Improving Image Tracing with Convolutional Autoencoders by High-Pass Filter Preprocessing
Abstract
The process of transforming a raster image into a vector representation is known as image tracing. This study looks into several processing methods that include high-pass filtering, autoencoding, and vectorization to extract an abstract representation of an image. According to the findings, rebuilding an image with autoencoders, high-pass filtering it, and then vectorizing it can represent the image more abstractly while increasing the effectiveness of the vectorization process.
- Publication:
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arXiv e-prints
- Pub Date:
- June 2023
- DOI:
- 10.48550/arXiv.2306.09039
- arXiv:
- arXiv:2306.09039
- Bibcode:
- 2023arXiv230609039B
- Keywords:
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- Computer Science - Computer Vision and Pattern Recognition
- E-Print:
- IARIA Journal on Advances in Software, ISSN: 1942-2628, vol. 15, pp. 141-151, 2022