Shypd.aiThe largest open index of AI toolsDeepSVG is an open-source PyTorch library for deep learning with SVG data, enabling hierarchical generative networks for vector graphics animation. It provides tools for parsing, converting, simplifying, and augmenting SVG files for deep learning applications.
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DeepSVG is the official code for the paper "DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation," offering a comprehensive PyTorch library for deep learning with SVG data. This tool allows users to parse SVG files, convert basic shapes and commands, and simplify paths using advanced algorithms. It supports data augmentation through translation, scaling, and rotation, and facilitates conversion to PyTorch tensor format. DeepSVG also includes utilities for drawing and exporting to GIF animations, along with experimental differentiable SVG shape optimization. The repository provides training code, a dataset, and a graphical user interface for visualizing models and creating 2D animations, making it a powerful resource for researchers and developers in vector graphics and AI.
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