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Large Language Models (LLMs) and Multimodal LLMs have shown promising capabilities for SVG processing, yet existing benchmarks suffer from limited real-world coverage, lack of complexity stratification, and fragmented evaluation paradigms.…

计算机视觉与模式识别 · 计算机科学 2025-06-04 Siqi Chen , Xinyu Dong , Haolei Xu , Xingyu Wu , Fei Tang , Hang Zhang , Yuchen Yan , Linjuan Wu , Wenqi Zhang , Guiyang Hou , Yongliang Shen , Weiming Lu , Yueting Zhuang

Recent progress in diffusion-based visual generation has largely relied on latent diffusion models with variational autoencoders (VAEs). While effective for high-fidelity synthesis, this VAE+diffusion paradigm suffers from limited training…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Minglei Shi , Haolin Wang , Wenzhao Zheng , Ziyang Yuan , Xiaoshi Wu , Xintao Wang , Pengfei Wan , Jie Zhou , Jiwen Lu

Vector quantization (VQ) is a key technique in high-resolution and high-fidelity image synthesis, which aims to learn a codebook to encode an image with a sequence of discrete codes and then generate an image in an auto-regression manner.…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Guotao Liang , Baoquan Zhang , Yaowei Wang , Xutao Li , Yunming Ye , Huaibin Wang , Chuyao Luo , Kola Ye , linfeng Luo

We introduce STAR, a text-to-image model that employs a scale-wise auto-regressive paradigm. Unlike VAR, which is constrained to class-conditioned synthesis for images up to 256$\times$256, STAR enables text-driven image generation up to…

计算机视觉与模式识别 · 计算机科学 2025-02-20 Xiaoxiao Ma , Mohan Zhou , Tao Liang , Yalong Bai , Tiejun Zhao , Biye Li , Huaian Chen , Yi Jin

Sign Language Video Generation (SLVG) seeks to generate identity-preserving sign language videos from spoken language texts. Existing methods primarily rely on the single coarse condition (\eg, skeleton sequences) as the intermediary to…

计算机视觉与模式识别 · 计算机科学 2025-11-07 Cong Wang , Zexuan Deng , Zhiwei Jiang , Yafeng Yin , Fei Shen , Zifeng Cheng , Shiping Ge , Shiwei Gan , Qing Gu

Scalable Vector Graphics (SVG) animation generation is pivotal for professional design due to their structural editability and resolution independence. However, this task remains challenging as it requires bridging discrete code…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Guotao Liang , Zhangcheng Wang , Chuang Wang , Juncheng Hu , Haitao Zhou , Junhua Liu , Jing Zhang , Dong Xu , Qian Yu

Vector field design on surfaces was originally motivated by applications in graphics such as texture synthesis and rendering. In this paper, we consider the idea of vector field design with a new motivation from computational topology. We…

图形学 · 计算机科学 2019-12-23 Youjia Zhou , Janis Lazovskis , Michael J. Catanzaro , Matthew Zabka , Bei Wang

A multi-grid multi-block-size vector quantization (MGBVQ) method is proposed for image coding in this work. The fundamental idea of image coding is to remove correlations among pixels before quantization and entropy coding, e.g., the…

计算机视觉与模式识别 · 计算机科学 2022-09-27 Yifan Wang , Zhanxuan Mei , Ioannis Katsavounidis , C. -C. Jay Kuo

A large number of annotated training images is crucial for training successful scene text recognition models. However, collecting sufficient datasets can be a labor-intensive and costly process, particularly for low-resource languages. To…

计算机视觉与模式识别 · 计算机科学 2023-06-28 Yangchen Xie , Xinyuan Chen , Hongjian Zhan , Palaiahankote Shivakum , Bing Yin , Cong Liu , Yue Lu

Scalable Vector Graphics (SVGs) function both as visual images and as structured code that encode rich geometric and layout information, yet most methods rasterize them and discard this symbolic organization. At the same time, recent…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Kyeong Seon Kim , Baek Seong-Eun , Lee Jung-Mok , Tae-Hyun Oh

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

Recently, automatic image caption generation has been an important focus of the work on multimodal translation task. Existing approaches can be roughly categorized into two classes, i.e., top-down and bottom-up, the former transfers the…

计算机视觉与模式识别 · 计算机科学 2019-09-06 Wei Wei , Ling Cheng , Xianling Mao , Guangyou Zhou , Feida Zhu

Video generation models have demonstrated great capabilities of producing impressive monocular videos, however, the generation of 3D stereoscopic video remains under-explored. We propose a pose-free and training-free approach for generating…

计算机视觉与模式识别 · 计算机科学 2024-07-02 Peng Dai , Feitong Tan , Qiangeng Xu , David Futschik , Ruofei Du , Sean Fanello , Xiaojuan Qi , Yinda Zhang

We present Stable View Synthesis (SVS). Given a set of source images depicting a scene from freely distributed viewpoints, SVS synthesizes new views of the scene. The method operates on a geometric scaffold computed via…

计算机视觉与模式识别 · 计算机科学 2021-05-04 Gernot Riegler , Vladlen Koltun

Vector quantization-based image semantic communication systems have successfully boosted transmission efficiency, but face challenges with conflicting requirements between codebook design and digital constellation modulation. Traditional…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Yingbin Zhou , Yaping Sun , Guanying Chen , Xiaodong Xu , Hao Chen , Binhong Huang , Shuguang Cui , Ping Zhang

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

Storytelling video generation (SVG) aims to produce coherent and visually rich multi-scene videos that follow a structured narrative. Existing methods primarily employ LLM for high-level planning to decompose a story into scene-level…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Zun Wang , Jialu Li , Han Lin , Jaehong Yoon , Mohit Bansal

Motion graphics videos are widely used in Web design, digital advertising, animated logos and film title sequences, to capture a viewer's attention. But editing such video is challenging because the video provides a low-level sequence of…

图形学 · 计算机科学 2023-10-04 Sharon Zhang , Jiaju Ma , Jiajun Wu , Daniel Ritchie , Maneesh Agrawala

Medical image segmentation plays a critical role in clinical decision-making, treatment planning, and disease monitoring. However, accurate segmentation of medical images is challenging due to several factors, such as the lack of…

计算机视觉与模式识别 · 计算机科学 2023-08-01 Zihan Li , Yuan Zheng , Xiangde Luo , Dandan Shan , Qingqi Hong

Font design is of vital importance in the digital content design and modern printing industry. Developing algorithms capable of automatically synthesizing vector fonts can significantly facilitate the font design process. However, existing…

计算机视觉与模式识别 · 计算机科学 2025-05-07 Zeqing Xia , Bojun Xiong , Zhouhui Lian