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eliahuhorwitz/DeepSIM

A generative model that manipulates images by editing their primitive representations (edges/segmentations) and reconstructing the image via a learned neural network.

425 stars Python Computer Vision
DeepSIM
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DeepSIM learns to map between a primitive representation of an image (such as edges or segmentation) and the image itself, trained from a single training pair with extensive augmentation including thin-plate-spline transforms. The model enables image manipulation by editing the primitive representation and reconstructing the corresponding image through a conditional GAN architecture, supporting applications like flipping eyebrows, changing object shapes, and converting car types.

Frequently asked

What is eliahuhorwitz/DeepSIM?
A generative model that manipulates images by editing their primitive representations (edges/segmentations) and reconstructing the image via a learned neural network.
Is DeepSIM open source?
Yes — eliahuhorwitz/DeepSIM is an open-source project tracked on heatdrop.
What language is DeepSIM written in?
eliahuhorwitz/DeepSIM is primarily written in Python.
How popular is DeepSIM?
eliahuhorwitz/DeepSIM has 425 stars on GitHub.
Where can I find DeepSIM?
eliahuhorwitz/DeepSIM is on GitHub at https://github.com/eliahuhorwitz/DeepSIM.

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