Deep Dreamer
Easy to configure Python program that make use of Google’s DeepDream
Requirements
Installation
- Install NumPy, SciPy, Pillow and Caffe. On Ubuntu 17.10 installing caffe will usually install all other dependencies.
- Clone this project.
git clone https://github.com/kesara/deepdreamer.git - Go to project directory.
cd deepdeamer - Download deploy.prototxt from bvlc_googlenet into the project directory.
- Add line
force_backward: trueto deploy.prototxt file. - Download bvlc_googlenet.caffemodel from bvlc_googlenet into the project directory.
- (Optional) Download MIT’s “Places” neural net, download the Places205-GoogLeNet from their website. You need the deploy_places205.protxt and googlelet_places205_train_iter_2400000.caffemodel files from the archive.
Usage
- Just deep dreaming
python3 deepdreamer.py image.jpg - Create a deepdream gif
python3 deepdreamer.py --gif true image.jpg - Create a deepdream video (requires ffmpeg)
python3 deepdreamer.py --video video.mp4
Configuration options
usage: deepdreamer.py [-h] [--zoom {true,false}] [--scale SCALE]
[--dreams DREAMS] [--itern ITERN] [--octaves OCTAVES]
[--octave-scale OCTAVE_SCALE] [--layers LAYERS]
[--clip {true,false}] [--gpuid GPUID]
[--network {bvlc_googlenet,googlenet_place205}]
[--gif {true,false}] [--reverse {true,false}]
[--duration DURATION] [--loop {true,false}]
[--framerate FRAMERATE] [--list-layers] [--video VIDEO]
[image]
positional arguments:
image
optional arguments:
-h, --help show this help message and exit
--gpuid GPUID enable GPU with id GPUID (default: disabled)
--zoom {true,false} zoom dreams (default: true)
--scale SCALE scale coefficient for zoom (default: 0.05)
--dreams DREAMS number of images (default: 100)
--itern ITERN dream iterations (default: 10)
--octaves OCTAVES dream octaves (default: 4)
--octave-scale OCTAVE_SCALE
dream octave scale (default: 1.4)
--layers LAYERS dream layers (default: inception_4c/output)
--clip {true,false} clip dreams (default: true)
--network {bvlc_googlenet,googlenet_place205}
choose the network to use (default: bvlc_googlenet)
--gif {true,false} make a gif (default: false)
--reverse {true,false}
make a reverse gif (default: false)
--duration DURATION gif frame duration in seconds (default: 0.1)
--loop {true,false} enable gif loop (default: false)
--framerate FRAMERATE
framerate for video (default: 24)
--list-layers list layers
--video VIDEO video file
Examples
