Update training command which is I used to train upconv_7 models.

appendix/train_upconv_7_art.sh

@@ -7,10 +7,11 @@ th convert_data.lua -max_training_image_size 1600
 th train.lua -save_history 1 -scale 2 -model upconv_7 -method scale -model_dir models/test/upconv_7_rev5 -downsampling_filters "Box,Sinc" -test query/pixel-art-small.png -backend cudnn -thread 4 -oracle_rate 0.05
 
 # noise_scale
-th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 0 -model_dir models/test/yuv420_rev2 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev3/scale2.0x_model.t7 -style art 
-th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 1 -model_dir models/test/yuv420_rev2 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev3/scale2.0x_model.t7 -style art 
-th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 2 -model_dir models/test/yuv420_rev2 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev3/scale2.0x_model.t7 -style art 
-th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 3 -model_dir models/test/yuv420_rev2 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev3/scale2.0x_model.t7 -style art -nr_rate 1
+
+th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 0 -model_dir models/test/upconv_7_rev6 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev5/scale2.0x_model.t7 -style art
+th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 1 -model_dir models/test/upconv_7_rev6 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev5/scale2.0x_model.t7 -style art
+th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 2 -model_dir models/test/upconv_7_rev6 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev5/scale2.0x_model.t7 -style art
+th train.lua -save_history 1 -model upconv_7 -method noise_scale -noise_level 3 -model_dir models/test/upconv_7_rev6 -downsampling_filters "Box,Sinc" -test query/noise_test.jpg -backend cudnn -thread 4  -resume models/test/upconv_7_rev5/scale2.0x_model.t7 -style art -nr_rate 1
 
 # noise
 th train.lua -save_history 1 -model vgg_7 -method noise -noise_level 0 -model_dir models/test/yuv420_rev2 -test query/noise_test.jpg -backend cudnn -thread 4 -style art -crop_size 32

appendix/train_upconv_7_photo.sh

@@ -4,13 +4,13 @@
 th convert_data.lua -style photo -data_dir ./data/photo -max_training_image_size 1600
 
 # scale
-th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -data_dir ./data/photo -model_dir models/test/new_photo -test query/machine.png -color rgb -random_unsharp_mask_rate 0.3 -thread 3 -backend cudnn
+th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -data_dir ./data/photo -model_dir models/test/new_photo_rev2 -test query/machine.png -color rgb -random_unsharp_mask_rate 0.3 -thread 3 -backend cudnn -oracle_rate 0.05
 
 # noise_scale
-th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 0 -data_dir ./data/photo -model_dir models/test/new_photo -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 0.3 -resume models/test/new_photo/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
-th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 1 -data_dir ./data/photo -model_dir models/test/new_photo -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 0.3 -resume models/test/new_photo/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
-th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 2 -data_dir ./data/photo -model_dir models/test/new_photo -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 0.6 -resume models/test/new_photo/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
-th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 3 -data_dir ./data/photo -model_dir models/test/new_photo -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 1 -resume models/test/new_photo/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
+th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 0 -data_dir ./data/photo -model_dir models/test/new_photo_rev2 -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 0.3 -resume models/test/new_photo_rev2/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
+th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 1 -data_dir ./data/photo -model_dir models/test/new_photo_rev2 -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 0.3 -resume models/test/new_photo_rev2/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
+th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 2 -data_dir ./data/photo -model_dir models/test/new_photo_rev2 -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 0.6 -resume models/test/new_photo_rev2/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
+th train.lua -save_history 1 -model upconv_7 -downsampling_filters "Box,Sinc,Catrom" -style photo -method noise_scale -noise_level 3 -data_dir ./data/photo -model_dir models/test/new_photo_rev2 -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 1 -resume models/test/new_photo_rev2/scale2.0x_model.t7 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1
 
 # noise
 th train.lua -save_history 1 -model vgg_7 -style photo -method noise -noise_level 0 -data_dir ./data/photo -model_dir models/test/new_photo -test query/bsd500.jpg -color rgb -random_unsharp_mask_rate 0.5 -thread 3 -backend cudnn -nr_rate 0.3 -oracle_rate 0.0 -active_cropping_rate 0 -resize_blur_min 1 -resize_blur_max 1 -crop_size 32