FCN_via_keras
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The RGB of predict result is always (255, 255, 255)
Hi k3nt0w, I use your FCN to do semantic image segmentation. After I train FCN and run predict.py (visualize(predict("2011_003151", "FCN"), "2011_003151")), the result image is always blank. I have no idea about this result. Could you have any suggestion?
There is my training result:
python train.py
Using Theano backend.
Epoch 1/20
20/20 [==============================] - 47s - loss: 3.0276 - acc: 0.4169
Epoch 2/20
20/20 [==============================] - 45s - loss: 1.8475 - acc: 0.7483
Epoch 3/20
20/20 [==============================] - 61s - loss: 2.1842 - acc: 0.6822
Epoch 4/20
20/20 [==============================] - 55s - loss: 1.6089 - acc: 0.7439
Epoch 5/20
20/20 [==============================] - 50s - loss: 1.4220 - acc: 0.7532
Epoch 6/20
20/20 [==============================] - 46s - loss: 1.8194 - acc: 0.6313
Epoch 7/20
20/20 [==============================] - 45s - loss: 1.2417 - acc: 0.7648
Epoch 8/20
20/20 [==============================] - 46s - loss: 1.2862 - acc: 0.7911
Epoch 9/20
20/20 [==============================] - 45s - loss: 1.4306 - acc: 0.7102
Epoch 10/20
20/20 [==============================] - 45s - loss: 1.1640 - acc: 0.8106
Epoch 11/20
20/20 [==============================] - 45s - loss: 1.7805 - acc: 0.6463
Epoch 12/20
20/20 [==============================] - 46s - loss: 1.4626 - acc: 0.7167
Epoch 13/20
20/20 [==============================] - 45s - loss: 0.9658 - acc: 0.8034
Epoch 14/20
20/20 [==============================] - 45s - loss: 1.4806 - acc: 0.7155
Epoch 15/20
20/20 [==============================] - 46s - loss: 1.1805 - acc: 0.8013
Epoch 16/20
20/20 [==============================] - 46s - loss: 1.3589 - acc: 0.7372
Epoch 17/20
20/20 [==============================] - 51s - loss: 1.3243 - acc: 0.7290
Epoch 18/20
20/20 [==============================] - 52s - loss: 1.1608 - acc: 0.7704
Epoch 19/20
20/20 [==============================] - 51s - loss: 1.2211 - acc: 0.7372
Epoch 20/20
20/20 [==============================] - 47s - loss: 0.8725 - acc: 0.7926
Regards, chungfu27