From 6a13d7935b048171ab4ff8bd63bdad6f86353783 Mon Sep 17 00:00:00 2001
From: ProGamerGov <ProGamerGov@users.noreply.github.com>
Date: Sat, 12 Oct 2019 15:01:12 -0600
Subject: [PATCH] Add files via upload

---
 multires_content2style.sh               | 27 ++++++-----
 multires_style2content.sh               | 27 ++++++-----
 multires_style2content_hist.sh          | 27 ++++++-----
 multires_style2content_hist_large_cp.sh | 60 ++++++++++++++-----------
 4 files changed, 86 insertions(+), 55 deletions(-)

diff --git a/multires_content2style.sh b/multires_content2style.sh
index 3329619..5e6fc0f 100644
--- a/multires_content2style.sh
+++ b/multires_content2style.sh
@@ -1,14 +1,21 @@
 CONTENT_IMAGE=content_image.jpg
 STYLE_IMAGE=style_image.png
 
-INTERPRETER=python
-NEURAL_STYLE=neural_style.py
+INTERPRETER=python3 # Replace with 'th' for neural_style.lua or 'python' for python 2
+SCRIPT=neural_style.py # Replace with 'neural_style.lua' for the original neural-style
+
+NEURAL_STYLE=$INTERPRETER
+NEURAL_STYLE+=" "
+NEURAL_STYLE+=$SCRIPT
+
+# Uncomment if using pip package
+#NEURAL_STYLE=neural-style
 
 
 # Histogram Matching from content image to style image
 python linear-color-transfer.py --target_image $STYLE_IMAGE --source_image $CONTENT_IMAGE --output_image style_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image \
@@ -17,7 +24,7 @@ $INTERPRETER $NEURAL_STYLE \
   -image_size 640 \
   -num_iterations 1500 
   
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image -init_image out1.png \
@@ -26,7 +33,7 @@ $INTERPRETER $NEURAL_STYLE \
   -image_size 768 \
   -num_iterations 1000
  
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image -init_image out2.png \
@@ -35,7 +42,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 500 \
   -output_image out3.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image -init_image out3.png \
@@ -44,7 +51,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out4.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image -init_image out4.png \
@@ -53,7 +60,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out5.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image -init_image out5.png \
@@ -62,7 +69,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out6.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image -init_image out6.png \
@@ -71,7 +78,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out7.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image $CONTENT_IMAGE \
   -style_image style_colored_pca.png \
   -init image -init_image out7.png \
diff --git a/multires_style2content.sh b/multires_style2content.sh
index 8728e60..5e0c325 100644
--- a/multires_style2content.sh
+++ b/multires_style2content.sh
@@ -1,14 +1,21 @@
 CONTENT_IMAGE=content_image.jpg
 STYLE_IMAGE=style_image.png
 
-INTERPRETER=python
-NEURAL_STYLE=neural_style.py
+INTERPRETER=python3 # Replace with 'th' for neural_style.lua or 'python' for python 2
+SCRIPT=neural_style.py # Replace with 'neural_style.lua' for the original neural-style
+
+NEURAL_STYLE=$INTERPRETER
+NEURAL_STYLE+=" "
+NEURAL_STYLE+=$SCRIPT
+
+# Uncomment if using pip package
+#NEURAL_STYLE=neural-style
 
 
 # Histogram Matching from style image to content image
 python linear-color-transfer.py --target_image $CONTENT_IMAGE --source_image $STYLE_IMAGE --output_image content_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image \
@@ -17,7 +24,7 @@ $INTERPRETER $NEURAL_STYLE \
   -image_size 640 \
   -num_iterations 1500 
   
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out1.png \
@@ -26,7 +33,7 @@ $INTERPRETER $NEURAL_STYLE \
   -image_size 768 \
   -num_iterations 1000
  
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out2.png \
@@ -35,7 +42,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 500 \
   -output_image out3.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out3.png \
@@ -44,7 +51,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out4.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out4.png \
@@ -53,7 +60,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out5.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out5.png \
@@ -62,7 +69,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out6.png \
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out6.png \
@@ -71,7 +78,7 @@ $INTERPRETER $NEURAL_STYLE \
   -num_iterations 200 \
   -output_image out7.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out7.png \
diff --git a/multires_style2content_hist.sh b/multires_style2content_hist.sh
index 7ae0394..d6c4f15 100644
--- a/multires_style2content_hist.sh
+++ b/multires_style2content_hist.sh
@@ -1,14 +1,21 @@
 CONTENT_IMAGE=content_image.jpg
 STYLE_IMAGE=style_image.png
 
-INTERPRETER=python
-NEURAL_STYLE=neural_style.py
+INTERPRETER=python3
+SCRIPT=neural_style.py
+
+NEURAL_STYLE=$INTERPRETER
+NEURAL_STYLE+=" "
+NEURAL_STYLE+=$SCRIPT
+
+# Uncomment if using pip package
+#NEURAL_STYLE=neural-style
 
 
 # Histogram Matching from style image to content image
 python linear-color-transfer.py --target_image $CONTENT_IMAGE --source_image $STYLE_IMAGE --output_image content_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image \
@@ -19,7 +26,7 @@ $INTERPRETER $NEURAL_STYLE \
   
 python linear-color-transfer.py --target_image out1.png --source_image $STYLE_IMAGE --output_image out1_hist_colored_pca.png
   
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out1_hist_colored_pca.png \
@@ -30,7 +37,7 @@ $INTERPRETER $NEURAL_STYLE \
  
 python linear-color-transfer.py --target_image out2.png --source_image $STYLE_IMAGE --output_image out2_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out2_hist_colored_pca.png \
@@ -41,7 +48,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out3.png --source_image $STYLE_IMAGE --output_image out3_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out3_hist_colored_pca.png \
@@ -52,7 +59,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out4.png --source_image $STYLE_IMAGE --output_image out4_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out4_hist_colored_pca.png \
@@ -63,7 +70,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out5.png --source_image $STYLE_IMAGE --output_image out5_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out5_hist_colored_pca.png \
@@ -74,7 +81,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out6.png --source_image $STYLE_IMAGE --output_image out6_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out6_hist_colored_pca.png \
@@ -85,7 +92,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out7.png --source_image $STYLE_IMAGE --output_image out7_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out7_hist_colored_pca.png \
diff --git a/multires_style2content_hist_large_cp.sh b/multires_style2content_hist_large_cp.sh
index 6d1bf53..c05330e 100644
--- a/multires_style2content_hist_large_cp.sh
+++ b/multires_style2content_hist_large_cp.sh
@@ -2,17 +2,27 @@
 # wget https://github.com/yihui-he/channel-pruning/releases/download/channel_pruning_5x/channel_pruning.caffemodel
 # wget https://github.com/yihui-he/channel-pruning/releases/download/channel_pruning_5x/channel_pruning.prototxt
 
-CONTENT_IMAGE=content_image.jpg
-STYLE_IMAGE=style_image.png
+# Or you can get the PyTorch model from: https://github.com/ProGamerGov/neural-style-pt/wiki/Other-Models
 
-INTERPRETER=python
-NEURAL_STYLE=neural_style.py
+INTERPRETER=python3 # Replace with 'th' for neural_style.lua or 'python' for python 2
+SCRIPT=neural_style.py # Replace with 'neural_style.lua' for the original neural-style
+
+NEURAL_STYLE=$INTERPRETER
+NEURAL_STYLE+=" "
+NEURAL_STYLE+=$SCRIPT
+
+# Uncomment if using pip package
+#NEURAL_STYLE=neural-style
+
+
+PRUNED_MODEL="-model_file models/channel_pruning"
+# PRUNED_MODEL="$PRUNED_MODEL" # Uncomment for neural_style.lua
 
 
 # Histogram Matching from style image to content image
 python linear-color-transfer.py --target_image $CONTENT_IMAGE --source_image $STYLE_IMAGE --output_image content_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image \
@@ -23,7 +33,7 @@ $INTERPRETER $NEURAL_STYLE \
   
 python linear-color-transfer.py --target_image out1.png --source_image $STYLE_IMAGE --output_image out1_hist_colored_pca.png
   
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out1_hist_colored_pca.png \
@@ -34,7 +44,7 @@ $INTERPRETER $NEURAL_STYLE \
  
 python linear-color-transfer.py --target_image out2.png --source_image $STYLE_IMAGE --output_image out2_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out2_hist_colored_pca.png \
@@ -45,7 +55,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out3.png --source_image $STYLE_IMAGE --output_image out3_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out3_hist_colored_pca.png \
@@ -56,7 +66,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out4.png --source_image $STYLE_IMAGE --output_image out4_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out4_hist_colored_pca.png \
@@ -67,7 +77,7 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out5.png --source_image $STYLE_IMAGE --output_image out5_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out5_hist_colored_pca.png \
@@ -80,7 +90,7 @@ python linear-color-transfer.py --target_image out6.png --source_image $STYLE_IM
 
 # Use the channel pruning model in this step if the image dimensions are too large
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out6_hist_colored_pca.png \
@@ -91,77 +101,77 @@ $INTERPRETER $NEURAL_STYLE \
 
 python linear-color-transfer.py --target_image out7.png --source_image $STYLE_IMAGE --output_image out7_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out7_hist_colored_pca.png \
-  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image -proto_file models/channel_pruning.prototxt -model_file models/channel_pruning.caffemodel -backend cudnn -cudnn_autotune -optimizer adam \
+  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image $PRUNED_MODEL -backend cudnn -cudnn_autotune -optimizer adam \
   -image_size 2048 \
   -num_iterations 200 \
   -output_image out8.png
 
 python linear-color-transfer.py --target_image out8.png --source_image $STYLE_IMAGE --output_image out8_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out8_hist_colored_pca.png \
-  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image -proto_file models/channel_pruning.prototxt -model_file models/channel_pruning.caffemodel -backend cudnn -cudnn_autotune -optimizer adam \
+  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image $PRUNED_MODEL -backend cudnn -cudnn_autotune -optimizer adam \
   -image_size 2432 \
   -num_iterations 200 \
   -output_image out9.png
 
 python linear-color-transfer.py --target_image out9.png --source_image $STYLE_IMAGE --output_image out9_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out9_hist_colored_pca.png \
-  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image -proto_file models/channel_pruning.prototxt -model_file models/channel_pruning.caffemodel -backend cudnn -cudnn_autotune -optimizer adam \
+  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image $PRUNED_MODEL -backend cudnn -cudnn_autotune -optimizer adam \
   -image_size 2560 \
   -num_iterations 200 \
   -output_image out10.png
 
 python linear-color-transfer.py --target_image out10.png --source_image $STYLE_IMAGE --output_image out10_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out10_hist_colored_pca.png \
-  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image -proto_file models/channel_pruning.prototxt -model_file models/channel_pruning.caffemodel -backend cudnn -cudnn_autotune -optimizer adam \
+  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image $PRUNED_MODEL -backend cudnn -cudnn_autotune -optimizer adam \
   -image_size 2816 \
   -num_iterations 200 \
   -output_image out11.png
 
 python linear-color-transfer.py --target_image out11.png --source_image $STYLE_IMAGE --output_image out11_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out11_hist_colored_pca.png \
-  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image -proto_file models/channel_pruning.prototxt -model_file models/channel_pruning.caffemodel -backend cudnn -cudnn_autotune -optimizer adam \
+  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image $PRUNED_MODEL -backend cudnn -cudnn_autotune -optimizer adam \
   -image_size 2944 \
   -num_iterations 200 \
   -output_image out12.png
 
 python linear-color-transfer.py --target_image out12.png --source_image $STYLE_IMAGE --output_image out12_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out12_hist_colored_pca.png \
-  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image -proto_file models/channel_pruning.prototxt -model_file models/channel_pruning.caffemodel -backend cudnn -cudnn_autotune -optimizer adam \
+  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image $PRUNED_MODEL -backend cudnn -cudnn_autotune -optimizer adam \
   -image_size 3328 \
   -num_iterations 200 \
   -output_image out13.png
 
 python linear-color-transfer.py --target_image out13.png --source_image $STYLE_IMAGE --output_image out13_hist_colored_pca.png
 
-$INTERPRETER $NEURAL_STYLE \
+$NEURAL_STYLE \
   -content_image content_colored_pca.png \
   -style_image $STYLE_IMAGE \
   -init image -init_image out13_hist_colored_pca.png \
-  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image -proto_file models/channel_pruning.prototxt -model_file models/channel_pruning.caffemodel -backend cudnn -cudnn_autotune -optimizer adam \
+  -tv_weight 0 -seed 876 -save_iter 0 -print_iter 50 -init image $PRUNED_MODEL -backend cudnn -cudnn_autotune -optimizer adam \
   -image_size 3400 \
   -num_iterations 200 \
   -output_image out14.png