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| # To run this script you'll need to download the ultra-high res | |
| # scan of Starry Night from the Google Art Project, using this command: | |
| # wget -c https://upload.wikimedia.org/wikipedia/commons/e/ea/Van_Gogh_-_Starry_Night_-_Google_Art_Project.jpg -O starry_night_gigapixel.jpg | |
| # Or you can manually download the image from here: https://commons.wikimedia.org/wiki/File:Van_Gogh_-_Starry_Night_-_Google_Art_Project.jpg | |
| STYLE_IMAGE=starry_night_gigapixel.jpg | |
| CONTENT_IMAGE=examples/inputs/hoovertowernight.jpg | |
| STYLE_WEIGHT=5e2 | |
| STYLE_SCALE=1.0 | |
| STYLE_WEIGHT2=2500 # Style weight for image size 2048 and above | |
| PYTHON=python3 # Change to Python if using Python 2 | |
| SCRIPT=neural_style.py | |
| GPU=0 | |
| NEURAL_STYLE=$PYTHON | |
| NEURAL_STYLE+=" " | |
| NEURAL_STYLE+=$SCRIPT | |
| # Uncomment if using pip package | |
| #NEURAL_STYLE=neural-style | |
| $NEURAL_STYLE \ | |
| -content_image $CONTENT_IMAGE \ | |
| -style_image $STYLE_IMAGE \ | |
| -style_scale $STYLE_SCALE \ | |
| -print_iter 1 \ | |
| -style_weight $STYLE_WEIGHT \ | |
| -image_size 256 \ | |
| -output_image out1.png \ | |
| -tv_weight 0 \ | |
| -gpu $GPU \ | |
| -backend cudnn -cudnn_autotune | |
| $NEURAL_STYLE \ | |
| -content_image $CONTENT_IMAGE \ | |
| -style_image $STYLE_IMAGE \ | |
| -init image -init_image out1.png \ | |
| -style_scale $STYLE_SCALE \ | |
| -print_iter 1 \ | |
| -style_weight $STYLE_WEIGHT \ | |
| -image_size 512 \ | |
| -num_iterations 500 \ | |
| -output_image out2.png \ | |
| -tv_weight 0 \ | |
| -gpu $GPU \ | |
| -backend cudnn -cudnn_autotune | |
| $NEURAL_STYLE \ | |
| -content_image $CONTENT_IMAGE \ | |
| -style_image $STYLE_IMAGE \ | |
| -init image -init_image out2.png \ | |
| -style_scale $STYLE_SCALE \ | |
| -print_iter 1 \ | |
| -style_weight $STYLE_WEIGHT \ | |
| -image_size 1024 \ | |
| -num_iterations 200 \ | |
| -output_image out3.png \ | |
| -tv_weight 0 \ | |
| -gpu $GPU \ | |
| -backend cudnn -cudnn_autotune | |
| $NEURAL_STYLE \ | |
| -content_image $CONTENT_IMAGE \ | |
| -style_image $STYLE_IMAGE \ | |
| -init image -init_image out3.png \ | |
| -style_scale $STYLE_SCALE \ | |
| -print_iter 1 \ | |
| -style_weight $STYLE_WEIGHT2 \ | |
| -image_size 2048 \ | |
| -num_iterations 200 \ | |
| -output_image out4.png \ | |
| -tv_weight 0 \ | |
| -gpu $GPU \ | |
| -backend cudnn | |
| $NEURAL_STYLE \ | |
| -content_image $CONTENT_IMAGE \ | |
| -style_image $STYLE_IMAGE \ | |
| -init image -init_image out4.png \ | |
| -style_scale $STYLE_SCALE \ | |
| -print_iter 1 \ | |
| -style_weight $STYLE_WEIGHT2 \ | |
| -image_size 2350 \ | |
| -num_iterations 200 \ | |
| -output_image out5.png \ | |
| -tv_weight 0 \ | |
| -gpu $GPU \ | |
| -backend cudnn -optimizer adam | |