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unetModelWeights.log
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*** Successfully loaded .Rprofile ***
##------ [/Users/ntustison/Data/BrainExtraction/Scripts] Sat Jun 2 16:06:43 2018 ------##
> source( "trainUnetModel.R" )
/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
from ._conv import register_converters as _register_converters
Using TensorFlow backend.
Loading data...
|======================================================================| 100%HERE: 67
/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:97: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
Epoch 1/200
2018-06-02 16:58:31.854133: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:859] OS X does not support NUMA - returning NUMA node zero
2018-06-02 16:58:31.879157: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Found device 0 with properties:
name: TITAN Xp major: 6 minor: 1 memoryClockRate(GHz): 1.582
pciBusID: 0000:c3:00.0
totalMemory: 12.00GiB freeMemory: 11.37GiB
2018-06-02 16:58:31.879209: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1306] Adding visible gpu devices: 0
2018-06-02 16:58:34.752830: I tensorflow/core/common_runtime/gpu/gpu_device.cc:987] Creating TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 11015 MB memory) -> physical GPU (device: 0, name: TITAN Xp, pci bus id: 0000:c3:00.0, compute capability: 6.1)
2018-06-02 16:58:34.832035: E tensorflow/stream_executor/cuda/cuda_driver.cc:936] failed to allocate 10.76G (11550778112 bytes) from device: CUDA_ERROR_OUT_OF_MEMORY
66/67 [============================>.] - ETA: 2:16 - loss: -0.6768 - multilabel_dice_coefficient: 0.6768
Epoch 00001: val_loss improved from inf to -0.89534, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11271s 168s/step - loss: -0.6802 - multilabel_dice_coefficient: 0.6802 - val_loss: -0.8953 - val_multilabel_dice_coefficient: 0.8953
Epoch 2/200
66/67 [============================>.] - ETA: 2:10 - loss: -0.9087 - multilabel_dice_coefficient: 0.9087
Epoch 00002: val_loss improved from -0.89534 to -0.91286, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10912s 163s/step - loss: -0.9091 - multilabel_dice_coefficient: 0.9091 - val_loss: -0.9129 - val_multilabel_dice_coefficient: 0.9129
Epoch 3/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9317 - multilabel_dice_coefficient: 0.9317
Epoch 00003: val_loss improved from -0.91286 to -0.94036, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10428s 156s/step - loss: -0.9320 - multilabel_dice_coefficient: 0.9320 - val_loss: -0.9404 - val_multilabel_dice_coefficient: 0.9404
Epoch 4/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9406 - multilabel_dice_coefficient: 0.9406
Epoch 00004: val_loss improved from -0.94036 to -0.94400, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10415s 155s/step - loss: -0.9405 - multilabel_dice_coefficient: 0.9405 - val_loss: -0.9440 - val_multilabel_dice_coefficient: 0.9440
Epoch 5/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9429 - multilabel_dice_coefficient: 0.9429
Epoch 00005: val_loss improved from -0.94400 to -0.94720, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10395s 155s/step - loss: -0.9429 - multilabel_dice_coefficient: 0.9429 - val_loss: -0.9472 - val_multilabel_dice_coefficient: 0.9472
Epoch 6/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9484 - multilabel_dice_coefficient: 0.9484
Epoch 00006: val_loss did not improve
67/67 [==============================] - 10540s 157s/step - loss: -0.9484 - multilabel_dice_coefficient: 0.9484 - val_loss: -0.9464 - val_multilabel_dice_coefficient: 0.9464
Epoch 7/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9484 - multilabel_dice_coefficient: 0.9484
Epoch 00007: val_loss improved from -0.94720 to -0.94980, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10491s 157s/step - loss: -0.9485 - multilabel_dice_coefficient: 0.9485 - val_loss: -0.9498 - val_multilabel_dice_coefficient: 0.9498
Epoch 8/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9524 - multilabel_dice_coefficient: 0.9524
Epoch 00008: val_loss improved from -0.94980 to -0.95480, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10442s 156s/step - loss: -0.9524 - multilabel_dice_coefficient: 0.9524 - val_loss: -0.9548 - val_multilabel_dice_coefficient: 0.9548
Epoch 9/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9554 - multilabel_dice_coefficient: 0.9554 \]
Epoch 00009: val_loss improved from -0.95480 to -0.95706, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10427s 156s/step - loss: -0.9555 - multilabel_dice_coefficient: 0.9555 - val_loss: -0.9571 - val_multilabel_dice_coefficient: 0.9571
Epoch 10/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9569 - multilabel_dice_coefficient: 0.9569
Epoch 00010: val_loss improved from -0.95706 to -0.95778, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10374s 155s/step - loss: -0.9569 - multilabel_dice_coefficient: 0.9569 - val_loss: -0.9578 - val_multilabel_dice_coefficient: 0.9578
Epoch 11/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9590 - multilabel_dice_coefficient: 0.9590
Epoch 00011: val_loss improved from -0.95778 to -0.95998, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10415s 155s/step - loss: -0.9590 - multilabel_dice_coefficient: 0.9590 - val_loss: -0.9600 - val_multilabel_dice_coefficient: 0.9600
Epoch 12/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9600 - multilabel_dice_coefficient: 0.9600
Epoch 00012: val_loss improved from -0.95998 to -0.96204, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10368s 155s/step - loss: -0.9601 - multilabel_dice_coefficient: 0.9601 - val_loss: -0.9620 - val_multilabel_dice_coefficient: 0.9620
Epoch 13/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9615 - multilabel_dice_coefficient: 0.9615
Epoch 00013: val_loss did not improve
67/67 [==============================] - 10450s 156s/step - loss: -0.9615 - multilabel_dice_coefficient: 0.9615 - val_loss: -0.9617 - val_multilabel_dice_coefficient: 0.9617
Epoch 14/200
66/67 [============================>.] - ETA: 2:08 - loss: -0.9626 - multilabel_dice_coefficient: 0.9626
Epoch 00014: val_loss improved from -0.96204 to -0.96476, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10838s 162s/step - loss: -0.9626 - multilabel_dice_coefficient: 0.9626 - val_loss: -0.9648 - val_multilabel_dice_coefficient: 0.9648
Epoch 15/200
66/67 [============================>.] - ETA: 2:06 - loss: -0.9642 - multilabel_dice_coefficient: 0.9642
Epoch 00015: val_loss did not improve
67/67 [==============================] - 10574s 158s/step - loss: -0.9642 - multilabel_dice_coefficient: 0.9642 - val_loss: -0.9628 - val_multilabel_dice_coefficient: 0.9628
Epoch 16/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9628 - multilabel_dice_coefficient: 0.9628
Epoch 00016: val_loss improved from -0.96476 to -0.96626, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10424s 156s/step - loss: -0.9629 - multilabel_dice_coefficient: 0.9629 - val_loss: -0.9663 - val_multilabel_dice_coefficient: 0.9663
Epoch 17/200
66/67 [============================>.] - ETA: 2:06 - loss: -0.9660 - multilabel_dice_coefficient: 0.9660
Epoch 00017: val_loss improved from -0.96626 to -0.96645, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10765s 161s/step - loss: -0.9661 - multilabel_dice_coefficient: 0.9661 - val_loss: -0.9664 - val_multilabel_dice_coefficient: 0.9664
Epoch 18/200
66/67 [============================>.] - ETA: 2:08 - loss: -0.9665 - multilabel_dice_coefficient: 0.9665
Epoch 00018: val_loss improved from -0.96645 to -0.96759, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10689s 160s/step - loss: -0.9666 - multilabel_dice_coefficient: 0.9666 - val_loss: -0.9676 - val_multilabel_dice_coefficient: 0.9676
Epoch 19/200
66/67 [============================>.] - ETA: 2:02 - loss: -0.9687 - multilabel_dice_coefficient: 0.9687
Epoch 00019: val_loss improved from -0.96759 to -0.96950, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10315s 154s/step - loss: -0.9687 - multilabel_dice_coefficient: 0.9687 - val_loss: -0.9695 - val_multilabel_dice_coefficient: 0.9695
Epoch 20/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9698 - multilabel_dice_coefficient: 0.9698
Epoch 00020: val_loss improved from -0.96950 to -0.97120, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10422s 156s/step - loss: -0.9698 - multilabel_dice_coefficient: 0.9698 - val_loss: -0.9712 - val_multilabel_dice_coefficient: 0.9712
Epoch 21/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9705 - multilabel_dice_coefficient: 0.9705
Epoch 00021: val_loss did not improve
67/67 [==============================] - 10293s 154s/step - loss: -0.9705 - multilabel_dice_coefficient: 0.9705 - val_loss: -0.9702 - val_multilabel_dice_coefficient: 0.9702
Epoch 22/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9714 - multilabel_dice_coefficient: 0.9714
Epoch 00022: val_loss did not improve
67/67 [==============================] - 10460s 156s/step - loss: -0.9714 - multilabel_dice_coefficient: 0.9714 - val_loss: -0.9704 - val_multilabel_dice_coefficient: 0.9704
Epoch 23/200
66/67 [============================>.] - ETA: 2:11 - loss: -0.9721 - multilabel_dice_coefficient: 0.9721
Epoch 00023: val_loss improved from -0.97120 to -0.97273, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10998s 164s/step - loss: -0.9720 - multilabel_dice_coefficient: 0.9720 - val_loss: -0.9727 - val_multilabel_dice_coefficient: 0.9727
Epoch 24/200
66/67 [============================>.] - ETA: 2:06 - loss: -0.9722 - multilabel_dice_coefficient: 0.9722
Epoch 00024: val_loss improved from -0.97273 to -0.97334, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10548s 157s/step - loss: -0.9722 - multilabel_dice_coefficient: 0.9722 - val_loss: -0.9733 - val_multilabel_dice_coefficient: 0.9733
Epoch 25/200
66/67 [============================>.] - ETA: 2:06 - loss: -0.9732 - multilabel_dice_coefficient: 0.9732
Epoch 00025: val_loss improved from -0.97334 to -0.97369, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10671s 159s/step - loss: -0.9732 - multilabel_dice_coefficient: 0.9732 - val_loss: -0.9737 - val_multilabel_dice_coefficient: 0.9737
Epoch 26/200
66/67 [============================>.] - ETA: 2:06 - loss: -0.9731 - multilabel_dice_coefficient: 0.9731
Epoch 00026: val_loss did not improve
67/67 [==============================] - 10590s 158s/step - loss: -0.9731 - multilabel_dice_coefficient: 0.9731 - val_loss: -0.9735 - val_multilabel_dice_coefficient: 0.9735
Epoch 27/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9738 - multilabel_dice_coefficient: 0.9738
Epoch 00027: val_loss did not improve
67/67 [==============================] - 10375s 155s/step - loss: -0.9737 - multilabel_dice_coefficient: 0.9737 - val_loss: -0.9721 - val_multilabel_dice_coefficient: 0.9721
Epoch 28/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9741 - multilabel_dice_coefficient: 0.9741
Epoch 00028: val_loss improved from -0.97369 to -0.97418, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10440s 156s/step - loss: -0.9741 - multilabel_dice_coefficient: 0.9741 - val_loss: -0.9742 - val_multilabel_dice_coefficient: 0.9742
Epoch 29/200
66/67 [============================>.] - ETA: 2:02 - loss: -0.9746 - multilabel_dice_coefficient: 0.9746
Epoch 00029: val_loss improved from -0.97418 to -0.97496, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10350s 154s/step - loss: -0.9746 - multilabel_dice_coefficient: 0.9746 - val_loss: -0.9750 - val_multilabel_dice_coefficient: 0.9750
Epoch 30/200
66/67 [============================>.] - ETA: 2:02 - loss: -0.9739 - multilabel_dice_coefficient: 0.9739
Epoch 00030: val_loss improved from -0.97496 to -0.97586, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10403s 155s/step - loss: -0.9739 - multilabel_dice_coefficient: 0.9739 - val_loss: -0.9759 - val_multilabel_dice_coefficient: 0.9759
Epoch 31/200
66/67 [============================>.] - ETA: 2:09 - loss: -0.9754 - multilabel_dice_coefficient: 0.9754
Epoch 00031: val_loss did not improve
67/67 [==============================] - 10756s 161s/step - loss: -0.9754 - multilabel_dice_coefficient: 0.9754 - val_loss: -0.9746 - val_multilabel_dice_coefficient: 0.9746
Epoch 32/200
66/67 [============================>.] - ETA: 2:07 - loss: -0.9747 - multilabel_dice_coefficient: 0.9747
Epoch 00032: val_loss did not improve
67/67 [==============================] - 10716s 160s/step - loss: -0.9746 - multilabel_dice_coefficient: 0.9746 - val_loss: -0.9753 - val_multilabel_dice_coefficient: 0.9753
Epoch 33/200
66/67 [============================>.] - ETA: 2:07 - loss: -0.9758 - multilabel_dice_coefficient: 0.9758
Epoch 00033: val_loss improved from -0.97586 to -0.97679, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10571s 158s/step - loss: -0.9759 - multilabel_dice_coefficient: 0.9759 - val_loss: -0.9768 - val_multilabel_dice_coefficient: 0.9768
Epoch 34/200
66/67 [============================>.] - ETA: 2:19 - loss: -0.9755 - multilabel_dice_coefficient: 0.9755
Epoch 00034: val_loss did not improve
67/67 [==============================] - 11739s 175s/step - loss: -0.9755 - multilabel_dice_coefficient: 0.9755 - val_loss: -0.9756 - val_multilabel_dice_coefficient: 0.9756
Epoch 35/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9768 - multilabel_dice_coefficient: 0.9768
Epoch 00035: val_loss did not improve
67/67 [==============================] - 11419s 170s/step - loss: -0.9768 - multilabel_dice_coefficient: 0.9768 - val_loss: -0.9764 - val_multilabel_dice_coefficient: 0.9764
Epoch 36/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9763 - multilabel_dice_coefficient: 0.9763
Epoch 00036: val_loss improved from -0.97679 to -0.97746, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11536s 172s/step - loss: -0.9763 - multilabel_dice_coefficient: 0.9763 - val_loss: -0.9775 - val_multilabel_dice_coefficient: 0.9775
Epoch 37/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9769 - multilabel_dice_coefficient: 0.9769
Epoch 00037: val_loss improved from -0.97746 to -0.97779, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11415s 170s/step - loss: -0.9769 - multilabel_dice_coefficient: 0.9769 - val_loss: -0.9778 - val_multilabel_dice_coefficient: 0.9778
Epoch 38/200
66/67 [============================>.] - ETA: 2:19 - loss: -0.9775 - multilabel_dice_coefficient: 0.9775
Epoch 00038: val_loss did not improve
67/67 [==============================] - 11640s 174s/step - loss: -0.9775 - multilabel_dice_coefficient: 0.9775 - val_loss: -0.9775 - val_multilabel_dice_coefficient: 0.9775
Epoch 39/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9772 - multilabel_dice_coefficient: 0.9772
Epoch 00039: val_loss did not improve
67/67 [==============================] - 11748s 175s/step - loss: -0.9772 - multilabel_dice_coefficient: 0.9772 - val_loss: -0.9761 - val_multilabel_dice_coefficient: 0.9761
Epoch 40/200
66/67 [============================>.] - ETA: 2:21 - loss: -0.9776 - multilabel_dice_coefficient: 0.9776
Epoch 00040: val_loss did not improve
67/67 [==============================] - 11742s 175s/step - loss: -0.9776 - multilabel_dice_coefficient: 0.9776 - val_loss: -0.9776 - val_multilabel_dice_coefficient: 0.9776
Epoch 41/200
66/67 [============================>.] - ETA: 2:23 - loss: -0.9775 - multilabel_dice_coefficient: 0.9775
Epoch 00041: val_loss did not improve
67/67 [==============================] - 11974s 179s/step - loss: -0.9775 - multilabel_dice_coefficient: 0.9775 - val_loss: -0.9773 - val_multilabel_dice_coefficient: 0.9773
Epoch 42/200
66/67 [============================>.] - ETA: 2:20 - loss: -0.9769 - multilabel_dice_coefficient: 0.9769
Epoch 00042: val_loss improved from -0.97779 to -0.97820, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11793s 176s/step - loss: -0.9769 - multilabel_dice_coefficient: 0.9769 - val_loss: -0.9782 - val_multilabel_dice_coefficient: 0.9782
Epoch 43/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9778 - multilabel_dice_coefficient: 0.9778
Epoch 00043: val_loss improved from -0.97820 to -0.97828, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11524s 172s/step - loss: -0.9778 - multilabel_dice_coefficient: 0.9778 - val_loss: -0.9783 - val_multilabel_dice_coefficient: 0.9783
Epoch 44/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9784 - multilabel_dice_coefficient: 0.9784
Epoch 00044: val_loss did not improve
67/67 [==============================] - 11601s 173s/step - loss: -0.9784 - multilabel_dice_coefficient: 0.9784 - val_loss: -0.9782 - val_multilabel_dice_coefficient: 0.9782
Epoch 45/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9783 - multilabel_dice_coefficient: 0.9783
Epoch 00045: val_loss improved from -0.97828 to -0.97855, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11718s 175s/step - loss: -0.9783 - multilabel_dice_coefficient: 0.9783 - val_loss: -0.9785 - val_multilabel_dice_coefficient: 0.9785
Epoch 46/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9786 - multilabel_dice_coefficient: 0.9786
Epoch 00046: val_loss improved from -0.97855 to -0.97907, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11604s 173s/step - loss: -0.9786 - multilabel_dice_coefficient: 0.9786 - val_loss: -0.9791 - val_multilabel_dice_coefficient: 0.9791
Epoch 47/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9781 - multilabel_dice_coefficient: 0.9781
Epoch 00047: val_loss did not improve
67/67 [==============================] - 11566s 173s/step - loss: -0.9780 - multilabel_dice_coefficient: 0.9780 - val_loss: -0.9785 - val_multilabel_dice_coefficient: 0.9785
Epoch 48/200
66/67 [============================>.] - ETA: 2:20 - loss: -0.9789 - multilabel_dice_coefficient: 0.9789
Epoch 00048: val_loss improved from -0.97907 to -0.97933, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11772s 176s/step - loss: -0.9789 - multilabel_dice_coefficient: 0.9789 - val_loss: -0.9793 - val_multilabel_dice_coefficient: 0.9793
Epoch 49/200
66/67 [============================>.] - ETA: 2:19 - loss: -0.9786 - multilabel_dice_coefficient: 0.9786
Epoch 00049: val_loss did not improve
67/67 [==============================] - 11704s 175s/step - loss: -0.9786 - multilabel_dice_coefficient: 0.9786 - val_loss: -0.9777 - val_multilabel_dice_coefficient: 0.9777
Epoch 50/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9789 - multilabel_dice_coefficient: 0.9789
Epoch 00050: val_loss did not improve
67/67 [==============================] - 11484s 171s/step - loss: -0.9789 - multilabel_dice_coefficient: 0.9789 - val_loss: -0.9786 - val_multilabel_dice_coefficient: 0.9786
Epoch 51/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9792 - multilabel_dice_coefficient: 0.9792
Epoch 00051: val_loss improved from -0.97933 to -0.97980, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11541s 172s/step - loss: -0.9792 - multilabel_dice_coefficient: 0.9792 - val_loss: -0.9798 - val_multilabel_dice_coefficient: 0.9798
Epoch 52/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9793 - multilabel_dice_coefficient: 0.9793
Epoch 00052: val_loss improved from -0.97980 to -0.98012, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11527s 172s/step - loss: -0.9793 - multilabel_dice_coefficient: 0.9793 - val_loss: -0.9801 - val_multilabel_dice_coefficient: 0.9801
Epoch 53/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9791 - multilabel_dice_coefficient: 0.9791
Epoch 00053: val_loss did not improve
67/67 [==============================] - 11615s 173s/step - loss: -0.9791 - multilabel_dice_coefficient: 0.9791 - val_loss: -0.9793 - val_multilabel_dice_coefficient: 0.9793
Epoch 54/200
66/67 [============================>.] - ETA: 2:21 - loss: -0.9796 - multilabel_dice_coefficient: 0.9796
Epoch 00054: val_loss improved from -0.98012 to -0.98017, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11858s 177s/step - loss: -0.9796 - multilabel_dice_coefficient: 0.9796 - val_loss: -0.9802 - val_multilabel_dice_coefficient: 0.9802
Epoch 55/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9797 - multilabel_dice_coefficient: 0.9797
Epoch 00055: val_loss did not improve
67/67 [==============================] - 11561s 173s/step - loss: -0.9797 - multilabel_dice_coefficient: 0.9797 - val_loss: -0.9797 - val_multilabel_dice_coefficient: 0.9797
Epoch 56/200
66/67 [============================>.] - ETA: 2:19 - loss: -0.9800 - multilabel_dice_coefficient: 0.9800
Epoch 00056: val_loss did not improve
67/67 [==============================] - 11777s 176s/step - loss: -0.9800 - multilabel_dice_coefficient: 0.9800 - val_loss: -0.9794 - val_multilabel_dice_coefficient: 0.9794
Epoch 57/200
66/67 [============================>.] - ETA: 2:20 - loss: -0.9801 - multilabel_dice_coefficient: 0.9801
Epoch 00057: val_loss improved from -0.98017 to -0.98036, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11755s 175s/step - loss: -0.9801 - multilabel_dice_coefficient: 0.9801 - val_loss: -0.9804 - val_multilabel_dice_coefficient: 0.9804
Epoch 58/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9803 - multilabel_dice_coefficient: 0.9803
Epoch 00058: val_loss did not improve
67/67 [==============================] - 11531s 172s/step - loss: -0.9803 - multilabel_dice_coefficient: 0.9803 - val_loss: -0.9799 - val_multilabel_dice_coefficient: 0.9799
Epoch 59/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9802 - multilabel_dice_coefficient: 0.9802
Epoch 00059: val_loss did not improve
67/67 [==============================] - 11574s 173s/step - loss: -0.9802 - multilabel_dice_coefficient: 0.9802 - val_loss: -0.9796 - val_multilabel_dice_coefficient: 0.9796
Epoch 60/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9803 - multilabel_dice_coefficient: 0.9803
Epoch 00060: val_loss improved from -0.98036 to -0.98086, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11574s 173s/step - loss: -0.9803 - multilabel_dice_coefficient: 0.9803 - val_loss: -0.9809 - val_multilabel_dice_coefficient: 0.9809
Epoch 61/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9807 - multilabel_dice_coefficient: 0.9807
Epoch 00061: val_loss did not improve
67/67 [==============================] - 11461s 171s/step - loss: -0.9807 - multilabel_dice_coefficient: 0.9807 - val_loss: -0.9789 - val_multilabel_dice_coefficient: 0.9789
Epoch 62/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9801 - multilabel_dice_coefficient: 0.9801
Epoch 00062: val_loss did not improve
67/67 [==============================] - 11623s 173s/step - loss: -0.9801 - multilabel_dice_coefficient: 0.9801 - val_loss: -0.9805 - val_multilabel_dice_coefficient: 0.9805
Epoch 63/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9808 - multilabel_dice_coefficient: 0.9808
Epoch 00063: val_loss did not improve
67/67 [==============================] - 11564s 173s/step - loss: -0.9808 - multilabel_dice_coefficient: 0.9808 - val_loss: -0.9806 - val_multilabel_dice_coefficient: 0.9806
Epoch 64/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9806 - multilabel_dice_coefficient: 0.9806
Epoch 00064: val_loss improved from -0.98086 to -0.98112, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11516s 172s/step - loss: -0.9806 - multilabel_dice_coefficient: 0.9806 - val_loss: -0.9811 - val_multilabel_dice_coefficient: 0.9811
Epoch 65/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9809 - multilabel_dice_coefficient: 0.9809
Epoch 00065: val_loss did not improve
67/67 [==============================] - 11454s 171s/step - loss: -0.9809 - multilabel_dice_coefficient: 0.9809 - val_loss: -0.9810 - val_multilabel_dice_coefficient: 0.9810
Epoch 66/200
66/67 [============================>.] - ETA: 2:15 - loss: -0.9808 - multilabel_dice_coefficient: 0.9808
Epoch 00066: val_loss did not improve
67/67 [==============================] - 11326s 169s/step - loss: -0.9809 - multilabel_dice_coefficient: 0.9809 - val_loss: -0.9809 - val_multilabel_dice_coefficient: 0.9809
Epoch 67/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9809 - multilabel_dice_coefficient: 0.9809
Epoch 00067: val_loss did not improve
67/67 [==============================] - 11460s 171s/step - loss: -0.9809 - multilabel_dice_coefficient: 0.9809 - val_loss: -0.9810 - val_multilabel_dice_coefficient: 0.9810
Epoch 68/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9804 - multilabel_dice_coefficient: 0.9804
Epoch 00068: val_loss did not improve
67/67 [==============================] - 11441s 171s/step - loss: -0.9804 - multilabel_dice_coefficient: 0.9804 - val_loss: -0.9801 - val_multilabel_dice_coefficient: 0.9801
Epoch 69/200
66/67 [============================>.] - ETA: 2:17 - loss: -0.9812 - multilabel_dice_coefficient: 0.9812
Epoch 00069: val_loss did not improve
67/67 [==============================] - 11536s 172s/step - loss: -0.9812 - multilabel_dice_coefficient: 0.9812 - val_loss: -0.9810 - val_multilabel_dice_coefficient: 0.9810
Epoch 70/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9809 - multilabel_dice_coefficient: 0.9809
Epoch 00070: val_loss improved from -0.98112 to -0.98180, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11489s 171s/step - loss: -0.9809 - multilabel_dice_coefficient: 0.9809 - val_loss: -0.9818 - val_multilabel_dice_coefficient: 0.9818
Epoch 71/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9814 - multilabel_dice_coefficient: 0.9814
Epoch 00071: val_loss did not improve
67/67 [==============================] - 11526s 172s/step - loss: -0.9813 - multilabel_dice_coefficient: 0.9813 - val_loss: -0.9808 - val_multilabel_dice_coefficient: 0.9808
Epoch 72/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9814 - multilabel_dice_coefficient: 0.9814
Epoch 00072: val_loss did not improve
67/67 [==============================] - 11507s 172s/step - loss: -0.9814 - multilabel_dice_coefficient: 0.9814 - val_loss: -0.9807 - val_multilabel_dice_coefficient: 0.9807
Epoch 73/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9816 - multilabel_dice_coefficient: 0.9816
Epoch 00073: val_loss improved from -0.98180 to -0.98197, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11385s 170s/step - loss: -0.9816 - multilabel_dice_coefficient: 0.9816 - val_loss: -0.9820 - val_multilabel_dice_coefficient: 0.9820
Epoch 74/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9816 - multilabel_dice_coefficient: 0.9816
Epoch 00074: val_loss improved from -0.98197 to -0.98201, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11448s 171s/step - loss: -0.9817 - multilabel_dice_coefficient: 0.9817 - val_loss: -0.9820 - val_multilabel_dice_coefficient: 0.9820
Epoch 75/200
66/67 [============================>.] - ETA: 2:15 - loss: -0.9818 - multilabel_dice_coefficient: 0.9818
Epoch 00075: val_loss did not improve
67/67 [==============================] - 11381s 170s/step - loss: -0.9818 - multilabel_dice_coefficient: 0.9818 - val_loss: -0.9818 - val_multilabel_dice_coefficient: 0.9818
Epoch 76/200
66/67 [============================>.] - ETA: 2:21 - loss: -0.9819 - multilabel_dice_coefficient: 0.9819
Epoch 00076: val_loss improved from -0.98201 to -0.98205, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11674s 174s/step - loss: -0.9819 - multilabel_dice_coefficient: 0.9819 - val_loss: -0.9821 - val_multilabel_dice_coefficient: 0.9821
Epoch 77/200
66/67 [============================>.] - ETA: 2:20 - loss: -0.9814 - multilabel_dice_coefficient: 0.9814
Epoch 00077: val_loss improved from -0.98205 to -0.98242, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11713s 175s/step - loss: -0.9814 - multilabel_dice_coefficient: 0.9814 - val_loss: -0.9824 - val_multilabel_dice_coefficient: 0.9824
Epoch 78/200
66/67 [============================>.] - ETA: 2:16 - loss: -0.9815 - multilabel_dice_coefficient: 0.9815
Epoch 00078: val_loss did not improve
67/67 [==============================] - 11370s 170s/step - loss: -0.9815 - multilabel_dice_coefficient: 0.9815 - val_loss: -0.9804 - val_multilabel_dice_coefficient: 0.9804
Epoch 79/200
66/67 [============================>.] - ETA: 2:18 - loss: -0.9817 - multilabel_dice_coefficient: 0.9817
Epoch 00079: val_loss did not improve
67/67 [==============================] - 11656s 174s/step - loss: -0.9817 - multilabel_dice_coefficient: 0.9817 - val_loss: -0.9821 - val_multilabel_dice_coefficient: 0.9821
Epoch 80/200
66/67 [============================>.] - ETA: 2:12 - loss: -0.9824 - multilabel_dice_coefficient: 0.9824
Epoch 00080: val_loss improved from -0.98242 to -0.98295, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 11047s 165s/step - loss: -0.9824 - multilabel_dice_coefficient: 0.9824 - val_loss: -0.9829 - val_multilabel_dice_coefficient: 0.9829
Epoch 81/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9818 - multilabel_dice_coefficient: 0.9818
Epoch 00081: val_loss did not improve
67/67 [==============================] - 10507s 157s/step - loss: -0.9818 - multilabel_dice_coefficient: 0.9818 - val_loss: -0.9808 - val_multilabel_dice_coefficient: 0.9808
Epoch 82/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9822 - multilabel_dice_coefficient: 0.9822
Epoch 00082: val_loss did not improve
67/67 [==============================] - 10385s 155s/step - loss: -0.9822 - multilabel_dice_coefficient: 0.9822 - val_loss: -0.9822 - val_multilabel_dice_coefficient: 0.9822
Epoch 83/200
66/67 [============================>.] - ETA: 2:08 - loss: -0.9823 - multilabel_dice_coefficient: 0.9823
Epoch 00083: val_loss did not improve
67/67 [==============================] - 10694s 160s/step - loss: -0.9823 - multilabel_dice_coefficient: 0.9823 - val_loss: -0.9825 - val_multilabel_dice_coefficient: 0.9825
Epoch 84/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9825 - multilabel_dice_coefficient: 0.9825
Epoch 00084: val_loss did not improve
67/67 [==============================] - 10445s 156s/step - loss: -0.9825 - multilabel_dice_coefficient: 0.9825 - val_loss: -0.9815 - val_multilabel_dice_coefficient: 0.9815
Epoch 85/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9825 - multilabel_dice_coefficient: 0.9825
Epoch 00085: val_loss did not improve
67/67 [==============================] - 10425s 156s/step - loss: -0.9825 - multilabel_dice_coefficient: 0.9825 - val_loss: -0.9819 - val_multilabel_dice_coefficient: 0.9819
Epoch 86/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9822 - multilabel_dice_coefficient: 0.9822
Epoch 00086: val_loss did not improve
67/67 [==============================] - 10417s 155s/step - loss: -0.9822 - multilabel_dice_coefficient: 0.9822 - val_loss: -0.9827 - val_multilabel_dice_coefficient: 0.9827
Epoch 87/200
66/67 [============================>.] - ETA: 2:05 - loss: -0.9827 - multilabel_dice_coefficient: 0.9827
Epoch 00087: val_loss did not improve
67/67 [==============================] - 10491s 157s/step - loss: -0.9827 - multilabel_dice_coefficient: 0.9827 - val_loss: -0.9822 - val_multilabel_dice_coefficient: 0.9822
Epoch 88/200
66/67 [============================>.] - ETA: 2:02 - loss: -0.9825 - multilabel_dice_coefficient: 0.9825
Epoch 00088: val_loss did not improve
67/67 [==============================] - 10261s 153s/step - loss: -0.9825 - multilabel_dice_coefficient: 0.9825 - val_loss: -0.9826 - val_multilabel_dice_coefficient: 0.9826
Epoch 89/200
66/67 [============================>.] - ETA: 2:07 - loss: -0.9827 - multilabel_dice_coefficient: 0.9827
Epoch 00089: val_loss did not improve
67/67 [==============================] - 10634s 159s/step - loss: -0.9827 - multilabel_dice_coefficient: 0.9827 - val_loss: -0.9816 - val_multilabel_dice_coefficient: 0.9816
Epoch 90/200
66/67 [============================>.] - ETA: 2:02 - loss: -0.9830 - multilabel_dice_coefficient: 0.9830
Epoch 00090: val_loss did not improve
67/67 [==============================] - 10293s 154s/step - loss: -0.9830 - multilabel_dice_coefficient: 0.9830 - val_loss: -0.9826 - val_multilabel_dice_coefficient: 0.9826
Epoch 91/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9828 - multilabel_dice_coefficient: 0.9828
Epoch 00091: val_loss improved from -0.98295 to -0.98295, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
Epoch 00091: ReduceLROnPlateau reducing learning rate to 9.999999747378752e-07.
67/67 [==============================] - 10361s 155s/step - loss: -0.9828 - multilabel_dice_coefficient: 0.9828 - val_loss: -0.9829 - val_multilabel_dice_coefficient: 0.9829
Epoch 92/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9832 - multilabel_dice_coefficient: 0.9832
Epoch 00092: val_loss did not improve
67/67 [==============================] - 10458s 156s/step - loss: -0.9832 - multilabel_dice_coefficient: 0.9832 - val_loss: -0.9829 - val_multilabel_dice_coefficient: 0.9829
Epoch 93/200
66/67 [============================>.] - ETA: 2:06 - loss: -0.9835 - multilabel_dice_coefficient: 0.9835
Epoch 00093: val_loss improved from -0.98295 to -0.98380, saving model to /Users/ntustison/Data/BrainExtraction/Data//unetModelWeights.h5
67/67 [==============================] - 10553s 158s/step - loss: -0.9835 - multilabel_dice_coefficient: 0.9835 - val_loss: -0.9838 - val_multilabel_dice_coefficient: 0.9838
Epoch 94/200
66/67 [============================>.] - ETA: 2:04 - loss: -0.9833 - multilabel_dice_coefficient: 0.9833
Epoch 00094: val_loss did not improve
67/67 [==============================] - 10347s 154s/step - loss: -0.9833 - multilabel_dice_coefficient: 0.9833 - val_loss: -0.9831 - val_multilabel_dice_coefficient: 0.9831
Epoch 95/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9834 - multilabel_dice_coefficient: 0.9834
Epoch 00095: val_loss did not improve
67/67 [==============================] - 10354s 155s/step - loss: -0.9833 - multilabel_dice_coefficient: 0.9833 - val_loss: -0.9831 - val_multilabel_dice_coefficient: 0.9831
Epoch 96/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9835 - multilabel_dice_coefficient: 0.9835
Epoch 00096: val_loss did not improve
67/67 [==============================] - 10290s 154s/step - loss: -0.9835 - multilabel_dice_coefficient: 0.9835 - val_loss: -0.9835 - val_multilabel_dice_coefficient: 0.9835
Epoch 97/200
66/67 [============================>.] - ETA: 2:03 - loss: -0.9834 - multilabel_dice_coefficient: 0.9834
Epoch 00097: val_loss did not improve
67/67 [==============================] - 10384s 155s/step - loss: -0.9834 - multilabel_dice_coefficient: 0.9834 - val_loss: -0.9834 - val_multilabel_dice_coefficient: 0.9834
Epoch 98/200
66/67 [============================>.] - ETA: 2:02 - loss: -0.9836 - multilabel_dice_coefficient: 0.9836
Epoch 00098: val_loss did not improve
67/67 [==============================] - 10320s 154s/step - loss: -0.9836 - multilabel_dice_coefficient: 0.9836 - val_loss: -0.9834 - val_multilabel_dice_coefficient: 0.9834
Epoch 99/200
66/67 [============================>.] - ETA: 2:02 - loss: -0.9835 - multilabel_dice_coefficient: 0.9835
Epoch 00099: val_loss did not improve
67/67 [==============================] - 10423s 156s/step - loss: -0.9835 - multilabel_dice_coefficient: 0.9835 - val_loss: -0.9833 - val_multilabel_dice_coefficient: 0.9833
Epoch 100/200
66/67 [============================>.] - ETA: 2:10 - loss: -0.9835 - multilabel_dice_coefficient: 0.9835
Epoch 00100: val_loss did not improve
67/67 [==============================] - 10849s 162s/step - loss: -0.9835 - multilabel_dice_coefficient: 0.9835 - val_loss: -0.9837 - val_multilabel_dice_coefficient: 0.9837