Thirteenth Release: Default Histogram Loss

Features

• Improved quality around the edges with circular upscaling.
• Default is now histogram loss for performance.
• Maintenance fixes and upgrades.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Twelfth Release: Solver Improvements

Features

• Support for alpha channels in the solver(s).
• Preview of Repair and Expand commands.
• New sequential solver that operates critic-wise.
• Command-line arguments for model and layers.
• Mashup command works with different image sizes.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Eleventh Release: Patch Variety

Features

• Matcher includes feature variety parameter.
• Add quality parameter, estimate convergence progress.
• Improve robustness of matching code.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Tenth Release: Mashup, Enhance, Remake

Features

• New commands for Mashup and Enhance.
• Improved the Remake command.
• Better defaults for API and command-line arguments.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Ninth Release: Command Structure

Features

• Restructure API and command-line to expose commands.
• Added new commands for Remix and Remake.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Eighth Release: Quality & Robustness

Features

• Improve reliability of LBFGS with gradient dampening and restarts.
• Boost quality of the patch-based critic, tuning of parameters.
• Reduce computational cost and bandwidth of notebook visuals.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Seventh Release: Interactive Demo

Features

• Interactive display of synthesis in notebooks.
• Reliable support for widgets in Collab via throttling.
• Stability improvements for the optimization.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Sample Images

License

• Sample images released under CC BY-NC-SA.

Sixth Release: Notebook Support

Features

• Widget to display result of synthesis in Jupyter notebooks.
• Widget to show upload widget and collect images in notebooks.
• Update to API to improve notebook interface.
• First implementation of sliced wasserstein histogram loss.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.

Fifth Release: Programmatic API

Features

• Simplified programmatic API that can be used from Python easily.
• Enabled faster patch correspondence computation.
• Improved initialization of the seed image for extra performance and stability.
• Reliability improvements and better reporting of possible problems.

License

• Code released under the AGPLv3.
• Models released as CC BY-NC-SA.
• Sample images also CC BY-NC-SA.