ProGamerGov

#This script performs the linear color transfer step that 
#leongatys/NeuralImageSynthesis' Scale Control code performs.
#https://github.com/leongatys/NeuralImageSynthesis/blob/master/ExampleNotebooks/ScaleControl.ipynb
import scipy
import h5py
import skimage
import os
from skimage import io,transform,img_as_float
from skimage.io import imread,imsave
from collections import OrderedDict

ProGamerGov

require 'torch'
require 'nn'
require 'image'
require 'optim'

require 'loadcaffe'


local cmd = torch.CmdLine()

ProGamerGov

# Standalone version of the Matting Laplacian code from here: https://github.com/martinbenson/deep-photo-styletransfer
# Usage: python3 laplacian.py -in_dir <directory> -lap_dir <directory> -width <value>
# Install the depdendencies with: pip3 install numpy scipy Pillow
# This script is intended for use with artistic style transfer neural networks, and Deep Photo Style Transfer.

import argparse
import glob
import os
import shutil
import multiprocessing

ProGamerGov

-- modified version of @jcjohnson's neural-style
-- by @htoyryla 14 May 2017
-- allows exploring th effect of giving emphasis to specific channel(s) in a style layer
-- use -style_layers to select layer as usual, using a single layer is recommended
-- -style_channels to specify one or more channels to be given emphasis, other channels will be attenuated
-- if a channel does not exist in a layer, it is ignored and given a warning
-- note: if multiple style layers are used, style_channels setting affects both

require 'torch'
require 'nn'

ProGamerGov

require 'torch'
require 'nn'
require 'image'
require 'optim'

require 'loadcaffe'


local cmd = torch.CmdLine()

ProGamerGov

-- Original DeepDream code by github.com/jcjohnson
-- Simaltaneous DeepDream and style transfer modifications by github.com/ProGamerGov

-- The FC layers as content layers feature, and the label file features come from: 
-- github.com/htoyryla's gist.github.com/htoyryla/806ca4d978f0528114282cd00022ad71
-- Indepdent layer weights from: https://github.com/htoyryla/neural-style/blob/master/neural_style.lua 

-- Torch model and architecture support from https://github.com/szagoruyko/neural-style/tree/torch

-- Matting laplacian code from: github.com/martinbenson/deep-photo-styletransfer/

ProGamerGov

-- Original DeepDream code by github.com/jcjohnson
-- Simaltaneous DeepDream and style transfer modifications by github.com/ProGamerGov

-- The FC layers as content layers feature, and the label file features come from: 
-- github.com/htoyryla's gist.github.com/htoyryla/806ca4d978f0528114282cd00022ad71
-- Indepdent layer weights from: https://github.com/htoyryla/neural-style/blob/master/neural_style.lua 

-- Torch model and architecture support from https://github.com/szagoruyko/neural-style/tree/torch
-- A script like this one is requires for making Torch models compatible: https://gist.github.com/szagoruyko/8828e09cc4687afd324d

ProGamerGov

-- Original DeepDream code by github.com/jcjohnson
-- Simaltaneous DeepDream and style transfer modifications by github.com/ProGamerGov

-- The FC layers as content layers feature, and the label file features come from: 
-- github.com/htoyryla's gist.github.com/htoyryla/806ca4d978f0528114282cd00022ad71 

-- Torch model and architecture support from https://github.com/szagoruyko/neural-style/tree/torch

require 'torch'
require 'nn'

ProGamerGov

extern "C" {
	#include "lua.h"
	#include "lualib.h"
	#include "lauxlib.h"
}

#include "luaT.h"
#include "THC.h"

#include <stdio.h>

ProGamerGov

-- Matting laplacian code from: github.com/martinbenson/deep-photo-styletransfer/
-- Generate the laplacian with: https://gist.github.com/ProGamerGov/290f26afccc5e013d1a8425ef6a594f2
-- More details can be found in this gist: https://gist.github.com/ProGamerGov/d3988b914c92220ae45aa5bb1e31d6a7
-- The original Neural Style code can be found here: https://github.com/jcjohnson/neural-style

require 'torch'
require 'nn'
require 'image'
require 'optim'