Epoch 1/200
118/118 [==============================] - 131s 1s/step - loss: 2.2600 - acc: 0.1299 - val_loss: 2.0471 - val_acc: 0.2544
Epoch 00001: val_acc improved from -inf to 0.25440, saving model to model.h5
Epoch 2/200
118/118 [==============================] - 121s 1s/step - loss: 2.0428 - acc: 0.2507 - val_loss: 1.9311 - val_acc: 0.3032
Epoch 00002: val_acc improved from 0.25440 to 0.30320, saving model to model.h5
Epoch 3/200
118/118 [==============================] - 121s 1s/step - loss: 2.0038 - acc: 0.2773 - val_loss: 1.8915 - val_acc: 0.3464
Epoch 00003: val_acc improved from 0.30320 to 0.34640, saving model to model.h5
Epoch 4/200
118/118 [==============================] - 122s 1s/step - loss: 1.9019 - acc: 0.3380 - val_loss: 1.8800 - val_acc: 0.3272
Epoch 00004: val_acc did not improve from 0.34640
Epoch 5/200
118/118 [==============================] - 121s 1s/step - loss: 1.9052 - acc: 0.3163 - val_loss: 1.9009 - val_acc: 0.3072
Epoch 00005: val_acc did not improve from 0.34640
Epoch 6/200
118/118 [==============================] - 121s 1s/step - loss: 1.8495 - acc: 0.3259 - val_loss: 1.7393 - val_acc: 0.3784
Epoch 00006: val_acc improved from 0.34640 to 0.37840, saving model to model.h5
Epoch 7/200
118/118 [==============================] - 121s 1s/step - loss: 1.7922 - acc: 0.3584 - val_loss: 1.7411 - val_acc: 0.3680
Epoch 00007: val_acc did not improve from 0.37840
Epoch 8/200
118/118 [==============================] - 121s 1s/step - loss: 1.7814 - acc: 0.3760 - val_loss: 1.7368 - val_acc: 0.3800
Epoch 00008: val_acc improved from 0.37840 to 0.38000, saving model to model.h5
Epoch 9/200
118/118 [==============================] - 121s 1s/step - loss: 1.7603 - acc: 0.3721 - val_loss: 1.7615 - val_acc: 0.3744
Epoch 00009: val_acc did not improve from 0.38000
Epoch 10/200
118/118 [==============================] - 121s 1s/step - loss: 1.7719 - acc: 0.3673 - val_loss: 1.6902 - val_acc: 0.4032
Epoch 00010: val_acc improved from 0.38000 to 0.40320, saving model to model.h5
Epoch 11/200
118/118 [==============================] - 121s 1s/step - loss: 1.7415 - acc: 0.3767 - val_loss: 1.6793 - val_acc: 0.4080
Epoch 00011: val_acc improved from 0.40320 to 0.40800, saving model to model.h5
Epoch 12/200
118/118 [==============================] - 121s 1s/step - loss: 1.7262 - acc: 0.3884 - val_loss: 1.7402 - val_acc: 0.3896
Epoch 00012: val_acc did not improve from 0.40800
Epoch 13/200
118/118 [==============================] - 121s 1s/step - loss: 1.6893 - acc: 0.4093 - val_loss: 1.7070 - val_acc: 0.3816
Epoch 00013: val_acc did not improve from 0.40800
Epoch 14/200
118/118 [==============================] - 121s 1s/step - loss: 1.6982 - acc: 0.3935 - val_loss: 1.6887 - val_acc: 0.4064
Epoch 00014: val_acc did not improve from 0.40800
Epoch 15/200
118/118 [==============================] - 121s 1s/step - loss: 1.6656 - acc: 0.4093 - val_loss: 1.6677 - val_acc: 0.4136
Epoch 00015: val_acc improved from 0.40800 to 0.41360, saving model to model.h5
Epoch 16/200
118/118 [==============================] - 121s 1s/step - loss: 1.6530 - acc: 0.4176 - val_loss: 1.6016 - val_acc: 0.4416
Epoch 00016: val_acc improved from 0.41360 to 0.44160, saving model to model.h5
Epoch 17/200
118/118 [==============================] - 121s 1s/step - loss: 1.5976 - acc: 0.4289 - val_loss: 1.6127 - val_acc: 0.4288
Epoch 00017: val_acc did not improve from 0.44160
Epoch 18/200
118/118 [==============================] - 121s 1s/step - loss: 1.5992 - acc: 0.4291 - val_loss: 1.5800 - val_acc: 0.4472
Epoch 00018: val_acc improved from 0.44160 to 0.44720, saving model to model.h5
Epoch 19/200
118/118 [==============================] - 122s 1s/step - loss: 1.5629 - acc: 0.4421 - val_loss: 1.5869 - val_acc: 0.4384
Epoch 00019: val_acc did not improve from 0.44720
Epoch 20/200
118/118 [==============================] - 121s 1s/step - loss: 1.5995 - acc: 0.4296 - val_loss: 1.5790 - val_acc: 0.4400
Epoch 00020: val_acc did not improve from 0.44720
Epoch 21/200
118/118 [==============================] - 121s 1s/step - loss: 1.5661 - acc: 0.4427 - val_loss: 1.5700 - val_acc: 0.4552
Epoch 00021: val_acc improved from 0.44720 to 0.45520, saving model to model.h5
Epoch 22/200
118/118 [==============================] - 121s 1s/step - loss: 1.5663 - acc: 0.4499 - val_loss: 1.6704 - val_acc: 0.3968
Epoch 00022: val_acc did not improve from 0.45520
Epoch 23/200
118/118 [==============================] - 121s 1s/step - loss: 1.5798 - acc: 0.4404 - val_loss: 1.5481 - val_acc: 0.4520
Epoch 00023: val_acc did not improve from 0.45520
Epoch 24/200
118/118 [==============================] - 121s 1s/step - loss: 1.5268 - acc: 0.4600 - val_loss: 1.5488 - val_acc: 0.4400
Epoch 00024: val_acc did not improve from 0.45520
Epoch 25/200
118/118 [==============================] - 121s 1s/step - loss: 1.5042 - acc: 0.4736 - val_loss: 1.5032 - val_acc: 0.4664
Epoch 00025: val_acc improved from 0.45520 to 0.46640, saving model to model.h5
Epoch 26/200
118/118 [==============================] - 121s 1s/step - loss: 1.4855 - acc: 0.4713 - val_loss: 1.4860 - val_acc: 0.4920
Epoch 00026: val_acc improved from 0.46640 to 0.49200, saving model to model.h5
Epoch 27/200
118/118 [==============================] - 122s 1s/step - loss: 1.4826 - acc: 0.4775 - val_loss: 1.4708 - val_acc: 0.4944
Epoch 00027: val_acc improved from 0.49200 to 0.49440, saving model to model.h5
Epoch 28/200
118/118 [==============================] - 121s 1s/step - loss: 1.4457 - acc: 0.4879 - val_loss: 1.5959 - val_acc: 0.4384
Epoch 00028: val_acc did not improve from 0.49440
Epoch 29/200
118/118 [==============================] - 121s 1s/step - loss: 1.4889 - acc: 0.4664 - val_loss: 1.4656 - val_acc: 0.4944
Epoch 00029: val_acc did not improve from 0.49440
Epoch 30/200
118/118 [==============================] - 122s 1s/step - loss: 1.4311 - acc: 0.4854 - val_loss: 1.4582 - val_acc: 0.5008
Epoch 00030: val_acc improved from 0.49440 to 0.50080, saving model to model.h5
Epoch 31/200
118/118 [==============================] - 122s 1s/step - loss: 1.4217 - acc: 0.4989 - val_loss: 1.4780 - val_acc: 0.4832
Epoch 00031: val_acc did not improve from 0.50080
Epoch 32/200
118/118 [==============================] - 122s 1s/step - loss: 1.4350 - acc: 0.4864 - val_loss: 1.4544 - val_acc: 0.5112
Epoch 00032: val_acc improved from 0.50080 to 0.51120, saving model to model.h5
Epoch 33/200
118/118 [==============================] - 121s 1s/step - loss: 1.4398 - acc: 0.4886 - val_loss: 1.4340 - val_acc: 0.5040
Epoch 00033: val_acc did not improve from 0.51120
Epoch 34/200
118/118 [==============================] - 121s 1s/step - loss: 1.3799 - acc: 0.5127 - val_loss: 1.4398 - val_acc: 0.4976
Epoch 00034: val_acc did not improve from 0.51120
Epoch 35/200
118/118 [==============================] - 121s 1s/step - loss: 1.4016 - acc: 0.5009 - val_loss: 1.4199 - val_acc: 0.5008
Epoch 00035: val_acc did not improve from 0.51120
Epoch 36/200
118/118 [==============================] - 122s 1s/step - loss: 1.3494 - acc: 0.5336 - val_loss: 1.4065 - val_acc: 0.5104
Epoch 00036: val_acc did not improve from 0.51120
Epoch 37/200
118/118 [==============================] - 121s 1s/step - loss: 1.3435 - acc: 0.5183 - val_loss: 1.4090 - val_acc: 0.5072
Epoch 00037: val_acc did not improve from 0.51120
Epoch 38/200
118/118 [==============================] - 121s 1s/step - loss: 1.3280 - acc: 0.5431 - val_loss: 1.4194 - val_acc: 0.5088
Epoch 00038: val_acc did not improve from 0.51120
Epoch 39/200
118/118 [==============================] - 122s 1s/step - loss: 1.3233 - acc: 0.5472 - val_loss: 1.3936 - val_acc: 0.5272
Epoch 00039: val_acc improved from 0.51120 to 0.52720, saving model to model.h5
Epoch 40/200
118/118 [==============================] - 122s 1s/step - loss: 1.2881 - acc: 0.5358 - val_loss: 1.4183 - val_acc: 0.5192
Epoch 00040: val_acc did not improve from 0.52720
Epoch 41/200
118/118 [==============================] - 121s 1s/step - loss: 1.3092 - acc: 0.5404 - val_loss: 1.3780 - val_acc: 0.5304
Epoch 00041: val_acc improved from 0.52720 to 0.53040, saving model to model.h5
Epoch 42/200
118/118 [==============================] - 121s 1s/step - loss: 1.2880 - acc: 0.5371 - val_loss: 1.4234 - val_acc: 0.5040
Epoch 00042: val_acc did not improve from 0.53040
Epoch 43/200
118/118 [==============================] - 121s 1s/step - loss: 1.2921 - acc: 0.5280 - val_loss: 1.4514 - val_acc: 0.4984
Epoch 00043: val_acc did not improve from 0.53040
Epoch 44/200
118/118 [==============================] - 122s 1s/step - loss: 1.2536 - acc: 0.5626 - val_loss: 1.4135 - val_acc: 0.5240
Epoch 00044: val_acc did not improve from 0.53040
Epoch 45/200
118/118 [==============================] - 122s 1s/step - loss: 1.2540 - acc: 0.5596 - val_loss: 1.3874 - val_acc: 0.5176
Epoch 00045: val_acc did not improve from 0.53040
Epoch 46/200
118/118 [==============================] - 121s 1s/step - loss: 1.2749 - acc: 0.5426 - val_loss: 1.3592 - val_acc: 0.5376
Epoch 00046: val_acc improved from 0.53040 to 0.53760, saving model to model.h5
Epoch 47/200
118/118 [==============================] - 121s 1s/step - loss: 1.2685 - acc: 0.5724 - val_loss: 1.3543 - val_acc: 0.5432
Epoch 00047: val_acc improved from 0.53760 to 0.54320, saving model to model.h5
Epoch 48/200
118/118 [==============================] - 122s 1s/step - loss: 1.2294 - acc: 0.5762 - val_loss: 1.3525 - val_acc: 0.5304
Epoch 00048: val_acc did not improve from 0.54320
Epoch 49/200
118/118 [==============================] - 122s 1s/step - loss: 1.2489 - acc: 0.5520 - val_loss: 1.3401 - val_acc: 0.5432
Epoch 00049: val_acc did not improve from 0.54320
Epoch 50/200
118/118 [==============================] - 122s 1s/step - loss: 1.2144 - acc: 0.5718 - val_loss: 1.3475 - val_acc: 0.5352
Epoch 00050: val_acc did not improve from 0.54320
Epoch 51/200
118/118 [==============================] - 122s 1s/step - loss: 1.2133 - acc: 0.5658 - val_loss: 1.3508 - val_acc: 0.5456
Epoch 00051: val_acc improved from 0.54320 to 0.54560, saving model to model.h5
Epoch 52/200
118/118 [==============================] - 122s 1s/step - loss: 1.2018 - acc: 0.5790 - val_loss: 1.3766 - val_acc: 0.5432
Epoch 00052: val_acc did not improve from 0.54560
Epoch 53/200
118/118 [==============================] - 121s 1s/step - loss: 1.1773 - acc: 0.5871 - val_loss: 1.3335 - val_acc: 0.5440
Epoch 00053: val_acc did not improve from 0.54560
Epoch 54/200
118/118 [==============================] - 121s 1s/step - loss: 1.1965 - acc: 0.5716 - val_loss: 1.3323 - val_acc: 0.5440
Epoch 00054: val_acc did not improve from 0.54560
Epoch 55/200
118/118 [==============================] - 121s 1s/step - loss: 1.1749 - acc: 0.5880 - val_loss: 1.3123 - val_acc: 0.5544
Epoch 00055: val_acc improved from 0.54560 to 0.55440, saving model to model.h5
Epoch 56/200
118/118 [==============================] - 121s 1s/step - loss: 1.1036 - acc: 0.6092 - val_loss: 1.2729 - val_acc: 0.5576
Epoch 00056: val_acc improved from 0.55440 to 0.55760, saving model to model.h5
Epoch 57/200
118/118 [==============================] - 121s 1s/step - loss: 1.1539 - acc: 0.5867 - val_loss: 1.2789 - val_acc: 0.5648
Epoch 00057: val_acc improved from 0.55760 to 0.56480, saving model to model.h5
Epoch 58/200
118/118 [==============================] - 122s 1s/step - loss: 1.0917 - acc: 0.6145 - val_loss: 1.3390 - val_acc: 0.5448
Epoch 00058: val_acc did not improve from 0.56480
Epoch 59/200
118/118 [==============================] - 121s 1s/step - loss: 1.1649 - acc: 0.5857 - val_loss: 1.2695 - val_acc: 0.5744
Epoch 00059: val_acc improved from 0.56480 to 0.57440, saving model to model.h5
Epoch 60/200
118/118 [==============================] - 122s 1s/step - loss: 1.0962 - acc: 0.6169 - val_loss: 1.2990 - val_acc: 0.5528
Epoch 00060: val_acc did not improve from 0.57440
Epoch 61/200
118/118 [==============================] - 121s 1s/step - loss: 1.1430 - acc: 0.6015 - val_loss: 1.2954 - val_acc: 0.5704
Epoch 00061: val_acc did not improve from 0.57440
Epoch 62/200
118/118 [==============================] - 121s 1s/step - loss: 1.0644 - acc: 0.6162 - val_loss: 1.2986 - val_acc: 0.5552
Epoch 00062: val_acc did not improve from 0.57440
Epoch 63/200
118/118 [==============================] - 122s 1s/step - loss: 1.1064 - acc: 0.6122 - val_loss: 1.3002 - val_acc: 0.5576
Epoch 00063: val_acc did not improve from 0.57440
Epoch 64/200
118/118 [==============================] - 122s 1s/step - loss: 1.0770 - acc: 0.6193 - val_loss: 1.2944 - val_acc: 0.5496
Epoch 00064: val_acc did not improve from 0.57440
Epoch 65/200
118/118 [==============================] - 122s 1s/step - loss: 1.0436 - acc: 0.6256 - val_loss: 1.2837 - val_acc: 0.5664
Epoch 00065: val_acc did not improve from 0.57440
Epoch 66/200
118/118 [==============================] - 121s 1s/step - loss: 1.1039 - acc: 0.6078 - val_loss: 1.3366 - val_acc: 0.5504
Epoch 00066: val_acc did not improve from 0.57440
Epoch 67/200
118/118 [==============================] - 122s 1s/step - loss: 1.0693 - acc: 0.6258 - val_loss: 1.2931 - val_acc: 0.5592
Epoch 00067: val_acc did not improve from 0.57440
Epoch 68/200
118/118 [==============================] - 121s 1s/step - loss: 1.0611 - acc: 0.6252 - val_loss: 1.3683 - val_acc: 0.5504
Epoch 00068: val_acc did not improve from 0.57440
Epoch 69/200
118/118 [==============================] - 121s 1s/step - loss: 1.0497 - acc: 0.6228 - val_loss: 1.2577 - val_acc: 0.5728
Epoch 00069: val_acc did not improve from 0.57440
Epoch 70/200
118/118 [==============================] - 121s 1s/step - loss: 1.0499 - acc: 0.6283 - val_loss: 1.2519 - val_acc: 0.5800
Epoch 00070: val_acc improved from 0.57440 to 0.58000, saving model to model.h5
Epoch 71/200
118/118 [==============================] - 122s 1s/step - loss: 1.0020 - acc: 0.6486 - val_loss: 1.2735 - val_acc: 0.5648
Epoch 00071: val_acc did not improve from 0.58000
Epoch 72/200
118/118 [==============================] - 121s 1s/step - loss: 1.0301 - acc: 0.6338 - val_loss: 1.2608 - val_acc: 0.5720
Epoch 00072: val_acc did not improve from 0.58000
Epoch 73/200
118/118 [==============================] - 122s 1s/step - loss: 0.9868 - acc: 0.6521 - val_loss: 1.3217 - val_acc: 0.5616
Epoch 00073: val_acc did not improve from 0.58000
Epoch 74/200
118/118 [==============================] - 121s 1s/step - loss: 1.0005 - acc: 0.6433 - val_loss: 1.2717 - val_acc: 0.5744
Epoch 00074: val_acc did not improve from 0.58000
Epoch 75/200
118/118 [==============================] - 122s 1s/step - loss: 0.9429 - acc: 0.6646 - val_loss: 1.2583 - val_acc: 0.5848
Epoch 00075: val_acc improved from 0.58000 to 0.58480, saving model to model.h5
Epoch 76/200
118/118 [==============================] - 122s 1s/step - loss: 0.9557 - acc: 0.6676 - val_loss: 1.5282 - val_acc: 0.5280
Epoch 00076: val_acc did not improve from 0.58480
Epoch 77/200
118/118 [==============================] - 121s 1s/step - loss: 1.0069 - acc: 0.6483 - val_loss: 1.2545 - val_acc: 0.5816
Epoch 00077: val_acc did not improve from 0.58480
Epoch 78/200
118/118 [==============================] - 122s 1s/step - loss: 0.9305 - acc: 0.6761 - val_loss: 1.2779 - val_acc: 0.5760
Epoch 00078: val_acc did not improve from 0.58480
Epoch 79/200
118/118 [==============================] - 121s 1s/step - loss: 0.9779 - acc: 0.6531 - val_loss: 1.2640 - val_acc: 0.5864
Epoch 00079: val_acc improved from 0.58480 to 0.58640, saving model to model.h5
Epoch 80/200
118/118 [==============================] - 121s 1s/step - loss: 0.9664 - acc: 0.6682 - val_loss: 1.2522 - val_acc: 0.5784
Epoch 00080: val_acc did not improve from 0.58640
Epoch 81/200
118/118 [==============================] - 122s 1s/step - loss: 0.9324 - acc: 0.6668 - val_loss: 1.4677 - val_acc: 0.5208
Epoch 00081: val_acc did not improve from 0.58640
Epoch 82/200
118/118 [==============================] - 122s 1s/step - loss: 0.9261 - acc: 0.6793 - val_loss: 1.3866 - val_acc: 0.5536
Epoch 00082: val_acc did not improve from 0.58640
Epoch 83/200
118/118 [==============================] - 121s 1s/step - loss: 0.9458 - acc: 0.6660 - val_loss: 1.2527 - val_acc: 0.5832
Epoch 00083: val_acc did not improve from 0.58640
Epoch 84/200
118/118 [==============================] - 122s 1s/step - loss: 0.8664 - acc: 0.6965 - val_loss: 1.3069 - val_acc: 0.5648
Epoch 00084: val_acc did not improve from 0.58640
Epoch 85/200
118/118 [==============================] - 122s 1s/step - loss: 0.9142 - acc: 0.6696 - val_loss: 1.3019 - val_acc: 0.5736
Epoch 00085: val_acc did not improve from 0.58640
Epoch 86/200
118/118 [==============================] - 122s 1s/step - loss: 0.8885 - acc: 0.6884 - val_loss: 1.3894 - val_acc: 0.5552
Epoch 00086: val_acc did not improve from 0.58640
Epoch 87/200
118/118 [==============================] - 122s 1s/step - loss: 0.8961 - acc: 0.6822 - val_loss: 1.4193 - val_acc: 0.5664
Epoch 00087: val_acc did not improve from 0.58640
Epoch 88/200
118/118 [==============================] - 121s 1s/step - loss: 0.8446 - acc: 0.7051 - val_loss: 1.3606 - val_acc: 0.5744
Epoch 00088: val_acc did not improve from 0.58640
Epoch 89/200
118/118 [==============================] - 121s 1s/step - loss: 0.8924 - acc: 0.6965 - val_loss: 1.2737 - val_acc: 0.5784
Epoch 00089: val_acc did not improve from 0.58640
Epoch 90/200
118/118 [==============================] - 121s 1s/step - loss: 0.8444 - acc: 0.7071 - val_loss: 1.2545 - val_acc: 0.5928
Epoch 00090: val_acc improved from 0.58640 to 0.59280, saving model to model.h5
Epoch 91/200
118/118 [==============================] - 122s 1s/step - loss: 0.8794 - acc: 0.6877 - val_loss: 1.2491 - val_acc: 0.5976
Epoch 00091: val_acc improved from 0.59280 to 0.59760, saving model to model.h5
Epoch 92/200
118/118 [==============================] - 121s 1s/step - loss: 0.8522 - acc: 0.6998 - val_loss: 1.2857 - val_acc: 0.5712
Epoch 00092: val_acc did not improve from 0.59760
Epoch 93/200
118/118 [==============================] - 121s 1s/step - loss: 0.8372 - acc: 0.7060 - val_loss: 1.2439 - val_acc: 0.5936
Epoch 00093: val_acc did not improve from 0.59760
Epoch 94/200
118/118 [==============================] - 121s 1s/step - loss: 0.7879 - acc: 0.7238 - val_loss: 1.3029 - val_acc: 0.5760
Epoch 00094: val_acc did not improve from 0.59760
Epoch 95/200
118/118 [==============================] - 121s 1s/step - loss: 0.8362 - acc: 0.7021 - val_loss: 1.3069 - val_acc: 0.5576
Epoch 00095: val_acc did not improve from 0.59760
Epoch 96/200
118/118 [==============================] - 121s 1s/step - loss: 0.8256 - acc: 0.7104 - val_loss: 1.2869 - val_acc: 0.5840
Epoch 00096: val_acc did not improve from 0.59760
Epoch 97/200
118/118 [==============================] - 121s 1s/step - loss: 0.8114 - acc: 0.7093 - val_loss: 1.3042 - val_acc: 0.5848
Epoch 00097: val_acc did not improve from 0.59760
Epoch 98/200
118/118 [==============================] - 121s 1s/step - loss: 0.7970 - acc: 0.7246 - val_loss: 1.3020 - val_acc: 0.5744
Epoch 00098: val_acc did not improve from 0.59760
Epoch 99/200
118/118 [==============================] - 121s 1s/step - loss: 0.7605 - acc: 0.7379 - val_loss: 1.3688 - val_acc: 0.5944
Epoch 00099: val_acc did not improve from 0.59760
Epoch 100/200
118/118 [==============================] - 122s 1s/step - loss: 0.7335 - acc: 0.7440 - val_loss: 1.3343 - val_acc: 0.5784
Epoch 00100: val_acc did not improve from 0.59760
Epoch 101/200
118/118 [==============================] - 121s 1s/step - loss: 0.7662 - acc: 0.7325 - val_loss: 1.3245 - val_acc: 0.5912
Epoch 00101: val_acc did not improve from 0.59760
Epoch 102/200
118/118 [==============================] - 121s 1s/step - loss: 0.7322 - acc: 0.7480 - val_loss: 1.2555 - val_acc: 0.6024
Epoch 00102: val_acc improved from 0.59760 to 0.60240, saving model to model.h5
Epoch 103/200
118/118 [==============================] - 122s 1s/step - loss: 0.7565 - acc: 0.7403 - val_loss: 1.2759 - val_acc: 0.5952
Epoch 00103: val_acc did not improve from 0.60240
Epoch 104/200
118/118 [==============================] - 121s 1s/step - loss: 0.7110 - acc: 0.7487 - val_loss: 1.3320 - val_acc: 0.5808
Epoch 00104: val_acc did not improve from 0.60240
Epoch 105/200
118/118 [==============================] - 122s 1s/step - loss: 0.7253 - acc: 0.7434 - val_loss: 1.3741 - val_acc: 0.5880
Epoch 00105: val_acc did not improve from 0.60240
Epoch 106/200
118/118 [==============================] - 122s 1s/step - loss: 0.6942 - acc: 0.7504 - val_loss: 1.2512 - val_acc: 0.6064
Epoch 00106: val_acc improved from 0.60240 to 0.60640, saving model to model.h5
Epoch 107/200
118/118 [==============================] - 121s 1s/step - loss: 0.6582 - acc: 0.7722 - val_loss: 1.2854 - val_acc: 0.5944
Epoch 00107: val_acc did not improve from 0.60640
Epoch 108/200
118/118 [==============================] - 121s 1s/step - loss: 0.6809 - acc: 0.7637 - val_loss: 1.2872 - val_acc: 0.6136
Epoch 00108: val_acc improved from 0.60640 to 0.61360, saving model to model.h5
Epoch 109/200
118/118 [==============================] - 121s 1s/step - loss: 0.6598 - acc: 0.7666 - val_loss: 1.3500 - val_acc: 0.5904
Epoch 00109: val_acc did not improve from 0.61360
Epoch 110/200
118/118 [==============================] - 122s 1s/step - loss: 0.6522 - acc: 0.7671 - val_loss: 1.4549 - val_acc: 0.5896
Epoch 00110: val_acc did not improve from 0.61360
Epoch 111/200
118/118 [==============================] - 121s 1s/step - loss: 0.6744 - acc: 0.7625 - val_loss: 1.3085 - val_acc: 0.6096
Epoch 00111: val_acc did not improve from 0.61360
Epoch 112/200
118/118 [==============================] - 122s 1s/step - loss: 0.6752 - acc: 0.7720 - val_loss: 1.3554 - val_acc: 0.5864
Epoch 00112: val_acc did not improve from 0.61360
Epoch 113/200
118/118 [==============================] - 121s 1s/step - loss: 0.6386 - acc: 0.7713 - val_loss: 1.3192 - val_acc: 0.5944
Epoch 00113: val_acc did not improve from 0.61360
Epoch 114/200
118/118 [==============================] - 122s 1s/step - loss: 0.6756 - acc: 0.7689 - val_loss: 1.3208 - val_acc: 0.5840
Epoch 00114: val_acc did not improve from 0.61360
Epoch 115/200
118/118 [==============================] - 121s 1s/step - loss: 0.6103 - acc: 0.7859 - val_loss: 1.3843 - val_acc: 0.5968
Epoch 00115: val_acc did not improve from 0.61360
Epoch 116/200
118/118 [==============================] - 122s 1s/step - loss: 0.6362 - acc: 0.7826 - val_loss: 1.3374 - val_acc: 0.6064
Epoch 00116: val_acc did not improve from 0.61360
Epoch 117/200
118/118 [==============================] - 122s 1s/step - loss: 0.6095 - acc: 0.7794 - val_loss: 1.3946 - val_acc: 0.6064
Epoch 00117: val_acc did not improve from 0.61360
Epoch 118/200
118/118 [==============================] - 121s 1s/step - loss: 0.6244 - acc: 0.7804 - val_loss: 1.3920 - val_acc: 0.5936
Epoch 00118: val_acc did not improve from 0.61360
Epoch 119/200
118/118 [==============================] - 122s 1s/step - loss: 0.5691 - acc: 0.7937 - val_loss: 1.4785 - val_acc: 0.5816
Epoch 00119: val_acc did not improve from 0.61360
Epoch 120/200
118/118 [==============================] - 121s 1s/step - loss: 0.5875 - acc: 0.7930 - val_loss: 1.3966 - val_acc: 0.5992
Epoch 00120: val_acc did not improve from 0.61360
Epoch 121/200
118/118 [==============================] - 121s 1s/step - loss: 0.5796 - acc: 0.7985 - val_loss: 1.3781 - val_acc: 0.5944
Epoch 00121: val_acc did not improve from 0.61360
Epoch 122/200
118/118 [==============================] - 121s 1s/step - loss: 0.6401 - acc: 0.7847 - val_loss: 1.3836 - val_acc: 0.5984
Epoch 00122: val_acc did not improve from 0.61360
Epoch 123/200
118/118 [==============================] - 121s 1s/step - loss: 0.6197 - acc: 0.7820 - val_loss: 1.4318 - val_acc: 0.5704
Epoch 00123: val_acc did not improve from 0.61360
Epoch 124/200
118/118 [==============================] - 122s 1s/step - loss: 0.5639 - acc: 0.8068 - val_loss: 1.3386 - val_acc: 0.5936
Epoch 00124: val_acc did not improve from 0.61360
Epoch 125/200
118/118 [==============================] - 122s 1s/step - loss: 0.5482 - acc: 0.8128 - val_loss: 1.4574 - val_acc: 0.6032
Epoch 00125: val_acc did not improve from 0.61360
Epoch 126/200
118/118 [==============================] - 122s 1s/step - loss: 0.5329 - acc: 0.8130 - val_loss: 1.4506 - val_acc: 0.5944
Epoch 00126: val_acc did not improve from 0.61360
Epoch 127/200
118/118 [==============================] - 122s 1s/step - loss: 0.5872 - acc: 0.7925 - val_loss: 1.4183 - val_acc: 0.6016
Epoch 00127: val_acc did not improve from 0.61360
Epoch 128/200
118/118 [==============================] - 122s 1s/step - loss: 0.5330 - acc: 0.8182 - val_loss: 1.4139 - val_acc: 0.6072
Epoch 00128: val_acc did not improve from 0.61360
Epoch 129/200
118/118 [==============================] - 122s 1s/step - loss: 0.5223 - acc: 0.8156 - val_loss: 1.4815 - val_acc: 0.5672
Epoch 00129: val_acc did not improve from 0.61360
Epoch 130/200
118/118 [==============================] - 122s 1s/step - loss: 0.5275 - acc: 0.8202 - val_loss: 1.4266 - val_acc: 0.5920
Epoch 00130: val_acc did not improve from 0.61360
Epoch 131/200
118/118 [==============================] - 122s 1s/step - loss: 0.4872 - acc: 0.8292 - val_loss: 1.5117 - val_acc: 0.5968
Epoch 00131: val_acc did not improve from 0.61360
Epoch 132/200
118/118 [==============================] - 122s 1s/step - loss: 0.4612 - acc: 0.8495 - val_loss: 1.4536 - val_acc: 0.6016
Epoch 00132: val_acc did not improve from 0.61360
Epoch 133/200
118/118 [==============================] - 121s 1s/step - loss: 0.5459 - acc: 0.8150 - val_loss: 1.5053 - val_acc: 0.6016
Epoch 00133: val_acc did not improve from 0.61360
Epoch 134/200
118/118 [==============================] - 122s 1s/step - loss: 0.4830 - acc: 0.8344 - val_loss: 1.4620 - val_acc: 0.5976
Epoch 00134: val_acc did not improve from 0.61360
Epoch 135/200
118/118 [==============================] - 121s 1s/step - loss: 0.4941 - acc: 0.8250 - val_loss: 1.5685 - val_acc: 0.5720
Epoch 00135: val_acc did not improve from 0.61360
Epoch 136/200
118/118 [==============================] - 121s 1s/step - loss: 0.5271 - acc: 0.8136 - val_loss: 1.5947 - val_acc: 0.5624
Epoch 00136: val_acc did not improve from 0.61360
Epoch 137/200
118/118 [==============================] - 121s 1s/step - loss: 0.5265 - acc: 0.8059 - val_loss: 1.4877 - val_acc: 0.6000
Epoch 00137: val_acc did not improve from 0.61360
Epoch 138/200
118/118 [==============================] - 121s 1s/step - loss: 0.4587 - acc: 0.8392 - val_loss: 1.5078 - val_acc: 0.5928
Epoch 00138: val_acc did not improve from 0.61360
Epoch 139/200
118/118 [==============================] - 121s 1s/step - loss: 0.4921 - acc: 0.8285 - val_loss: 1.4846 - val_acc: 0.6136
Epoch 00139: val_acc did not improve from 0.61360
Epoch 140/200
118/118 [==============================] - 121s 1s/step - loss: 0.5028 - acc: 0.8157 - val_loss: 1.4793 - val_acc: 0.6024
Epoch 00140: val_acc did not improve from 0.61360
Epoch 141/200
118/118 [==============================] - 121s 1s/step - loss: 0.4623 - acc: 0.8434 - val_loss: 1.4946 - val_acc: 0.6024
Epoch 00141: val_acc did not improve from 0.61360
Epoch 142/200
118/118 [==============================] - 121s 1s/step - loss: 0.3980 - acc: 0.8644 - val_loss: 1.5007 - val_acc: 0.6120
Epoch 00142: val_acc did not improve from 0.61360
Epoch 143/200
118/118 [==============================] - 121s 1s/step - loss: 0.3743 - acc: 0.8731 - val_loss: 1.5674 - val_acc: 0.5960
Epoch 00143: val_acc did not improve from 0.61360
Epoch 144/200
118/118 [==============================] - 121s 1s/step - loss: 0.3996 - acc: 0.8609 - val_loss: 1.5408 - val_acc: 0.5952
Epoch 00144: val_acc did not improve from 0.61360
Epoch 145/200
118/118 [==============================] - 121s 1s/step - loss: 0.3827 - acc: 0.8655 - val_loss: 1.6148 - val_acc: 0.5936
Epoch 00145: val_acc did not improve from 0.61360
Epoch 146/200
118/118 [==============================] - 121s 1s/step - loss: 0.3697 - acc: 0.8707 - val_loss: 1.6121 - val_acc: 0.6048
Epoch 00146: val_acc did not improve from 0.61360
Epoch 147/200
118/118 [==============================] - 121s 1s/step - loss: 0.3919 - acc: 0.8582 - val_loss: 1.5899 - val_acc: 0.6024
Epoch 00147: val_acc did not improve from 0.61360
Epoch 148/200
118/118 [==============================] - 121s 1s/step - loss: 0.4715 - acc: 0.8222 - val_loss: 1.5958 - val_acc: 0.5984
Epoch 00148: val_acc did not improve from 0.61360
Epoch 149/200
118/118 [==============================] - 121s 1s/step - loss: 0.3379 - acc: 0.8919 - val_loss: 1.6033 - val_acc: 0.5920
Epoch 00149: val_acc did not improve from 0.61360
Epoch 150/200
118/118 [==============================] - 121s 1s/step - loss: 0.4253 - acc: 0.8530 - val_loss: 1.6140 - val_acc: 0.5944
Epoch 00150: val_acc did not improve from 0.61360
Epoch 151/200
118/118 [==============================] - 121s 1s/step - loss: 0.3842 - acc: 0.8753 - val_loss: 1.6381 - val_acc: 0.5888
Epoch 00151: val_acc did not improve from 0.61360
Epoch 152/200
118/118 [==============================] - 121s 1s/step - loss: 0.3500 - acc: 0.8779 - val_loss: 1.6835 - val_acc: 0.5720
Epoch 00152: val_acc did not improve from 0.61360
Epoch 153/200
118/118 [==============================] - 121s 1s/step - loss: 0.4345 - acc: 0.8458 - val_loss: 1.5936 - val_acc: 0.6064
Epoch 00153: val_acc did not improve from 0.61360
Epoch 154/200
118/118 [==============================] - 121s 1s/step - loss: 0.3533 - acc: 0.8719 - val_loss: 1.6477 - val_acc: 0.5984
Epoch 00154: val_acc did not improve from 0.61360
Epoch 155/200
118/118 [==============================] - 121s 1s/step - loss: 0.3278 - acc: 0.8859 - val_loss: 1.7178 - val_acc: 0.6024
Epoch 00155: val_acc did not improve from 0.61360
Epoch 156/200
118/118 [==============================] - 121s 1s/step - loss: 0.3770 - acc: 0.8763 - val_loss: 1.6939 - val_acc: 0.6056
Epoch 00156: val_acc did not improve from 0.61360
Epoch 157/200
118/118 [==============================] - 121s 1s/step - loss: 0.3499 - acc: 0.8782 - val_loss: 1.6543 - val_acc: 0.6016
Epoch 00157: val_acc did not improve from 0.61360
Epoch 158/200
118/118 [==============================] - 121s 1s/step - loss: 0.3055 - acc: 0.9005 - val_loss: 1.7663 - val_acc: 0.5920
Epoch 00158: val_acc did not improve from 0.61360
Epoch 159/200
118/118 [==============================] - 121s 1s/step - loss: 0.3796 - acc: 0.8703 - val_loss: 1.6591 - val_acc: 0.6128
Epoch 00159: val_acc did not improve from 0.61360
Epoch 160/200
118/118 [==============================] - 121s 1s/step - loss: 0.3175 - acc: 0.8934 - val_loss: 1.7692 - val_acc: 0.6008
Epoch 00160: val_acc did not improve from 0.61360
Epoch 161/200
118/118 [==============================] - 121s 1s/step - loss: 0.3529 - acc: 0.8756 - val_loss: 1.7386 - val_acc: 0.5824
Epoch 00161: val_acc did not improve from 0.61360
Epoch 162/200
118/118 [==============================] - 122s 1s/step - loss: 0.3684 - acc: 0.8679 - val_loss: 1.7035 - val_acc: 0.5920
Epoch 00162: val_acc did not improve from 0.61360
Epoch 163/200
118/118 [==============================] - 122s 1s/step - loss: 0.2559 - acc: 0.9167 - val_loss: 1.7814 - val_acc: 0.6240
Epoch 00163: val_acc improved from 0.61360 to 0.62400, saving model to model.h5
Epoch 164/200
118/118 [==============================] - 121s 1s/step - loss: 0.3016 - acc: 0.9038 - val_loss: 1.6641 - val_acc: 0.5992
Epoch 00164: val_acc did not improve from 0.62400
Epoch 165/200
118/118 [==============================] - 121s 1s/step - loss: 0.3054 - acc: 0.9004 - val_loss: 1.9903 - val_acc: 0.5824
Epoch 00165: val_acc did not improve from 0.62400
Epoch 166/200
118/118 [==============================] - 121s 1s/step - loss: 0.3438 - acc: 0.8802 - val_loss: 1.9602 - val_acc: 0.6128
Epoch 00166: val_acc did not improve from 0.62400
Epoch 167/200
118/118 [==============================] - 121s 1s/step - loss: 0.2753 - acc: 0.9070 - val_loss: 1.8307 - val_acc: 0.6064
Epoch 00167: val_acc did not improve from 0.62400
Epoch 168/200
118/118 [==============================] - 121s 1s/step - loss: 0.2928 - acc: 0.8999 - val_loss: 1.8054 - val_acc: 0.6072
Epoch 00168: val_acc did not improve from 0.62400
Epoch 169/200
118/118 [==============================] - 121s 1s/step - loss: 0.3128 - acc: 0.8932 - val_loss: 1.8273 - val_acc: 0.6080
Epoch 00169: val_acc did not improve from 0.62400
Epoch 170/200
118/118 [==============================] - 121s 1s/step - loss: 0.2744 - acc: 0.9062 - val_loss: 1.7898 - val_acc: 0.6032
Epoch 00170: val_acc did not improve from 0.62400
Epoch 171/200
118/118 [==============================] - 121s 1s/step - loss: 0.2432 - acc: 0.9200 - val_loss: 1.9825 - val_acc: 0.6048
Epoch 00171: val_acc did not improve from 0.62400
Epoch 172/200
118/118 [==============================] - 121s 1s/step - loss: 0.2687 - acc: 0.9056 - val_loss: 2.0463 - val_acc: 0.5896
Epoch 00172: val_acc did not improve from 0.62400
Epoch 173/200
118/118 [==============================] - 121s 1s/step - loss: 0.2838 - acc: 0.9056 - val_loss: 2.0122 - val_acc: 0.5936
Epoch 00173: val_acc did not improve from 0.62400
Epoch 174/200
118/118 [==============================] - 121s 1s/step - loss: 0.2310 - acc: 0.9257 - val_loss: 2.0348 - val_acc: 0.5840
Epoch 00174: val_acc did not improve from 0.62400
Epoch 175/200
118/118 [==============================] - 121s 1s/step - loss: 0.3352 - acc: 0.8825 - val_loss: 1.9574 - val_acc: 0.5912
Epoch 00175: val_acc did not improve from 0.62400
Epoch 176/200
118/118 [==============================] - 121s 1s/step - loss: 0.2995 - acc: 0.8915 - val_loss: 1.9188 - val_acc: 0.5992
Epoch 00176: val_acc did not improve from 0.62400
Epoch 177/200
118/118 [==============================] - 121s 1s/step - loss: 0.2382 - acc: 0.9190 - val_loss: 2.0042 - val_acc: 0.5944
Epoch 00177: val_acc did not improve from 0.62400
Epoch 178/200
118/118 [==============================] - 122s 1s/step - loss: 0.2261 - acc: 0.9242 - val_loss: 2.0028 - val_acc: 0.5736
Epoch 00178: val_acc did not improve from 0.62400
Epoch 179/200
118/118 [==============================] - 121s 1s/step - loss: 0.2522 - acc: 0.9166 - val_loss: 2.0659 - val_acc: 0.5856
Epoch 00179: val_acc did not improve from 0.62400
Epoch 180/200
118/118 [==============================] - 121s 1s/step - loss: 0.2436 - acc: 0.9187 - val_loss: 2.0308 - val_acc: 0.5920
Epoch 00180: val_acc did not improve from 0.62400
Epoch 181/200
118/118 [==============================] - 121s 1s/step - loss: 0.1864 - acc: 0.9394 - val_loss: 2.1954 - val_acc: 0.5840
Epoch 00181: val_acc did not improve from 0.62400
Epoch 182/200
118/118 [==============================] - 121s 1s/step - loss: 0.2164 - acc: 0.9283 - val_loss: 2.0259 - val_acc: 0.6008
Epoch 00182: val_acc did not improve from 0.62400
Epoch 183/200
118/118 [==============================] - 121s 1s/step - loss: 0.2311 - acc: 0.9159 - val_loss: 2.0569 - val_acc: 0.5912
Epoch 00183: val_acc did not improve from 0.62400
Epoch 184/200
118/118 [==============================] - 122s 1s/step - loss: 0.1867 - acc: 0.9406 - val_loss: 2.0874 - val_acc: 0.5864
Epoch 00184: val_acc did not improve from 0.62400
Epoch 185/200
118/118 [==============================] - 121s 1s/step - loss: 0.3023 - acc: 0.8930 - val_loss: 2.1520 - val_acc: 0.6032
Epoch 00185: val_acc did not improve from 0.62400
Epoch 186/200
118/118 [==============================] - 121s 1s/step - loss: 0.2171 - acc: 0.9320 - val_loss: 2.0692 - val_acc: 0.5880
Epoch 00186: val_acc did not improve from 0.62400
Epoch 187/200
118/118 [==============================] - 121s 1s/step - loss: 0.2304 - acc: 0.9318 - val_loss: 2.0623 - val_acc: 0.6120
Epoch 00187: val_acc did not improve from 0.62400
Epoch 188/200
118/118 [==============================] - 121s 1s/step - loss: 0.1936 - acc: 0.9361 - val_loss: 2.0476 - val_acc: 0.5864
Epoch 00188: val_acc did not improve from 0.62400
Epoch 189/200
118/118 [==============================] - 121s 1s/step - loss: 0.2562 - acc: 0.9136 - val_loss: 2.0840 - val_acc: 0.5968
Epoch 00189: val_acc did not improve from 0.62400
Epoch 190/200
118/118 [==============================] - 121s 1s/step - loss: 0.1439 - acc: 0.9522 - val_loss: 2.1986 - val_acc: 0.6024
Epoch 00190: val_acc did not improve from 0.62400
Epoch 191/200
118/118 [==============================] - 121s 1s/step - loss: 0.1485 - acc: 0.9534 - val_loss: 2.1812 - val_acc: 0.5896
Epoch 00191: val_acc did not improve from 0.62400
Epoch 192/200
118/118 [==============================] - 122s 1s/step - loss: 0.1594 - acc: 0.9524 - val_loss: 2.1516 - val_acc: 0.5808
Epoch 00192: val_acc did not improve from 0.62400
Epoch 193/200
118/118 [==============================] - 122s 1s/step - loss: 0.2817 - acc: 0.9029 - val_loss: 2.0833 - val_acc: 0.5760
Epoch 00193: val_acc did not improve from 0.62400
Epoch 194/200
118/118 [==============================] - 121s 1s/step - loss: 0.2890 - acc: 0.8982 - val_loss: 2.0021 - val_acc: 0.6112
Epoch 00194: val_acc did not improve from 0.62400
Epoch 195/200
118/118 [==============================] - 121s 1s/step - loss: 0.1300 - acc: 0.9669 - val_loss: 2.0875 - val_acc: 0.5992
Epoch 00195: val_acc did not improve from 0.62400
Epoch 196/200
118/118 [==============================] - 121s 1s/step - loss: 0.1920 - acc: 0.9433 - val_loss: 2.0867 - val_acc: 0.6168
Epoch 00196: val_acc did not improve from 0.62400
Epoch 197/200
118/118 [==============================] - 121s 1s/step - loss: 0.1530 - acc: 0.9516 - val_loss: 2.1833 - val_acc: 0.5792
Epoch 00197: val_acc did not improve from 0.62400
Epoch 198/200
118/118 [==============================] - 121s 1s/step - loss: 0.1645 - acc: 0.9483 - val_loss: 2.3384 - val_acc: 0.5840
Epoch 00198: val_acc did not improve from 0.62400
Epoch 199/200
118/118 [==============================] - 121s 1s/step - loss: 0.2469 - acc: 0.9246 - val_loss: 2.1950 - val_acc: 0.6080
Epoch 00199: val_acc did not improve from 0.62400
Epoch 200/200
118/118 [==============================] - 121s 1s/step - loss: 0.1288 - acc: 0.9641 - val_loss: 2.2420 - val_acc: 0.6128
Epoch 00200: val_acc did not improve from 0.62400