Deepfake gastrointestinal tract image generator.
Project description
deepfake-gitract
Generate deepfake-gitract images.
Installation
Use the package manager pip to install deepfake-gitract.
pip install deepfake-gitract
Usage
Run on CPU (default setting)
TBA - You have to have a NVIDIA GPU to run this package. We are working on CPU version.
Run on GPU - generation process
import deepfake_gitract
deepfake_gitract.generate(name, result_dir, checkpoint_dir, num_img_per_tile, num_of_outputs, trunc_psi=0.75):
""" Generate deepfake Gastrointestinal tract images.
Keyword arguments:
name -- Any name to keep trac of generations
result_dir -- A directory to save output
checkpoint_dir -- A directory to download pre-trained checkpoints
num_img_per_tile -- Number of images per dimenstion of the grid
num_of_outputs -- Number of outputs to generate
trunc_psi -- value between 0.5 and 1.0 (default 0.75)
"""
Run on GPU - to generate interpolations between random points
deepfake_gitract. generate_interpolation(name, result_dir, checkpoint_dir, num_img_per_tile, num_of_outputs, num_of_steps_to_interpolate, save_frames, trunc_psi=0.75):
""" Generate deepfake Gastrointestinal tract images.
Keyword arguments:
name -- Any name to keep trac of generations
result_dir -- A directory to save output
checkpoint_dir -- A directory to download pre-trained checkpoints
num_img_per_tile -- Number of images per dimenstion of the grid
num_of_outputs -- Number of outputs to generate
num_of_steps_to_interpolate -- Number of step between two random points
save_frames -- True if you want frame by frame, otherwise .gif will be generated
trunc_psi -- value between 0.5 and 1.0 (default 0.75)
"""
Contributing
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.
Please make sure to update tests as appropriate.
For more details:
Please contact: vajira@simula.no, michael@simula.no
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