diff --git a/train.sh b/train.sh
index 134b910..1854c7d 100755
--- a/train.sh
+++ b/train.sh
@@ -2,6 +2,7 @@
 
 th convert_data.lua
 
-th train.lua -method scale -model_dir models/anime_style_art_rgb -test images/miku_small.png -thread 4
-th train.lua -method noise -noise_level 1 -style art -model_dir models/anime_style_art_rgb -test images/miku_noisy.png -thread 4
-th train.lua -method noise -noise_level 2 -style art -model_dir models/anime_style_art_rgb -test images/miku_noisy.png -thread 4
+th train.lua -method scale -model_dir models/anime_style_art_rgb -test images/miku_small.png # -thread 4 -backend cudnn
+th train.lua -method noise -noise_level 1 -style art -model_dir models/anime_style_art_rgb -test images/miku_noisy.png
+th train.lua -method noise -noise_level 2 -style art -model_dir models/anime_style_art_rgb -test images/miku_noisy.png
+th train.lua -method noise -noise_level 3 -style art -model_dir models/anime_style_art_rgb -test images/miku_noisy.png -nr_rate 1
diff --git a/train_photo.sh b/train_photo.sh
index c4094e4..763f28b 100755
--- a/train_photo.sh
+++ b/train_photo.sh
@@ -2,8 +2,7 @@
 
 th convert_data.lua -style photo -data_dir ./data/photo -model_dir models/photo
 
-th train.lua -style photo -method scale -data_dir ./data/photo -model_dir models/photo -test work/scale_test_photo.png -color rgb -thread 4 -backend cudnn -random_unsharp_mask_rate 0.1 -validation_crops 160
-
-th train.lua -style photo -method noise -noise_level 1 -data_dir ./data/photo -model_dir models/photo -test work/noise_test_photo.jpg -color rgb -thread 4 -backend cudnn -random_unsharp_mask_rate 0.5 -validation_crops 160 -nr_rate 0.6 -epoch 33
-
-th train.lua -style photo -method noise -noise_level 2 -data_dir ./data/photo -model_dir models/photo -test work/noise_test_photo.jpg -color rgb -thread 4 -backend cudnn -random_unsharp_mask_rate 0.5 -validation_crops 160 -nr_rate 0.8 -epoch 38
+th train.lua -style photo -method scale -data_dir ./data/photo -model_dir models/photo -test work/scale_test_photo.png -color rgb -random_unsharp_mask_rate 0.1 #-thread 4 -backend cudnn 
+th train.lua -style photo -method noise -noise_level 1 -data_dir ./data/photo -model_dir models/photo -test work/noise_test_photo.jpg -color rgb -random_unsharp_mask_rate 0.5 -nr_rate 0.6
+th train.lua -style photo -method noise -noise_level 2 -data_dir ./data/photo -model_dir models/photo -test work/noise_test_photo.jpg -color rgb -random_unsharp_mask_rate 0.5 -nr_rate 0.8
+th train.lua -style photo -method noise -noise_level 3 -data_dir ./data/photo -model_dir models/photo -test work/noise_test_photo.jpg -color rgb -random_unsharp_mask_rate 0.5 -nr_rate 1