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https://github.com/kesara/deepdreamer
Easy to configure Python program that make use of Google's DeepDream.
https://github.com/kesara/deepdreamer
ai art artificial-intelligence deepdream hacktoberfest python
Last synced: about 2 months ago
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Easy to configure Python program that make use of Google's DeepDream.
- Host: GitHub
- URL: https://github.com/kesara/deepdreamer
- Owner: kesara
- License: gpl-3.0
- Created: 2015-07-06T08:12:11.000Z (over 9 years ago)
- Default Branch: master
- Last Pushed: 2018-08-24T23:25:43.000Z (over 6 years ago)
- Last Synced: 2024-11-15T20:38:55.823Z (2 months ago)
- Topics: ai, art, artificial-intelligence, deepdream, hacktoberfest, python
- Language: Python
- Homepage: https://deepdreamer.fq.nz/
- Size: 57.6 KB
- Stars: 211
- Watchers: 13
- Forks: 42
- Open Issues: 14
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG
- License: LICENSE
Awesome Lists containing this project
README
# [Deep Dreamer](https://deepdreamer.fq.nz/)
Easy to configure Python program that make use of [Google's DeepDream](https://github.com/google/deepdream/)* [Requirements](#requirements)
* [Installation](#installation)
* [Usage](#usage)
* [Configuration options](#configuration-options)
* [Examples](#examples)## Requirements
* Python 3
* [NumPy](https://pypi.python.org/pypi/numpy)
* [SciPy](https://pypi.python.org/pypi/scipy/)
* [Pillow](https://pypi.python.org/pypi/Pillow/)
* [Caffe](http://caffe.berkeleyvision.org/)
* [FFmpeg](https://www.ffmpeg.org/) (Optional, required for videos.)## Installation
1. Install [NumPy](https://pypi.python.org/pypi/numpy), [SciPy](https://pypi.python.org/pypi/scipy/), [Pillow](https://pypi.python.org/pypi/Pillow/) and [Caffe](http://caffe.berkeleyvision.org/). *On Ubuntu 17.10 installing caffe will usually install all other dependencies.*
2. Clone this project. `git clone https://github.com/kesara/deepdreamer.git`
3. Go to project directory. `cd deepdeamer`
4. Download **deploy.prototxt** from [bvlc_googlenet](https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet) into the project directory.
5. Add line `force_backward: true` to **deploy.prototxt** file.
6. Download **bvlc_googlenet.caffemodel** from [bvlc_googlenet](https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet) into the project directory.
7. (Optional) Download MIT's "Places" neural net, download the **Places205-GoogLeNet** from [their website](http://places.csail.mit.edu/downloadCNN.html). 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:
imageoptional 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
![Deepdream](https://i.imgur.com/Auikelk.jpg)
![Deepdream](https://i.imgur.com/Ox1B8wf.gif)
![Deepdream](https://i.imgur.com/llUZ7Ll.gif)
![Deepdream](https://i.imgur.com/41GVLNC.gif)