Contour Completion by Transformers and Its Application to Vector Font Data
Not on the map. Why?
Abstract (arXiv)
In documents and graphics, contours are a popular format to describe specific shapes. For example, in the True Type Font (TTF) file format, contours describe vector outlines of typeface shapes. Each contour is often defined as a sequence of points. In this paper, we tackle the contour completion task. In this task, the input is a contour sequence with missing points, and the output is a generated completed contour. This task is more difficult than image completion because, for images, the missing pixels are indicated. Since there is no such indication in the contour completion task, we must solve the problem of missing part detection and completion simultaneously. We propose a Transformer-based method to solve this problem and show the results of the typeface contour completion.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 16 of its 20 references that are in the map. First posted on arXiv 27 Apr 2023.
Builds on
16 of 20 references.
References · 16
- 2017Attention Is All You Needcited by 60,361
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
- 2014Adam: A Method for Stochastic Optimizationcited by 37,240
- 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,372
- 2020Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecastingcited by 2,169
- 2021Transformers in Vision: A Surveycited by 1,013
- 2019Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecastingcited by 607
- 2022Transformers in Time Series: A Surveycited by 497
- 2020DeepSVG: A Hierarchical Generative Network for Vector Graphics Animationcited by 159
- 2021Im2Vec: Synthesizing Vector Graphics without Vector Supervisioncited by 116
- 2019A Learned Representation for Scalable Vector Graphicscited by 91
- 2019STEFANN: Scene Text Editor using Font Adaptive Neural Networkcited by 47
4 more
- 2021A Multi-Implicit Neural Representation for Fontscited by 21
- 2019A Deep Factorization of Style and Structure in Fontscited by 15
- 2021Scalable Font Reconstruction with Dual Latent Manifoldscited by 4
- 2022TrueType Transformer: Character and Font Style Recognition in Outline Formatcited by 1
Built on by
Citing papers per year: 2024: 1; 2025: 1.
2 papers.