DL之CycleGAN：基于TF利用CycleGAN模型對apple2orange數據集實現圖像轉換—訓練&測試過程全記錄

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目錄

apple2orange數據集

輸出結果

訓練&測試過程全記錄

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apple2orange數據集

1、數據集下載：https://people.eecs.berkeley.edu/~taesung_park/CycleGAN/datasets/apple2orange.zip

2、數據集展示

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輸出結果

1、SCALARS

輸入與輸出
Learning rate、Loss

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2、IMAGES

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3、GRAPHS

4、DISTRIBUTIONS

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訓練&測試過程全記錄

1、

2018-10-09 22:02:51.396724: W tensorflow/core/framework/allocator.cc:113] Allocation of 822083584 exceeds 10% of system memory. 2018-10-09 22:02:51.396724: W tensorflow/core/framework/allocator.cc:113] Allocation of 822083584 exceeds 10% of system memory. 2018-10-09 22:03:00.267249: W tensorflow/core/framework/allocator.cc:113] Allocation of 822083584 exceeds 10% of system memory. 2018-10-09 22:03:03.406296: W tensorflow/core/framework/allocator.cc:113] Allocation of 822083584 exceeds 10% of system memory. 2018-10-09 22:03:04.851590: W tensorflow/core/framework/allocator.cc:113] Allocation of 822083584 exceeds 10% of system memory.第一次 INFO:root:-----------Step 0:------------- INFO:root: G_loss : 16.109222412109375 INFO:root: D_Y_loss : 2.2684788703918457 INFO:root: F_loss : 16.630470275878906 INFO:root: D_X_loss : 2.722561836242676 INFO:root:Model saved in file: checkpoints/20181009-2201/model.ckpt-0……第二次 2018-10-09-24：00 ~ 10-10-07-30 INFO:root:-----------Step 0:------------- INFO:root: G_loss : 15.09631061553955 INFO:root: D_Y_loss : 2.054762601852417 INFO:root: F_loss : 15.429546356201172 INFO:root: D_X_loss : 1.5412709712982178 INFO:root:Model saved in file: checkpoints/20181009-2349/model.ckpt-0 INFO:root:-----------Step 100:------------- INFO:root: G_loss : 11.179760932922363 INFO:root: D_Y_loss : 0.2794855833053589 INFO:root: F_loss : 11.133889198303223 INFO:root: D_X_loss : 0.4493861794471741 INFO:root:-----------Step 200:------------- INFO:root: G_loss : 7.770391464233398 INFO:root: D_Y_loss : 0.21000759303569794 INFO:root: F_loss : 7.941715717315674 INFO:root: D_X_loss : 0.20347760617733002 INFO:root:-----------Step 300:------------- INFO:root: G_loss : 6.762332439422607 INFO:root: D_Y_loss : 0.16613411903381348 INFO:root: F_loss : 6.651090621948242 INFO:root: D_X_loss : 0.17436569929122925 ……

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總結

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