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model_histories.py
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model_histories.py
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keras = {'val_loss': [1.2109772377014161, 1.0585772210121154, 0.99020967311859132, 0.93932204465866087, 0.91119494323730466,
0.90112115421295169, 0.8601030039787293, 0.85307112159729004, 0.85057182464599612, 0.86511030302047731],
'acc': [0.43575000000000003, 0.57684999999999997, 0.63060000000000005, 0.66964999999999997, 0.69342499999999996,
0.71740000000000004, 0.73650000000000004, 0.75767499999999999, 0.77677499999999999, 0.79125000000000001],
'loss': [1.5435024086475373, 1.2006940515518187, 1.0550279562950133, 0.95332381467819216, 0.87536847660541539,
0.81955758776664733, 0.76085570750236509, 0.70029054514169697, 0.64540118728876117, 0.60421409468650822],
'val_acc': [0.56069999999999998, 0.62829999999999997, 0.66200000000000003, 0.67379999999999995, 0.68089999999999995,
0.68710000000000004, 0.70730000000000004, 0.7097, 0.71430000000000005, 0.70889999999999997]}
inception = {'val_loss': [1.4268644542694091, 1.136228549003601, 1.0390845851898194, 0.99154756355285645, 0.96489773893356323,
0.95034615850448612, 0.94040883874893189, 0.93764623165130612, 0.92869969081878667, 0.92824785709381108],
'val_acc': [0.52350000095367433, 0.61299999999999999, 0.6495000004768372, 0.66999999904632568, 0.67499999904632568,
0.67899999952316281, 0.68350000143051148, 0.68800000095367431, 0.68800000095367431, 0.68950000095367436],
'loss': [1.9230054836273194, 1.1774611406326294, 0.92393203544616698, 0.79335387611389163, 0.70230523204803463,
0.62874125385284418, 0.56963798952102662, 0.51885989856719972, 0.47609764528274534, 0.43664483547210692],
'acc': [0.32950000047683714, 0.6415000004768372, 0.71899999999999997, 0.76900000000000002, 0.8025000019073486,
0.82550000047683714, 0.84500000143051146, 0.86900000190734861, 0.8860000014305115, 0.90399999952316279]}
vgg = {'val_loss': [1.3522801985740662, 1.0302122251987458, 0.91027257609367374, 0.81258897781372075, 0.81568812942504887,
0.75352697145938874, 0.81075524330139159, 0.72407542109489442, 0.7034048945903778, 0.7290472203493118],
'val_acc': [0.56200000000000006, 0.66049999999999998, 0.69850000000000001, 0.72499999999999998, 0.72699999999999998,
0.75449999999999995, 0.73750000000000004, 0.76349999999999996, 0.77000000000000002, 0.77049999999999996],
'loss': [2.3008261871337892, 1.011683541059494, 0.72330594331026077, 0.57092050641775127, 0.47891751676797867,
0.39867358833551408, 0.3428458904027939, 0.30316657140851022, 0.2613240669965744, 0.23864408349990845],
'acc': [0.35849999999999999, 0.65749999999999997, 0.75700000000000001, 0.81399999999999995, 0.83850000000000002,
0.87549999999999994, 0.89000000000000001, 0.90600000000000003, 0.92700000000000005, 0.93000000000000005]}
resnet = {'val_loss': [0.69571547889709473, 0.47905323731899263, 0.34997964835166934, 0.29365224587917327, 0.22656417489051819,
0.19651350095868111, 0.14074920707941055, 0.12303416639566421, 0.10957333382964134, 0.088293230667710304],
'val_acc': [0.79400000000000004, 0.86750000000000005, 0.91300000000000003, 0.93049999999999999, 0.96299999999999997,
0.96599999999999997, 0.98850000000000005, 0.99299999999999999, 0.99299999999999999, 0.99750000000000005],
'loss': [1.3068536474704742, 0.65452213692665095, 0.47815771889686587, 0.3690867590904236, 0.29578176730871203,
0.24760278940200806, 0.19333379894495009, 0.15329668530821799, 0.13382313066720963, 0.11031860028207302],
'acc': [0.55700000000000005, 0.79700000000000004, 0.85699999999999998, 0.89900000000000002, 0.92649999999999999,
0.9415, 0.96299999999999997, 0.98399999999999999, 0.98550000000000004, 0.99350000000000005]}