54010000000000002 0.54084999999999994 1.8305499999999999 1.8257083333333333
119 117 0.5363 0.5389 0.539 0.5425 0.53722999999999999 0.54093333333333327 1.84036 1.8272666666666664
120 118 0.5382 0.5436 0.5411 0.545 0.54007999999999989 0.54424166666666651 1.8269299999999997 1.8165333333333333
121 119 0.5439 0.5451 0.5454 0.5478 0.5446899999999999 0.54612499999999986 1.8145999999999998 1.8121333333333336
122 120 0.5425 0.5412 0.5467 0.5444 0.54466999999999988 0.542825 1.8151299999999999 1.81555
123 121 0.5403 0.5414 0.5421 0.5458 0.54115999999999997 0.54359999999999997 1.8177000000000003 1.8069999999999997
124 122 0.5444 0.5454 0.5466 0.5504 0.5456899999999999 0.54845833333333327 1.8098500000000002 1.7983083333333332
125 123 0.5459 0.5448 0.5491 0.5514 0.54747000000000001 0.54916666666666669 1.8013699999999999 1.7945499999999999
126 124 0.545 0.5456 0.5484 0.5492 0.54653000000000007 0.54709999999999992 1.8052700000000002 1.7973083333333328
127 125 0.5446 0.5474 0.5461 0.5495 0.54532999999999998 0.54817499999999997 1.8020300000000002 1.7905249999999999
128 126 0.5499 0.5485 0.5532 0.5545 0.55188999999999999 0.55249999999999999 1.7838600000000002 1.7768083333333335
129 127 0.547 0.5487 0.5508 0.5524 0.54883999999999999 0.55097499999999999 1.7821000000000002 1.7787750000000002
130 128 0.5497 0.55 0.5521 0.5533 0.55061000000000004 0.55195000000000005 1.7823199999999999 1.7690916666666665
131 129 0.5482 0.5477 0.5523 0.5843 0.54998999999999998 0.55660833333333326 1.7819400000000001 1.7579000000000002
132 130 0.5505 0.5502 0.5524 0.5934 0.55130000000000001 0.55818333333333325 1.7827999999999999 1.7478833333333335
133 131 0.5502 0.5524 0.5523 0.5988 0.55123 0.56248333333333334 1.7784200000000001 1.7380166666666665
134 132 0.5513 0.5516 0.5547 0.6103 0.55308000000000013 0.56409166666666666 1.7731599999999996 1.730175
135 133 0.5542 0.5525 0.589 0.6143 0.56874000000000002 0.56531666666666658 1.7118600000000002 1.7185249999999999
136 134 0.5508 0.5507 0.5986 0.6207 0.57032000000000005 0.5635 1.69787 1.7209416666666666
137 135 0.5511 0.5533 0.6058 0.6224 0.57356999999999991 0.56680000000000008 1.6840599999999999 1.7121500000000001
138 136 0.5549 0.5545 0.6105 0.6307 0.57695000000000007 0.57000833333333334 1.6732300000000002 1.7084000000000001
139 137 0.5597 0.5593 0.6187 0.6372 0.58373999999999993 0.57392499999999991 1.6515700000000002 1.6925583333333334
140 138 0.5579 0.5563 0.6253 0.6442 0.58523000000000014 0.57198333333333329 1.6480399999999999 1.6925833333333336
141 139 0.5577 0.5569 0.6278 0.6461 0.58607999999999993 0.57404999999999995 1.6409500000000001 1.6883249999999999
142 140 0.5607 0.5575 0.6354 0.6478 0.59082000000000012 0.57469999999999999 1.62686 1.6805333333333332
143 141 0.5585 0.5598 0.6418 0.6554 0.59217000000000009 0.57656666666666667 1.6197600000000001 1.6772833333333332
144 142 0.56 0.5592 0.6449 0.6576 0.59449000000000007 0.5779833333333334 1.60564 1.6699083333333331
145 143 0.5619 0.5591 0.648 0.6617 0.59639999999999993 0.57941666666666658 1.59541 1.6589583333333333
144 0.5637 0.6564 0.60081999999999991 1.58114
145 0.5608 0.6591 0.60026999999999997 1.5848800000000001