File size: 71,935 Bytes
aa63cb7 |
1 |
{"0.001": [{"training_loss": 0.030130669761162538, "training_accuracy": 72.95673076923077, "adversarial_training_loss": 0.0317597809032752, "adversarial_training_accuracy": 59.25480769230769, "validation_accuracy": 55.09090909090909, "validation_loss": 0.027422846013849433, "adversarial_validation_accuracy": 73.63636363636364, "adversarial_validation_loss": 0.004750789512287487, "average_validation_accuracy": 64.36363636363637}, {"training_loss": 0.014050965770505942, "training_accuracy": 91.76682692307692, "adversarial_training_loss": 0.016757328063249588, "adversarial_training_accuracy": 80.82932692307692, "validation_accuracy": 61.45454545454545, "validation_loss": 0.03012723532589999, "adversarial_validation_accuracy": 78.9090909090909, "adversarial_validation_loss": 0.0039018331332640213, "average_validation_accuracy": 70.18181818181819}, {"training_loss": 0.013172743770365532, "training_accuracy": 94.05048076923077, "adversarial_training_loss": 0.015287367412104057, "adversarial_training_accuracy": 85.63701923076923, "validation_accuracy": 66.0, "validation_loss": 0.024911228093233977, "adversarial_validation_accuracy": 75.27272727272727, "adversarial_validation_loss": 0.004319991361011158, "average_validation_accuracy": 70.63636363636363}, {"training_loss": 0.012884781409341555, "training_accuracy": 94.05048076923077, "adversarial_training_loss": 0.014698850993926708, "adversarial_training_accuracy": 86.71875, "validation_accuracy": 63.27272727272727, "validation_loss": 0.03138653885234486, "adversarial_validation_accuracy": 76.36363636363636, "adversarial_validation_loss": 0.004270656975832852, "average_validation_accuracy": 69.81818181818181}, {"training_loss": 0.012202362673213849, "training_accuracy": 95.73317307692308, "adversarial_training_loss": 0.013988906589265052, "adversarial_training_accuracy": 87.25961538461539, "validation_accuracy": 62.54545454545455, "validation_loss": 0.04198941620913419, "adversarial_validation_accuracy": 74.36363636363636, "adversarial_validation_loss": 0.004695194092663852, "average_validation_accuracy": 68.45454545454545}, {"training_loss": 0.011955547719620742, "training_accuracy": 95.67307692307692, "adversarial_training_loss": 0.013540206405405816, "adversarial_training_accuracy": 87.86057692307692, "validation_accuracy": 71.0909090909091, "validation_loss": 0.009099859974601053, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.004173894687132402, "average_validation_accuracy": 74.72727272727272}, {"training_loss": 0.011829218325706629, "training_accuracy": 95.3125, "adversarial_training_loss": 0.013457540852519182, "adversarial_training_accuracy": 88.1610576923077, "validation_accuracy": 68.0, "validation_loss": 0.017216377475044942, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.003797711730003357, "average_validation_accuracy": 73.36363636363637}, {"training_loss": 0.0115285196269934, "training_accuracy": 94.95192307692308, "adversarial_training_loss": 0.013060324108944489, "adversarial_training_accuracy": 89.24278846153847, "validation_accuracy": 74.0, "validation_loss": 0.009517564340071245, "adversarial_validation_accuracy": 76.36363636363636, "adversarial_validation_loss": 0.004473430514335633, "average_validation_accuracy": 75.18181818181819}, {"training_loss": 0.011190609648250617, "training_accuracy": 95.1923076923077, "adversarial_training_loss": 0.012486364549169173, "adversarial_training_accuracy": 89.90384615384616, "validation_accuracy": 76.18181818181819, "validation_loss": 0.00581986665725708, "adversarial_validation_accuracy": 78.0, "adversarial_validation_loss": 0.003735088976946744, "average_validation_accuracy": 77.0909090909091}, {"training_loss": 0.010871798946307255, "training_accuracy": 95.91346153846153, "adversarial_training_loss": 0.012259397440804886, "adversarial_training_accuracy": 90.20432692307692, "validation_accuracy": 69.45454545454545, "validation_loss": 0.013888012712652033, "adversarial_validation_accuracy": 76.18181818181819, "adversarial_validation_loss": 0.004578214667060159, "average_validation_accuracy": 72.81818181818181}, {"training_loss": 0.010670187883079052, "training_accuracy": 96.27403846153847, "adversarial_training_loss": 0.011844995933083387, "adversarial_training_accuracy": 91.5264423076923, "validation_accuracy": 70.36363636363636, "validation_loss": 0.013920802853324197, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.003396063121882352, "average_validation_accuracy": 75.0}, {"training_loss": 0.010354252675404916, "training_accuracy": 97.23557692307692, "adversarial_training_loss": 0.011069719464733051, "adversarial_training_accuracy": 94.4110576923077, "validation_accuracy": 74.72727272727273, "validation_loss": 0.00985985365780917, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.003512499278241938, "average_validation_accuracy": 76.9090909090909}, {"training_loss": 0.010141274390312342, "training_accuracy": 97.35576923076923, "adversarial_training_loss": 0.011048448057128834, "adversarial_training_accuracy": 94.11057692307692, "validation_accuracy": 77.45454545454545, "validation_loss": 0.0066690476374192675, "adversarial_validation_accuracy": 81.0909090909091, "adversarial_validation_loss": 0.003284713084047491, "average_validation_accuracy": 79.27272727272728}, {"training_loss": 0.010015793789464694, "training_accuracy": 97.83653846153847, "adversarial_training_loss": 0.010627233065091647, "adversarial_training_accuracy": 95.4326923076923, "validation_accuracy": 76.72727272727273, "validation_loss": 0.008325793634761464, "adversarial_validation_accuracy": 81.45454545454545, "adversarial_validation_loss": 0.0032725434411655773, "average_validation_accuracy": 79.0909090909091}, {"training_loss": 0.009940700677151863, "training_accuracy": 97.23557692307692, "adversarial_training_loss": 0.010813030700844068, "adversarial_training_accuracy": 94.17067307692308, "validation_accuracy": 76.72727272727273, "validation_loss": 0.008763713836669922, "adversarial_validation_accuracy": 82.0, "adversarial_validation_loss": 0.0028033921935341575, "average_validation_accuracy": 79.36363636363637}, {"training_loss": 0.009893516508432535, "training_accuracy": 97.59615384615384, "adversarial_training_loss": 0.010439309434821973, "adversarial_training_accuracy": 95.79326923076923, "validation_accuracy": 74.0, "validation_loss": 0.011690866080197421, "adversarial_validation_accuracy": 80.9090909090909, "adversarial_validation_loss": 0.0029556444016369905, "average_validation_accuracy": 77.45454545454545}, {"training_loss": 0.009707702467074761, "training_accuracy": 97.95673076923077, "adversarial_training_loss": 0.010400277490799244, "adversarial_training_accuracy": 95.55288461538461, "validation_accuracy": 71.81818181818181, "validation_loss": 0.01658558498729359, "adversarial_validation_accuracy": 80.0, "adversarial_validation_loss": 0.0030724330923774025, "average_validation_accuracy": 75.9090909090909}, {"training_loss": 0.009571138196266614, "training_accuracy": 97.89663461538461, "adversarial_training_loss": 0.010242647777956266, "adversarial_training_accuracy": 95.1923076923077, "validation_accuracy": 72.0, "validation_loss": 0.020795107754794033, "adversarial_validation_accuracy": 81.63636363636364, "adversarial_validation_loss": 0.002951222387227145, "average_validation_accuracy": 76.81818181818181}, {"training_loss": 0.009544052613469271, "training_accuracy": 97.95673076923077, "adversarial_training_loss": 0.010087579058913084, "adversarial_training_accuracy": 95.55288461538461, "validation_accuracy": 71.45454545454545, "validation_loss": 0.019531463276256215, "adversarial_validation_accuracy": 81.27272727272727, "adversarial_validation_loss": 0.002839209816672585, "average_validation_accuracy": 76.36363636363636}, {"training_loss": 0.009513676453095216, "training_accuracy": 97.65625, "adversarial_training_loss": 0.01028937280464631, "adversarial_training_accuracy": 95.07211538461539, "validation_accuracy": 72.54545454545455, "validation_loss": 0.019473696621981534, "adversarial_validation_accuracy": 82.0, "adversarial_validation_loss": 0.0030768034133044158, "average_validation_accuracy": 77.27272727272728}, {"training_loss": 0.009402773486307034, "training_accuracy": 97.95673076923077, "adversarial_training_loss": 0.010249683203605505, "adversarial_training_accuracy": 94.29086538461539, "validation_accuracy": 72.36363636363636, "validation_loss": 0.015616264126517556, "adversarial_validation_accuracy": 82.54545454545455, "adversarial_validation_loss": 0.003027857487851923, "average_validation_accuracy": 77.45454545454545}, {"training_loss": 0.009295872269341579, "training_accuracy": 98.13701923076923, "adversarial_training_loss": 0.009880110836372925, "adversarial_training_accuracy": 95.61298076923077, "validation_accuracy": 73.45454545454545, "validation_loss": 0.015354823632673783, "adversarial_validation_accuracy": 80.9090909090909, "adversarial_validation_loss": 0.0031939341805197977, "average_validation_accuracy": 77.18181818181819}, {"training_loss": 0.009186127581275426, "training_accuracy": 98.37740384615384, "adversarial_training_loss": 0.009746304928110195, "adversarial_training_accuracy": 96.51442307692308, "validation_accuracy": 75.0909090909091, "validation_loss": 0.01628333048387007, "adversarial_validation_accuracy": 82.36363636363636, "adversarial_validation_loss": 0.002727556445381858, "average_validation_accuracy": 78.72727272727272}, {"training_loss": 0.009230400937107893, "training_accuracy": 98.13701923076923, "adversarial_training_loss": 0.009816550506422153, "adversarial_training_accuracy": 96.27403846153847, "validation_accuracy": 76.18181818181819, "validation_loss": 0.012214447151530873, "adversarial_validation_accuracy": 83.81818181818181, "adversarial_validation_loss": 0.0027661731026389384, "average_validation_accuracy": 80.0}, {"training_loss": 0.009206646551879553, "training_accuracy": 98.19711538461539, "adversarial_training_loss": 0.009787032667260904, "adversarial_training_accuracy": 96.27403846153847, "validation_accuracy": 75.63636363636364, "validation_loss": 0.012641085603020408, "adversarial_validation_accuracy": 80.9090909090909, "adversarial_validation_loss": 0.0029591548984700985, "average_validation_accuracy": 78.27272727272728}, {"training_loss": 0.00930475414945529, "training_accuracy": 98.01682692307692, "adversarial_training_loss": 0.00982930102887062, "adversarial_training_accuracy": 96.03365384615384, "validation_accuracy": 75.81818181818181, "validation_loss": 0.012580345327203923, "adversarial_validation_accuracy": 84.0, "adversarial_validation_loss": 0.002405413335019892, "average_validation_accuracy": 79.9090909090909}, {"training_loss": 0.009259974583983421, "training_accuracy": 98.01682692307692, "adversarial_training_loss": 0.009796921521998368, "adversarial_training_accuracy": 95.37259615384616, "validation_accuracy": 75.27272727272727, "validation_loss": 0.012444210702722723, "adversarial_validation_accuracy": 82.72727272727273, "adversarial_validation_loss": 0.002651761986992576, "average_validation_accuracy": 79.0}, {"training_loss": 0.009123035849860081, "training_accuracy": 98.19711538461539, "adversarial_training_loss": 0.0096813145881662, "adversarial_training_accuracy": 96.03365384615384, "validation_accuracy": 73.81818181818181, "validation_loss": 0.013551774458451704, "adversarial_validation_accuracy": 82.9090909090909, "adversarial_validation_loss": 0.0029260765422474255, "average_validation_accuracy": 78.36363636363636}, {"training_loss": 0.00894838091559135, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.009391748203107944, "adversarial_training_accuracy": 96.7548076923077, "validation_accuracy": 73.63636363636364, "validation_loss": 0.014642157121138139, "adversarial_validation_accuracy": 80.9090909090909, "adversarial_validation_loss": 0.0028430296074260365, "average_validation_accuracy": 77.27272727272728}, {"training_loss": 0.009036887437105179, "training_accuracy": 98.37740384615384, "adversarial_training_loss": 0.00967390749316949, "adversarial_training_accuracy": 95.85336538461539, "validation_accuracy": 75.0909090909091, "validation_loss": 0.013839957063848322, "adversarial_validation_accuracy": 84.18181818181819, "adversarial_validation_loss": 0.002446264380758459, "average_validation_accuracy": 79.63636363636364}, {"training_loss": 0.009009808373565856, "training_accuracy": 98.25721153846153, "adversarial_training_loss": 0.009560533297749666, "adversarial_training_accuracy": 96.45432692307692, "validation_accuracy": 75.63636363636364, "validation_loss": 0.013547896905378862, "adversarial_validation_accuracy": 83.81818181818181, "adversarial_validation_loss": 0.002472509741783142, "average_validation_accuracy": 79.72727272727272}, {"training_loss": 0.00891248143922824, "training_accuracy": 98.49759615384616, "adversarial_training_loss": 0.009490119221691903, "adversarial_training_accuracy": 96.69471153846153, "validation_accuracy": 72.9090909090909, "validation_loss": 0.0140801757032221, "adversarial_validation_accuracy": 82.18181818181819, "adversarial_validation_loss": 0.002896336858922785, "average_validation_accuracy": 77.54545454545455}, {"training_loss": 0.008884932415989729, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.00943912873761012, "adversarial_training_accuracy": 96.69471153846153, "validation_accuracy": 74.72727272727273, "validation_loss": 0.014400847391648725, "adversarial_validation_accuracy": 82.9090909090909, "adversarial_validation_loss": 0.0030199764533476395, "average_validation_accuracy": 78.81818181818181}], "0.003": [{"training_loss": 0.008885019960311743, "training_accuracy": 98.73798076923077, "adversarial_training_loss": 0.010015305346594406, "adversarial_training_accuracy": 94.53125, "validation_accuracy": 72.72727272727273, "validation_loss": 0.01747145024212924, "adversarial_validation_accuracy": 81.81818181818181, "adversarial_validation_loss": 0.002791220329024575, "average_validation_accuracy": 77.27272727272728}, {"training_loss": 0.008919864606398802, "training_accuracy": 98.49759615384616, "adversarial_training_loss": 0.010277879496033374, "adversarial_training_accuracy": 93.8701923076923, "validation_accuracy": 74.54545454545455, "validation_loss": 0.014134715470400724, "adversarial_validation_accuracy": 84.54545454545455, "adversarial_validation_loss": 0.0025577839396216653, "average_validation_accuracy": 79.54545454545455}, {"training_loss": 0.008973081381275104, "training_accuracy": 98.25721153846153, "adversarial_training_loss": 0.010141209054451723, "adversarial_training_accuracy": 94.11057692307692, "validation_accuracy": 75.45454545454545, "validation_loss": 0.014101023457267067, "adversarial_validation_accuracy": 84.0, "adversarial_validation_loss": 0.0026022666692733765, "average_validation_accuracy": 79.72727272727272}, {"training_loss": 0.008952430091225184, "training_accuracy": 98.37740384615384, "adversarial_training_loss": 0.010127184840922173, "adversarial_training_accuracy": 94.53125, "validation_accuracy": 73.81818181818181, "validation_loss": 0.016137635924599388, "adversarial_validation_accuracy": 82.72727272727273, "adversarial_validation_loss": 0.002377374822443182, "average_validation_accuracy": 78.27272727272728}, {"training_loss": 0.008878206332715658, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.00982835186788669, "adversarial_training_accuracy": 95.1923076923077, "validation_accuracy": 75.45454545454545, "validation_loss": 0.01567225001075051, "adversarial_validation_accuracy": 82.9090909090909, "adversarial_validation_loss": 0.003201369589025324, "average_validation_accuracy": 79.18181818181819}, {"training_loss": 0.008940292235750418, "training_accuracy": 98.3173076923077, "adversarial_training_loss": 0.010058397283920875, "adversarial_training_accuracy": 95.1923076923077, "validation_accuracy": 74.54545454545455, "validation_loss": 0.015009199705990878, "adversarial_validation_accuracy": 83.45454545454545, "adversarial_validation_loss": 0.002452371689406308, "average_validation_accuracy": 79.0}, {"training_loss": 0.00886813486711337, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.009803355026703615, "adversarial_training_accuracy": 95.73317307692308, "validation_accuracy": 74.36363636363636, "validation_loss": 0.015903975530104204, "adversarial_validation_accuracy": 82.36363636363636, "adversarial_validation_loss": 0.0028420655835758556, "average_validation_accuracy": 78.36363636363636}, {"training_loss": 0.008888905653013634, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.010048231611458154, "adversarial_training_accuracy": 94.59134615384616, "validation_accuracy": 73.27272727272727, "validation_loss": 0.014410126859491522, "adversarial_validation_accuracy": 83.63636363636364, "adversarial_validation_loss": 0.0027206727049567483, "average_validation_accuracy": 78.45454545454545}, {"training_loss": 0.008812540425704075, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.009860168855923872, "adversarial_training_accuracy": 95.55288461538461, "validation_accuracy": 74.36363636363636, "validation_loss": 0.015266639969565652, "adversarial_validation_accuracy": 83.45454545454545, "adversarial_validation_loss": 0.0026735386523333462, "average_validation_accuracy": 78.9090909090909}, {"training_loss": 0.008855115550641831, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.009890614220729241, "adversarial_training_accuracy": 95.4326923076923, "validation_accuracy": 74.18181818181819, "validation_loss": 0.017489520853216, "adversarial_validation_accuracy": 81.81818181818181, "adversarial_validation_loss": 0.0027465980703180485, "average_validation_accuracy": 78.0}, {"training_loss": 0.008811427065386223, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.009686202813799564, "adversarial_training_accuracy": 95.85336538461539, "validation_accuracy": 74.36363636363636, "validation_loss": 0.014293054233897816, "adversarial_validation_accuracy": 83.45454545454545, "adversarial_validation_loss": 0.002554128440943631, "average_validation_accuracy": 78.9090909090909}, {"training_loss": 0.008942852441508036, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.009856252501217218, "adversarial_training_accuracy": 95.37259615384616, "validation_accuracy": 74.18181818181819, "validation_loss": 0.014823796098882501, "adversarial_validation_accuracy": 83.45454545454545, "adversarial_validation_loss": 0.0024543271281502466, "average_validation_accuracy": 78.81818181818181}], "0.0048": [{"training_loss": 0.009261404737257041, "training_accuracy": 96.57451923076923, "adversarial_training_loss": 0.01212471050138657, "adversarial_training_accuracy": 86.23798076923077, "validation_accuracy": 59.81818181818182, "validation_loss": 0.04679254098372026, "adversarial_validation_accuracy": 75.63636363636364, "adversarial_validation_loss": 0.004492221637205644, "average_validation_accuracy": 67.72727272727273}, {"training_loss": 0.009541824746590395, "training_accuracy": 95.49278846153847, "adversarial_training_loss": 0.012732446050414672, "adversarial_training_accuracy": 82.75240384615384, "validation_accuracy": 65.81818181818181, "validation_loss": 0.02679889678955078, "adversarial_validation_accuracy": 78.0, "adversarial_validation_loss": 0.003949037248438055, "average_validation_accuracy": 71.9090909090909}, {"training_loss": 0.009539298211725859, "training_accuracy": 94.53125, "adversarial_training_loss": 0.012343315909115167, "adversarial_training_accuracy": 83.29326923076923, "validation_accuracy": 72.54545454545455, "validation_loss": 0.015723026232285935, "adversarial_validation_accuracy": 74.36363636363636, "adversarial_validation_loss": 0.005063800269907171, "average_validation_accuracy": 73.45454545454545}, {"training_loss": 0.00907460729090067, "training_accuracy": 96.09375, "adversarial_training_loss": 0.011654667914486848, "adversarial_training_accuracy": 85.09615384615384, "validation_accuracy": 69.27272727272727, "validation_loss": 0.016238486766815184, "adversarial_validation_accuracy": 75.63636363636364, "adversarial_validation_loss": 0.004657727696678856, "average_validation_accuracy": 72.45454545454545}, {"training_loss": 0.009284394076810433, "training_accuracy": 94.47115384615384, "adversarial_training_loss": 0.012153236123804863, "adversarial_training_accuracy": 83.77403846153847, "validation_accuracy": 72.36363636363636, "validation_loss": 0.013911499326879328, "adversarial_validation_accuracy": 76.0, "adversarial_validation_loss": 0.004566838145256043, "average_validation_accuracy": 74.18181818181819}, {"training_loss": 0.008896418632223057, "training_accuracy": 95.67307692307692, "adversarial_training_loss": 0.011205741992363563, "adversarial_training_accuracy": 86.17788461538461, "validation_accuracy": 72.0, "validation_loss": 0.012044616612521085, "adversarial_validation_accuracy": 73.81818181818181, "adversarial_validation_loss": 0.005001447580077431, "average_validation_accuracy": 72.9090909090909}, {"training_loss": 0.008723952520925265, "training_accuracy": 95.79326923076923, "adversarial_training_loss": 0.011036611878528045, "adversarial_training_accuracy": 86.65865384615384, "validation_accuracy": 75.81818181818181, "validation_loss": 0.0073265575278889045, "adversarial_validation_accuracy": 73.63636363636364, "adversarial_validation_loss": 0.004750010208650068, "average_validation_accuracy": 74.72727272727272}, {"training_loss": 0.008576623522318326, "training_accuracy": 95.79326923076923, "adversarial_training_loss": 0.010913414164231373, "adversarial_training_accuracy": 85.87740384615384, "validation_accuracy": 79.63636363636364, "validation_loss": 0.003568424636667425, "adversarial_validation_accuracy": 73.63636363636364, "adversarial_validation_loss": 0.005203595053065907, "average_validation_accuracy": 76.63636363636364}, {"training_loss": 0.008379565408596626, "training_accuracy": 96.33413461538461, "adversarial_training_loss": 0.01043017702893569, "adversarial_training_accuracy": 87.31971153846153, "validation_accuracy": 79.45454545454545, "validation_loss": 0.003556733077222651, "adversarial_validation_accuracy": 73.81818181818181, "adversarial_validation_loss": 0.004855215441096913, "average_validation_accuracy": 76.63636363636363}, {"training_loss": 0.008201700957635274, "training_accuracy": 95.91346153846153, "adversarial_training_loss": 0.010223626732253112, "adversarial_training_accuracy": 87.98076923076923, "validation_accuracy": 80.54545454545455, "validation_loss": 0.0035624899105592208, "adversarial_validation_accuracy": 76.18181818181819, "adversarial_validation_loss": 0.004815892956473611, "average_validation_accuracy": 78.36363636363637}, {"training_loss": 0.008059885961791644, "training_accuracy": 96.69471153846153, "adversarial_training_loss": 0.009950868068979336, "adversarial_training_accuracy": 88.52163461538461, "validation_accuracy": 83.0909090909091, "validation_loss": 0.0029813648624853655, "adversarial_validation_accuracy": 75.63636363636364, "adversarial_validation_loss": 0.0042016606981104074, "average_validation_accuracy": 79.36363636363637}, {"training_loss": 0.00761611179377024, "training_accuracy": 97.95673076923077, "adversarial_training_loss": 0.00890932884067297, "adversarial_training_accuracy": 92.90865384615384, "validation_accuracy": 83.63636363636364, "validation_loss": 0.0023870288783853703, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.003760297027501193, "average_validation_accuracy": 81.36363636363637}, {"training_loss": 0.00770929899926369, "training_accuracy": 96.93509615384616, "adversarial_training_loss": 0.00894329840174088, "adversarial_training_accuracy": 92.1875, "validation_accuracy": 82.36363636363636, "validation_loss": 0.0032486848397688434, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.004201865304600109, "average_validation_accuracy": 80.45454545454545}, {"training_loss": 0.0075125564964344865, "training_accuracy": 97.95673076923077, "adversarial_training_loss": 0.008789423566598158, "adversarial_training_accuracy": 92.36778846153847, "validation_accuracy": 84.9090909090909, "validation_loss": 0.0021831979670307853, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.003420280163938349, "average_validation_accuracy": 81.72727272727272}, {"training_loss": 0.007432485464960337, "training_accuracy": 97.95673076923077, "adversarial_training_loss": 0.008675109236859359, "adversarial_training_accuracy": 93.0889423076923, "validation_accuracy": 83.45454545454545, "validation_loss": 0.002931280569596724, "adversarial_validation_accuracy": 76.54545454545455, "adversarial_validation_loss": 0.004252408634532582, "average_validation_accuracy": 80.0}, {"training_loss": 0.007308761338488414, "training_accuracy": 98.25721153846153, "adversarial_training_loss": 0.008493689461969413, "adversarial_training_accuracy": 93.38942307692308, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0025931505723433062, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.0035243038155815818, "average_validation_accuracy": 82.45454545454545}, {"training_loss": 0.007275476514433439, "training_accuracy": 98.13701923076923, "adversarial_training_loss": 0.00834322813898325, "adversarial_training_accuracy": 93.81009615384616, "validation_accuracy": 84.36363636363636, "validation_loss": 0.0024434511228041216, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.0035831954804333775, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.0071977535262703896, "training_accuracy": 97.83653846153847, "adversarial_training_loss": 0.008382765683703698, "adversarial_training_accuracy": 93.02884615384616, "validation_accuracy": 83.81818181818181, "validation_loss": 0.0026819847930561413, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.003750818425958807, "average_validation_accuracy": 81.54545454545453}, {"training_loss": 0.0072796409591459315, "training_accuracy": 97.71634615384616, "adversarial_training_loss": 0.008419204180916915, "adversarial_training_accuracy": 92.48798076923077, "validation_accuracy": 84.9090909090909, "validation_loss": 0.002556414766745134, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.003991414958780462, "average_validation_accuracy": 81.63636363636363}, {"training_loss": 0.007083726366265462, "training_accuracy": 98.19711538461539, "adversarial_training_loss": 0.008153651482783832, "adversarial_training_accuracy": 93.38942307692308, "validation_accuracy": 86.0, "validation_loss": 0.0020365644585002554, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.0035877596248279917, "average_validation_accuracy": 82.36363636363637}, {"training_loss": 0.007027945731981442, "training_accuracy": 98.25721153846153, "adversarial_training_loss": 0.007986641596429624, "adversarial_training_accuracy": 94.4110576923077, "validation_accuracy": 83.63636363636364, "validation_loss": 0.002873115756294944, "adversarial_validation_accuracy": 77.81818181818181, "adversarial_validation_loss": 0.003906801288778131, "average_validation_accuracy": 80.72727272727272}, {"training_loss": 0.006966926873876498, "training_accuracy": 98.73798076923077, "adversarial_training_loss": 0.008167718572971912, "adversarial_training_accuracy": 94.05048076923077, "validation_accuracy": 86.36363636363636, "validation_loss": 0.002187647927891124, "adversarial_validation_accuracy": 77.45454545454545, "adversarial_validation_loss": 0.004037549549883062, "average_validation_accuracy": 81.9090909090909}, {"training_loss": 0.0068208658351348, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.007852296559856487, "adversarial_training_accuracy": 94.17067307692308, "validation_accuracy": 83.27272727272727, "validation_loss": 0.0025322289358485827, "adversarial_validation_accuracy": 76.36363636363636, "adversarial_validation_loss": 0.00419388397173448, "average_validation_accuracy": 79.81818181818181}, {"training_loss": 0.006871313608896274, "training_accuracy": 98.67788461538461, "adversarial_training_loss": 0.0077595767708351976, "adversarial_training_accuracy": 94.53125, "validation_accuracy": 85.63636363636364, "validation_loss": 0.0020864132046699525, "adversarial_validation_accuracy": 78.0, "adversarial_validation_loss": 0.004156803488731384, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.006945375245637619, "training_accuracy": 98.25721153846153, "adversarial_training_loss": 0.007845320953772618, "adversarial_training_accuracy": 94.6514423076923, "validation_accuracy": 84.36363636363636, "validation_loss": 0.0026182904026725074, "adversarial_validation_accuracy": 79.81818181818181, "adversarial_validation_loss": 0.003640866604718295, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.00677570363936516, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007785832975059748, "adversarial_training_accuracy": 95.37259615384616, "validation_accuracy": 87.27272727272727, "validation_loss": 0.0016461560942909934, "adversarial_validation_accuracy": 80.18181818181819, "adversarial_validation_loss": 0.0035821996493773027, "average_validation_accuracy": 83.72727272727272}, {"training_loss": 0.0068047517695679115, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.007655645183359201, "adversarial_training_accuracy": 95.37259615384616, "validation_accuracy": 84.72727272727273, "validation_loss": 0.0024846651879223912, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.0037013368714939464, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.006793394792251862, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.007733236747578933, "adversarial_training_accuracy": 95.1923076923077, "validation_accuracy": 84.9090909090909, "validation_loss": 0.0024296134168451484, "adversarial_validation_accuracy": 78.9090909090909, "adversarial_validation_loss": 0.0035874598134647715, "average_validation_accuracy": 81.9090909090909}, {"training_loss": 0.006679771933704615, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007354092820046039, "adversarial_training_accuracy": 96.39423076923077, "validation_accuracy": 85.81818181818181, "validation_loss": 0.002324788516218012, "adversarial_validation_accuracy": 79.81818181818181, "adversarial_validation_loss": 0.0034833711927587338, "average_validation_accuracy": 82.81818181818181}, {"training_loss": 0.006747453688428952, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007541591695581491, "adversarial_training_accuracy": 95.13221153846153, "validation_accuracy": 85.0909090909091, "validation_loss": 0.002490573146126487, "adversarial_validation_accuracy": 78.9090909090909, "adversarial_validation_loss": 0.0037331554022702303, "average_validation_accuracy": 82.0}, {"training_loss": 0.006722929959113781, "training_accuracy": 98.67788461538461, "adversarial_training_loss": 0.007623541562889631, "adversarial_training_accuracy": 95.25240384615384, "validation_accuracy": 86.72727272727273, "validation_loss": 0.0016660116477446123, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.0035346726937727493, "average_validation_accuracy": 83.0909090909091}, {"training_loss": 0.006777268906052296, "training_accuracy": 98.49759615384616, "adversarial_training_loss": 0.007508565850842457, "adversarial_training_accuracy": 95.67307692307692, "validation_accuracy": 83.81818181818181, "validation_loss": 0.0027329124374823135, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.00360945847901431, "average_validation_accuracy": 81.0909090909091}, {"training_loss": 0.006694857675868731, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.0076327361882879185, "adversarial_training_accuracy": 95.25240384615384, "validation_accuracy": 84.36363636363636, "validation_loss": 0.0024503873965956947, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.0033864080905914307, "average_validation_accuracy": 81.72727272727272}, {"training_loss": 0.006717049839118352, "training_accuracy": 98.67788461538461, "adversarial_training_loss": 0.007588594005658076, "adversarial_training_accuracy": 95.55288461538461, "validation_accuracy": 86.72727272727273, "validation_loss": 0.0014354573596607554, "adversarial_validation_accuracy": 80.0, "adversarial_validation_loss": 0.0035258908705277877, "average_validation_accuracy": 83.36363636363637}, {"training_loss": 0.006763463374227285, "training_accuracy": 98.37740384615384, "adversarial_training_loss": 0.007597444973026331, "adversarial_training_accuracy": 95.01201923076923, "validation_accuracy": 84.0, "validation_loss": 0.002383979856967926, "adversarial_validation_accuracy": 80.0, "adversarial_validation_loss": 0.0034011830524964767, "average_validation_accuracy": 82.0}], "0.0064": [{"training_loss": 0.006667354824737861, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007696046995428892, "adversarial_training_accuracy": 95.1923076923077, "validation_accuracy": 85.81818181818181, "validation_loss": 0.0021856746890328146, "adversarial_validation_accuracy": 80.54545454545455, "adversarial_validation_loss": 0.0034892191128297286, "average_validation_accuracy": 83.18181818181819}, {"training_loss": 0.006668291842708221, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.007686935293559845, "adversarial_training_accuracy": 94.6514423076923, "validation_accuracy": 84.72727272727273, "validation_loss": 0.002352419007908214, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.003866660865870389, "average_validation_accuracy": 81.72727272727273}, {"training_loss": 0.006658725906163454, "training_accuracy": 98.67788461538461, "adversarial_training_loss": 0.007787861753828251, "adversarial_training_accuracy": 94.11057692307692, "validation_accuracy": 84.9090909090909, "validation_loss": 0.002504837675528093, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.003770382675257596, "average_validation_accuracy": 81.72727272727272}, {"training_loss": 0.006561462624141803, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.007540823246997137, "adversarial_training_accuracy": 94.95192307692308, "validation_accuracy": 85.45454545454545, "validation_loss": 0.002262235256758603, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.003689048561182889, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.0066484172398654316, "training_accuracy": 98.61778846153847, "adversarial_training_loss": 0.007675008848309517, "adversarial_training_accuracy": 94.59134615384616, "validation_accuracy": 86.36363636363636, "validation_loss": 0.0018530112504959106, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.0037134098464792426, "average_validation_accuracy": 82.72727272727272}, {"training_loss": 0.006613904072974737, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.00748659333644005, "adversarial_training_accuracy": 95.85336538461539, "validation_accuracy": 84.36363636363636, "validation_loss": 0.002675067403099754, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.0037567014043981377, "average_validation_accuracy": 81.36363636363636}, {"training_loss": 0.006609857619668429, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.007582765036764054, "adversarial_training_accuracy": 95.61298076923077, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0024745328317989004, "adversarial_validation_accuracy": 80.72727272727273, "adversarial_validation_loss": 0.003488078225742687, "average_validation_accuracy": 83.0909090909091}, {"training_loss": 0.006586443668661209, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.007508979178965092, "adversarial_training_accuracy": 95.37259615384616, "validation_accuracy": 86.54545454545455, "validation_loss": 0.0019945014064962213, "adversarial_validation_accuracy": 80.0, "adversarial_validation_loss": 0.003578271486542442, "average_validation_accuracy": 83.27272727272728}, {"training_loss": 0.006508881047081489, "training_accuracy": 99.45913461538461, "adversarial_training_loss": 0.007373771701867764, "adversarial_training_accuracy": 96.15384615384616, "validation_accuracy": 84.54545454545455, "validation_loss": 0.0025284106081182307, "adversarial_validation_accuracy": 77.81818181818181, "adversarial_validation_loss": 0.0039035185900601474, "average_validation_accuracy": 81.18181818181819}, {"training_loss": 0.006687751254783227, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.007590550642747145, "adversarial_training_accuracy": 95.4326923076923, "validation_accuracy": 84.72727272727273, "validation_loss": 0.002606037909334356, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.00354569288817319, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.0066077436965245465, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007583070653848923, "adversarial_training_accuracy": 95.01201923076923, "validation_accuracy": 86.18181818181819, "validation_loss": 0.0021013911203904586, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.0038205170089548285, "average_validation_accuracy": 82.45454545454547}, {"training_loss": 0.006627054777569496, "training_accuracy": 98.5576923076923, "adversarial_training_loss": 0.007668510974886326, "adversarial_training_accuracy": 94.47115384615384, "validation_accuracy": 86.0, "validation_loss": 0.0021784491430629385, "adversarial_validation_accuracy": 80.0, "adversarial_validation_loss": 0.003224052678455006, "average_validation_accuracy": 83.0}, {"training_loss": 0.006657053573200336, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.0076362211257219315, "adversarial_training_accuracy": 94.89182692307692, "validation_accuracy": 85.63636363636364, "validation_loss": 0.002380283149805936, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.0036434498700228606, "average_validation_accuracy": 82.0}, {"training_loss": 0.006622027498311722, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007592008198396518, "adversarial_training_accuracy": 95.1923076923077, "validation_accuracy": 86.36363636363636, "validation_loss": 0.0017734553868120368, "adversarial_validation_accuracy": 79.81818181818181, "adversarial_validation_loss": 0.0036138138987801293, "average_validation_accuracy": 83.0909090909091}, {"training_loss": 0.00659926593876802, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.0075940684272119635, "adversarial_training_accuracy": 95.13221153846153, "validation_accuracy": 86.0, "validation_loss": 0.002013174430890517, "adversarial_validation_accuracy": 80.9090909090909, "adversarial_validation_loss": 0.0031940394098108464, "average_validation_accuracy": 83.45454545454545}, {"training_loss": 0.006616434476409967, "training_accuracy": 98.73798076923077, "adversarial_training_loss": 0.007734084466042427, "adversarial_training_accuracy": 93.99038461538461, "validation_accuracy": 85.81818181818181, "validation_loss": 0.002129746296189048, "adversarial_validation_accuracy": 80.54545454545455, "adversarial_validation_loss": 0.00351778122511777, "average_validation_accuracy": 83.18181818181819}, {"training_loss": 0.006592447188897775, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.007386973951585018, "adversarial_training_accuracy": 95.91346153846153, "validation_accuracy": 84.54545454545455, "validation_loss": 0.0021804356575012207, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.0038231321898373693, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.0065782018220768524, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007423577113793447, "adversarial_training_accuracy": 95.79326923076923, "validation_accuracy": 84.54545454545455, "validation_loss": 0.0024872679872946306, "adversarial_validation_accuracy": 80.9090909090909, "adversarial_validation_loss": 0.003386135480620644, "average_validation_accuracy": 82.72727272727272}, {"training_loss": 0.006611625054994455, "training_accuracy": 98.73798076923077, "adversarial_training_loss": 0.007668574627202291, "adversarial_training_accuracy": 94.47115384615384, "validation_accuracy": 85.81818181818181, "validation_loss": 0.002207962220365351, "adversarial_validation_accuracy": 80.18181818181819, "adversarial_validation_loss": 0.0037203702601519496, "average_validation_accuracy": 83.0}, {"training_loss": 0.006586811755998776, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.007681409971645245, "adversarial_training_accuracy": 94.6514423076923, "validation_accuracy": 86.72727272727273, "validation_loss": 0.0020735307173295457, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.0036869108135049993, "average_validation_accuracy": 83.18181818181819}, {"training_loss": 0.006589939746146019, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.007480477842573936, "adversarial_training_accuracy": 95.4326923076923, "validation_accuracy": 85.0909090909091, "validation_loss": 0.002617343013936823, "adversarial_validation_accuracy": 80.18181818181819, "adversarial_validation_loss": 0.003485257625579834, "average_validation_accuracy": 82.63636363636364}, {"training_loss": 0.0065330210714959185, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.0073857949330256535, "adversarial_training_accuracy": 95.67307692307692, "validation_accuracy": 85.45454545454545, "validation_loss": 0.002116482664238323, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.0035202871669422495, "average_validation_accuracy": 82.54545454545455}, {"training_loss": 0.0065849904114237195, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.007667612570982713, "adversarial_training_accuracy": 94.71153846153847, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0021646844257007945, "adversarial_validation_accuracy": 78.18181818181819, "adversarial_validation_loss": 0.0038693398237228394, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.006553128397522064, "training_accuracy": 99.21875, "adversarial_training_loss": 0.007441424191571199, "adversarial_training_accuracy": 95.73317307692308, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0023819810152053834, "adversarial_validation_accuracy": 79.81818181818181, "adversarial_validation_loss": 0.0034459838542071257, "average_validation_accuracy": 82.63636363636363}], "0.0079": [{"training_loss": 0.006587681073981982, "training_accuracy": 99.15865384615384, "adversarial_training_loss": 0.007588268866619239, "adversarial_training_accuracy": 94.71153846153847, "validation_accuracy": 85.45454545454545, "validation_loss": 0.002123983773318204, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.0038699325106360694, "average_validation_accuracy": 82.36363636363636}, {"training_loss": 0.00648655857031162, "training_accuracy": 99.45913461538461, "adversarial_training_loss": 0.007566288256874451, "adversarial_training_accuracy": 95.55288461538461, "validation_accuracy": 83.63636363636364, "validation_loss": 0.0027418493682687933, "adversarial_validation_accuracy": 77.27272727272727, "adversarial_validation_loss": 0.0040258728915994815, "average_validation_accuracy": 80.45454545454545}, {"training_loss": 0.006541384419856163, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.007678597270009609, "adversarial_training_accuracy": 95.07211538461539, "validation_accuracy": 86.0, "validation_loss": 0.0022557793151248584, "adversarial_validation_accuracy": 76.72727272727273, "adversarial_validation_loss": 0.0035765049132433805, "average_validation_accuracy": 81.36363636363637}, {"training_loss": 0.006573195784137799, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.007601643805033886, "adversarial_training_accuracy": 94.83173076923077, "validation_accuracy": 85.81818181818181, "validation_loss": 0.00206898339770057, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.0034858149290084837, "average_validation_accuracy": 82.63636363636363}, {"training_loss": 0.00649171111245568, "training_accuracy": 99.45913461538461, "adversarial_training_loss": 0.007485779288869638, "adversarial_training_accuracy": 94.95192307692308, "validation_accuracy": 84.9090909090909, "validation_loss": 0.0024898805130611767, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.0037479836290532894, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.006557121407240629, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.007717257222303977, "adversarial_training_accuracy": 94.35096153846153, "validation_accuracy": 85.63636363636364, "validation_loss": 0.0023085677623748777, "adversarial_validation_accuracy": 78.9090909090909, "adversarial_validation_loss": 0.0038588214462453667, "average_validation_accuracy": 82.27272727272728}, {"training_loss": 0.006635420490056276, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.007813514102823459, "adversarial_training_accuracy": 94.17067307692308, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0026243887706236405, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.0034796011989766903, "average_validation_accuracy": 82.36363636363636}, {"training_loss": 0.006604771702908552, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.007651716470718384, "adversarial_training_accuracy": 94.83173076923077, "validation_accuracy": 86.0, "validation_loss": 0.0021063161438161677, "adversarial_validation_accuracy": 77.27272727272727, "adversarial_validation_loss": 0.004195201830430464, "average_validation_accuracy": 81.63636363636363}, {"training_loss": 0.006632155488030269, "training_accuracy": 98.67788461538461, "adversarial_training_loss": 0.007809171775499215, "adversarial_training_accuracy": 94.6514423076923, "validation_accuracy": 83.27272727272727, "validation_loss": 0.0026226388053460555, "adversarial_validation_accuracy": 77.63636363636364, "adversarial_validation_loss": 0.00428558046167547, "average_validation_accuracy": 80.45454545454545}, {"training_loss": 0.006534354331401678, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.007624929555906699, "adversarial_training_accuracy": 94.83173076923077, "validation_accuracy": 84.36363636363636, "validation_loss": 0.0026920448379083115, "adversarial_validation_accuracy": 76.72727272727273, "adversarial_validation_loss": 0.004086505824869329, "average_validation_accuracy": 80.54545454545455}, {"training_loss": 0.00661300839139865, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.007664172337032282, "adversarial_training_accuracy": 95.25240384615384, "validation_accuracy": 84.54545454545455, "validation_loss": 0.0024727360768751665, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.003653336384079673, "average_validation_accuracy": 81.9090909090909}, {"training_loss": 0.006586476408231717, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.007683217704582673, "adversarial_training_accuracy": 94.6514423076923, "validation_accuracy": 86.18181818181819, "validation_loss": 0.0022061398896304043, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.003633420955051075, "average_validation_accuracy": 82.9090909090909}, {"training_loss": 0.0065110577986790584, "training_accuracy": 99.3389423076923, "adversarial_training_loss": 0.007663126282680493, "adversarial_training_accuracy": 94.47115384615384, "validation_accuracy": 83.27272727272727, "validation_loss": 0.002838269201191989, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.003355260220440951, "average_validation_accuracy": 81.45454545454545}, {"training_loss": 0.006556783337146044, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.007578659157913465, "adversarial_training_accuracy": 95.61298076923077, "validation_accuracy": 86.54545454545455, "validation_loss": 0.0020235365629196166, "adversarial_validation_accuracy": 77.63636363636364, "adversarial_validation_loss": 0.0037508806315335362, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.00658597696859103, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.007662455622966473, "adversarial_training_accuracy": 95.1923076923077, "validation_accuracy": 86.18181818181819, "validation_loss": 0.0017474609071558172, "adversarial_validation_accuracy": 78.18181818181819, "adversarial_validation_loss": 0.0038128886981443925, "average_validation_accuracy": 82.18181818181819}, {"training_loss": 0.006535399705171585, "training_accuracy": 99.27884615384616, "adversarial_training_loss": 0.007576315771215237, "adversarial_training_accuracy": 94.83173076923077, "validation_accuracy": 85.81818181818181, "validation_loss": 0.0021332894672047007, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.003761943958022378, "average_validation_accuracy": 82.63636363636363}, {"training_loss": 0.006517635873303964, "training_accuracy": 99.3389423076923, "adversarial_training_loss": 0.007594522267866593, "adversarial_training_accuracy": 95.37259615384616, "validation_accuracy": 83.27272727272727, "validation_loss": 0.0028617539460008795, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.003571061437780207, "average_validation_accuracy": 81.45454545454545}, {"training_loss": 0.006637670493756349, "training_accuracy": 98.61778846153847, "adversarial_training_loss": 0.007735912723896595, "adversarial_training_accuracy": 94.53125, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0024796298417178067, "adversarial_validation_accuracy": 76.72727272727273, "adversarial_validation_loss": 0.0040576509995894, "average_validation_accuracy": 81.0909090909091}, {"training_loss": 0.006626501643600373, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.007688518792677384, "adversarial_training_accuracy": 95.07211538461539, "validation_accuracy": 86.72727272727273, "validation_loss": 0.0020362859693440526, "adversarial_validation_accuracy": 77.45454545454545, "adversarial_validation_loss": 0.003818533962423151, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.006544761216411224, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.007518702903046058, "adversarial_training_accuracy": 95.85336538461539, "validation_accuracy": 85.27272727272727, "validation_loss": 0.002042678621682254, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.004015061638571999, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.006519696603600795, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.007500440777780918, "adversarial_training_accuracy": 95.25240384615384, "validation_accuracy": 84.54545454545455, "validation_loss": 0.0025324602018703115, "adversarial_validation_accuracy": 80.54545454545455, "adversarial_validation_loss": 0.003325152180411599, "average_validation_accuracy": 82.54545454545455}], "0.0092": [{"training_loss": 0.006606421970690672, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.008057755883783102, "adversarial_training_accuracy": 93.6298076923077, "validation_accuracy": 86.0, "validation_loss": 0.0021782121062278747, "adversarial_validation_accuracy": 80.18181818181819, "adversarial_validation_loss": 0.003313198577273976, "average_validation_accuracy": 83.0909090909091}, {"training_loss": 0.006551563524856017, "training_accuracy": 99.21875, "adversarial_training_loss": 0.007839679932938172, "adversarial_training_accuracy": 94.35096153846153, "validation_accuracy": 85.81818181818181, "validation_loss": 0.0021933895620432765, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.0034778543493964456, "average_validation_accuracy": 82.72727272727272}, {"training_loss": 0.006640192909309497, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.008045765678756513, "adversarial_training_accuracy": 93.38942307692308, "validation_accuracy": 83.81818181818181, "validation_loss": 0.0024842435663396663, "adversarial_validation_accuracy": 77.45454545454545, "adversarial_validation_loss": 0.003999809731136669, "average_validation_accuracy": 80.63636363636363}, {"training_loss": 0.006560276083361644, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.007794896964556896, "adversarial_training_accuracy": 94.6514423076923, "validation_accuracy": 86.9090909090909, "validation_loss": 0.0017465226758610118, "adversarial_validation_accuracy": 76.36363636363636, "adversarial_validation_loss": 0.004494208639318293, "average_validation_accuracy": 81.63636363636363}, {"training_loss": 0.006583979711509668, "training_accuracy": 98.73798076923077, "adversarial_training_loss": 0.007949183336817302, "adversarial_training_accuracy": 94.11057692307692, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0022260632027279246, "adversarial_validation_accuracy": 77.63636363636364, "adversarial_validation_loss": 0.004300403107296337, "average_validation_accuracy": 81.54545454545455}, {"training_loss": 0.006559221575466486, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.007919590167987805, "adversarial_training_accuracy": 94.29086538461539, "validation_accuracy": 86.36363636363636, "validation_loss": 0.001979321133006703, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.0036646384542638605, "average_validation_accuracy": 82.54545454545455}, {"training_loss": 0.006614549909360134, "training_accuracy": 98.85817307692308, "adversarial_training_loss": 0.00802445959729644, "adversarial_training_accuracy": 93.44951923076923, "validation_accuracy": 84.36363636363636, "validation_loss": 0.0025910898772152986, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.0037022905999963933, "average_validation_accuracy": 81.36363636363636}, {"training_loss": 0.0065523046427048166, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.007913694645349797, "adversarial_training_accuracy": 94.11057692307692, "validation_accuracy": 86.18181818181819, "validation_loss": 0.0020448672771453858, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.004079810651865873, "average_validation_accuracy": 82.27272727272728}, {"training_loss": 0.006570743719259134, "training_accuracy": 98.73798076923077, "adversarial_training_loss": 0.007764061805433952, "adversarial_training_accuracy": 93.75, "validation_accuracy": 84.9090909090909, "validation_loss": 0.0022608699310909617, "adversarial_validation_accuracy": 80.9090909090909, "adversarial_validation_loss": 0.0032086503505706788, "average_validation_accuracy": 82.9090909090909}, {"training_loss": 0.0065578237677422855, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.007821597517109834, "adversarial_training_accuracy": 94.53125, "validation_accuracy": 84.18181818181819, "validation_loss": 0.002280350002375516, "adversarial_validation_accuracy": 78.36363636363636, "adversarial_validation_loss": 0.003981909318403764, "average_validation_accuracy": 81.27272727272728}], "0.0104": [{"training_loss": 0.0065870093754850905, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.008231019207204763, "adversarial_training_accuracy": 93.0889423076923, "validation_accuracy": 84.9090909090909, "validation_loss": 0.0024161253734068435, "adversarial_validation_accuracy": 78.9090909090909, "adversarial_validation_loss": 0.003958058248866688, "average_validation_accuracy": 81.9090909090909}, {"training_loss": 0.00659944056175076, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.008099936020488922, "adversarial_training_accuracy": 93.56971153846153, "validation_accuracy": 84.72727272727273, "validation_loss": 0.0019201014258644798, "adversarial_validation_accuracy": 81.27272727272727, "adversarial_validation_loss": 0.003137888637456027, "average_validation_accuracy": 83.0}, {"training_loss": 0.006640571348655682, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.008029941899272112, "adversarial_training_accuracy": 93.44951923076923, "validation_accuracy": 86.9090909090909, "validation_loss": 0.0017189232327721336, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.0036566893079064107, "average_validation_accuracy": 82.81818181818181}, {"training_loss": 0.006621814440362728, "training_accuracy": 98.4375, "adversarial_training_loss": 0.008124730549752712, "adversarial_training_accuracy": 93.02884615384616, "validation_accuracy": 86.18181818181819, "validation_loss": 0.001840318576856093, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.0037682223320007324, "average_validation_accuracy": 82.9090909090909}, {"training_loss": 0.006680818883558879, "training_accuracy": 98.61778846153847, "adversarial_training_loss": 0.008074483476006068, "adversarial_training_accuracy": 93.6298076923077, "validation_accuracy": 86.9090909090909, "validation_loss": 0.0018922752683812921, "adversarial_validation_accuracy": 80.72727272727273, "adversarial_validation_loss": 0.0034663541208614004, "average_validation_accuracy": 83.81818181818181}, {"training_loss": 0.006570255491309441, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.008179351615791138, "adversarial_training_accuracy": 93.0889423076923, "validation_accuracy": 85.63636363636364, "validation_loss": 0.0025268274545669554, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.004111712574958801, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.006564253403876836, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.008059933924904237, "adversarial_training_accuracy": 93.44951923076923, "validation_accuracy": 86.0, "validation_loss": 0.002082996747710488, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.0038345867395401002, "average_validation_accuracy": 82.27272727272728}, {"training_loss": 0.0066450680247866194, "training_accuracy": 98.61778846153847, "adversarial_training_loss": 0.008119037768875178, "adversarial_training_accuracy": 92.90865384615384, "validation_accuracy": 85.27272727272727, "validation_loss": 0.002256769212809476, "adversarial_validation_accuracy": 79.63636363636364, "adversarial_validation_loss": 0.0035802545872601595, "average_validation_accuracy": 82.45454545454545}, {"training_loss": 0.006635270224740872, "training_accuracy": 98.91826923076923, "adversarial_training_loss": 0.008127808964882906, "adversarial_training_accuracy": 92.8485576923077, "validation_accuracy": 84.54545454545455, "validation_loss": 0.002723972580649636, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.00364304011518305, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.006647240191411514, "training_accuracy": 98.73798076923077, "adversarial_training_loss": 0.008136978516211877, "adversarial_training_accuracy": 92.12740384615384, "validation_accuracy": 86.54545454545455, "validation_loss": 0.0018227566372264515, "adversarial_validation_accuracy": 77.45454545454545, "adversarial_validation_loss": 0.0038314179398796777, "average_validation_accuracy": 82.0}, {"training_loss": 0.006619268347724126, "training_accuracy": 98.67788461538461, "adversarial_training_loss": 0.008178867471332733, "adversarial_training_accuracy": 93.50961538461539, "validation_accuracy": 84.9090909090909, "validation_loss": 0.0024943112243305554, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.004089633280580694, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.006498749367892742, "training_accuracy": 99.15865384615384, "adversarial_training_loss": 0.007872529900991, "adversarial_training_accuracy": 93.99038461538461, "validation_accuracy": 84.72727272727273, "validation_loss": 0.002378814382986589, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.0036264451525428077, "average_validation_accuracy": 81.9090909090909}, {"training_loss": 0.006570326988227093, "training_accuracy": 99.15865384615384, "adversarial_training_loss": 0.008105409546540333, "adversarial_training_accuracy": 93.26923076923077, "validation_accuracy": 85.81818181818181, "validation_loss": 0.0018072570724920792, "adversarial_validation_accuracy": 78.18181818181819, "adversarial_validation_loss": 0.0035536217147653752, "average_validation_accuracy": 82.0}, {"training_loss": 0.006605507841763588, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.00806540591069139, "adversarial_training_accuracy": 93.50961538461539, "validation_accuracy": 83.63636363636364, "validation_loss": 0.002733512737534263, "adversarial_validation_accuracy": 80.0, "adversarial_validation_loss": 0.003913334608078003, "average_validation_accuracy": 81.81818181818181}], "0.0114": [{"training_loss": 0.00657462257032211, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.00818601411838944, "adversarial_training_accuracy": 93.14903846153847, "validation_accuracy": 86.54545454545455, "validation_loss": 0.00209454975344918, "adversarial_validation_accuracy": 77.45454545454545, "adversarial_validation_loss": 0.004118047085675326, "average_validation_accuracy": 82.0}, {"training_loss": 0.006528763745266657, "training_accuracy": 99.15865384615384, "adversarial_training_loss": 0.008292820841933671, "adversarial_training_accuracy": 92.60817307692308, "validation_accuracy": 84.72727272727273, "validation_loss": 0.002438594698905945, "adversarial_validation_accuracy": 79.0909090909091, "adversarial_validation_loss": 0.003822033567862077, "average_validation_accuracy": 81.9090909090909}, {"training_loss": 0.006613912562338205, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.008387995668901848, "adversarial_training_accuracy": 92.1875, "validation_accuracy": 87.27272727272727, "validation_loss": 0.001627019616690549, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.0039384679360823195, "average_validation_accuracy": 83.27272727272727}, {"training_loss": 0.00656029273970769, "training_accuracy": 98.67788461538461, "adversarial_training_loss": 0.00809733157690901, "adversarial_training_accuracy": 93.32932692307692, "validation_accuracy": 85.63636363636364, "validation_loss": 0.0023020106012170967, "adversarial_validation_accuracy": 79.27272727272727, "adversarial_validation_loss": 0.003648905103856867, "average_validation_accuracy": 82.45454545454545}, {"training_loss": 0.006552562117576599, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.008216014203543846, "adversarial_training_accuracy": 92.78846153846153, "validation_accuracy": 86.0, "validation_loss": 0.0019042498550631783, "adversarial_validation_accuracy": 78.9090909090909, "adversarial_validation_loss": 0.0039477987722917034, "average_validation_accuracy": 82.45454545454545}, {"training_loss": 0.006676822470930906, "training_accuracy": 98.4375, "adversarial_training_loss": 0.008431868591847328, "adversarial_training_accuracy": 92.72836538461539, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0025616206364198163, "adversarial_validation_accuracy": 78.18181818181819, "adversarial_validation_loss": 0.004139635346152566, "average_validation_accuracy": 81.81818181818181}, {"training_loss": 0.00652511425029773, "training_accuracy": 99.15865384615384, "adversarial_training_loss": 0.00828365247266797, "adversarial_training_accuracy": 92.3076923076923, "validation_accuracy": 86.36363636363636, "validation_loss": 0.0018159335309808904, "adversarial_validation_accuracy": 77.63636363636364, "adversarial_validation_loss": 0.003986288146539168, "average_validation_accuracy": 82.0}, {"training_loss": 0.006533272134569975, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.00822864261527474, "adversarial_training_accuracy": 92.90865384615384, "validation_accuracy": 85.63636363636364, "validation_loss": 0.002345751876180822, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.003563556400212375, "average_validation_accuracy": 82.0909090909091}, {"training_loss": 0.0066440853720101025, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.008148960016954403, "adversarial_training_accuracy": 93.32932692307692, "validation_accuracy": 84.54545454545455, "validation_loss": 0.002534085376696153, "adversarial_validation_accuracy": 77.81818181818181, "adversarial_validation_loss": 0.004054223840886897, "average_validation_accuracy": 81.18181818181819}, {"training_loss": 0.006592123697583492, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.008354062751795236, "adversarial_training_accuracy": 92.8485576923077, "validation_accuracy": 84.18181818181819, "validation_loss": 0.002995705929669467, "adversarial_validation_accuracy": 78.0, "adversarial_validation_loss": 0.0037865089286457407, "average_validation_accuracy": 81.0909090909091}, {"training_loss": 0.006551488481748562, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.008281065974957667, "adversarial_training_accuracy": 92.90865384615384, "validation_accuracy": 85.63636363636364, "validation_loss": 0.0021433013406666843, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.0037118799578059803, "average_validation_accuracy": 82.54545454545455}, {"training_loss": 0.006579902990219684, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.008068318586223401, "adversarial_training_accuracy": 93.68990384615384, "validation_accuracy": 87.27272727272727, "validation_loss": 0.0014866561103950848, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.004064470258626071, "average_validation_accuracy": 83.0}], "0.0124": [{"training_loss": 0.006515855327821695, "training_accuracy": 99.27884615384616, "adversarial_training_loss": 0.008116931976893773, "adversarial_training_accuracy": 93.38942307692308, "validation_accuracy": 85.27272727272727, "validation_loss": 0.002393742014061321, "adversarial_validation_accuracy": 80.18181818181819, "adversarial_validation_loss": 0.0037450825626199895, "average_validation_accuracy": 82.72727272727272}, {"training_loss": 0.0065212073879173165, "training_accuracy": 99.27884615384616, "adversarial_training_loss": 0.008177348520033635, "adversarial_training_accuracy": 93.20913461538461, "validation_accuracy": 85.45454545454545, "validation_loss": 0.0018736196918921037, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.003721267960288308, "average_validation_accuracy": 82.0}, {"training_loss": 0.006570064820922338, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.008364094134706717, "adversarial_training_accuracy": 92.8485576923077, "validation_accuracy": 83.63636363636364, "validation_loss": 0.002577146373011849, "adversarial_validation_accuracy": 79.45454545454545, "adversarial_validation_loss": 0.003575237881053578, "average_validation_accuracy": 81.54545454545455}, {"training_loss": 0.006517520353484612, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.008076959074689792, "adversarial_training_accuracy": 93.81009615384616, "validation_accuracy": 84.36363636363636, "validation_loss": 0.0025040012056177312, "adversarial_validation_accuracy": 80.18181818181819, "adversarial_validation_loss": 0.003557702898979187, "average_validation_accuracy": 82.27272727272728}, {"training_loss": 0.006581533592767441, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.008427784419976748, "adversarial_training_accuracy": 92.42788461538461, "validation_accuracy": 84.0, "validation_loss": 0.0023215051672675394, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.004047710732980208, "average_validation_accuracy": 81.27272727272728}, {"training_loss": 0.0066218518007260104, "training_accuracy": 98.79807692307692, "adversarial_training_loss": 0.008611859252246527, "adversarial_training_accuracy": 91.64663461538461, "validation_accuracy": 83.63636363636364, "validation_loss": 0.0025306377627632836, "adversarial_validation_accuracy": 78.72727272727273, "adversarial_validation_loss": 0.00398586094379425, "average_validation_accuracy": 81.18181818181819}, {"training_loss": 0.006648991543513078, "training_accuracy": 98.61778846153847, "adversarial_training_loss": 0.008462514799947921, "adversarial_training_accuracy": 92.36778846153847, "validation_accuracy": 86.0, "validation_loss": 0.002115143429149281, "adversarial_validation_accuracy": 78.54545454545455, "adversarial_validation_loss": 0.003945944851095026, "average_validation_accuracy": 82.27272727272728}, {"training_loss": 0.0065230300220159385, "training_accuracy": 99.0985576923077, "adversarial_training_loss": 0.008297301470660247, "adversarial_training_accuracy": 93.50961538461539, "validation_accuracy": 83.45454545454545, "validation_loss": 0.002640046694061973, "adversarial_validation_accuracy": 77.45454545454545, "adversarial_validation_loss": 0.004122171727093784, "average_validation_accuracy": 80.45454545454545}, {"training_loss": 0.0065422393023394625, "training_accuracy": 98.97836538461539, "adversarial_training_loss": 0.008597970868532475, "adversarial_training_accuracy": 92.12740384615384, "validation_accuracy": 85.27272727272727, "validation_loss": 0.0023748163201592187, "adversarial_validation_accuracy": 74.36363636363636, "adversarial_validation_loss": 0.004602340893311934, "average_validation_accuracy": 79.81818181818181}, {"training_loss": 0.0065464240928682, "training_accuracy": 99.03846153846153, "adversarial_training_loss": 0.008316842516740927, "adversarial_training_accuracy": 93.50961538461539, "validation_accuracy": 82.9090909090909, "validation_loss": 0.0030849443782459606, "adversarial_validation_accuracy": 77.27272727272727, "adversarial_validation_loss": 0.00418946845964952, "average_validation_accuracy": 80.0909090909091}], "0.0134": [], "0.0144": [], "0.0154": [], "0.0164": [], "0.0174": [], "0.0184": [], "0.0194": [], "0.0204": [], "0.0214": [], "0.0224": [], "0.0234": [], "0.0244": []} |