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The differing representation spaces required for visual understanding and generation pose a challenge in unifying them within the autoregressive paradigm of large language models. A vision tokenizer trained for reconstruction excels at…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Wei Song , Yuran Wang , Zijia Song , Yadong Li , Zenan Zhou , Long Chen , Jianhua Xu , Jiaqi Wang , Kaicheng Yu

Image tracing is a foundational component of the workflow in graphic design, engineering, and computer animation, linking hand-drawn concept images to collections of smooth curves needed for geometry processing and editing. Even for clean…

图形学 · 计算机科学 2018-09-07 Mikhail Bessmeltsev , Justin Solomon

Font design is now still considered as an exclusive privilege of professional designers, whose creativity is not possessed by existing software systems. Nevertheless, we also notice that most commercial font products are in fact manually…

计算机视觉与模式识别 · 计算机科学 2020-05-19 Yizhi Wang , Yue Gao , Zhouhui Lian

As font is one of the core design concepts, automatic font identification and similar font suggestion from an image or photo has been on the wish list of many designers. We study the Visual Font Recognition (VFR) problem, and advance the…

计算机视觉与模式识别 · 计算机科学 2015-07-14 Zhangyang Wang , Jianchao Yang , Hailin Jin , Eli Shechtman , Aseem Agarwala , Jonathan Brandt , Thomas S. Huang

Automatic generation of high-quality Chinese fonts from a few online training samples is a challenging task, especially when the amount of samples is very small. Existing few-shot font generation methods can only synthesize low-resolution…

计算机视觉与模式识别 · 计算机科学 2022-10-14 Yitian Liu , Zhouhui Lian

Generating a new font library is a very labor-intensive and time-consuming job for glyph-rich scripts. Despite the remarkable success of existing font generation methods, they have significant drawbacks; they require a large number of…

计算机视觉与模式识别 · 计算机科学 2020-07-17 Junbum Cha , Sanghyuk Chun , Gayoung Lee , Bado Lee , Seonghyeon Kim , Hwalsuk Lee

Dramatic advances in generative models have resulted in near photographic quality for artificially rendered faces, animals and other objects in the natural world. In spite of such advances, a higher level understanding of vision and imagery…

计算机视觉与模式识别 · 计算机科学 2019-04-05 Raphael Gontijo Lopes , David Ha , Douglas Eck , Jonathon Shlens

Virtual Try-On technology has garnered significant attention for its potential to transform the online fashion retail experience by allowing users to visualize how garments would look on them without physical trials. While recent advances…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Minh Tran , Johnmark Clements , Annie Prasanna , Tri Nguyen , Ngan Le

Deep image generation is becoming a tool to enhance artists and designers creativity potential. In this paper, we aim at making the generation process more structured and easier to interact with. Inspired by vector graphics systems, we…

计算机视觉与模式识别 · 计算机科学 2019-07-09 Othman Sbai , Camille Couprie , Mathieu Aubry

Unsupervised disentanglement of content and transformation is significantly important for analyzing shape-focused scientific image datasets, given their efficacy in solving downstream image-based shape-analyses tasks. The existing relevant…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Mostofa Rafid Uddin , Min Xu

Few-shot font generation is challenging, as it needs to capture the fine-grained stroke styles from a limited set of reference glyphs, and then transfer to other characters, which are expected to have similar styles. However, due to the…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Mingshuai Yao , Yabo Zhang , Xianhui Lin , Xiaoming Li , Wangmeng Zuo

Chinese vector font generation is challenging due to the complex structure and huge amount of Chinese characters. Recent advances remain limited to generating a small set of characters with simple structure. In this work, we first observe…

计算机视觉与模式识别 · 计算机科学 2024-04-11 Jinyu Song , Weitao You , Shuhui Shi , Shuxuan Guo , Lingyun Sun , Wei Wang

Designing fonts for Chinese characters is highly labor-intensive and time-consuming. While the latest methods successfully generate the English alphabet vector font, despite the high demand for automatic font generation, Chinese vector font…

计算机视觉与模式识别 · 计算机科学 2022-06-22 Haruka Aoki , Kiyoharu Aizawa

Automatic artistic text generation is an emerging topic which receives increasing attention due to its wide applications. The artistic text can be divided into three components, content, font, and texture, respectively. Existing artistic…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Qirui Huang , Bin Fu , Aozhong Zhang , Yu Qiao

In contrast to the well-established technique of rasterization, vectorization of images poses a significant challenge in the field of computer graphics. Recent learning-based methods for converting raster images to vector formats frequently…

计算机视觉与模式识别 · 计算机科学 2024-10-22 Qi Bing , Chaoyi Zhang , Weidong Cai

Vector Quantization (VQ) techniques face significant challenges in codebook utilization, limiting reconstruction fidelity in image modeling. We introduce a Dual Codebook mechanism that effectively addresses this limitation by partitioning…

Font synthesis has been a very active topic in recent years because manual font design requires domain expertise and is a labor-intensive and time-consuming job. While remarkably successful, existing methods for font synthesis have major…

计算机视觉与模式识别 · 计算机科学 2022-05-16 Ammar Ul Hassan Muhammad , Jaeyoung Choi

In the field of computer graphics, the use of vector graphics, particularly Scalable Vector Graphics (SVG), represents a notable development from traditional pixel-based imagery. SVGs, with their XML-based format, are distinct in their…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Tong Zhang , Haoyang Liu , Peiyan Zhang , Yuxuan Cheng , Haohan Wang

Artistic font generation aims to synthesize stylized glyphs based on a reference style. However, existing approaches suffer from limited style diversity and coarse control. In this work, we explore the potential of element-driven artistic…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Wuyang Luo , Chengkai Tan , Chang Ge , Binye Hong , Su Yang , Yongjiu Ma

Colour controlled image generation and manipulation are of interest to artists and graphic designers. Vector Quantised Variational AutoEncoders (VQ-VAEs) with autoregressive (AR) prior are able to produce high quality images, but lack an…

计算机视觉与模式识别 · 计算机科学 2023-05-31 Keerth Rathakumar , David Liebowitz , Christian Walder , Kristen Moore , Salil S. Kanhere