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Related papers: SkyReels-Text: Fine-Grained Font-Controllable Text…

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We propose EdiText, a controllable text editing method that modifies the reference text to desired attributes at various scales. We integrate an SDEdit-based editing technique that allows for broad adjustments in the degree of text editing.…

Computation and Language · Computer Science 2025-06-03 Che Hyun Lee , Heeseung Kim , Jiheum Yeom , Sungroh Yoon

The generation and editing of audio-conditioned talking portraits guided by multimodal inputs, including text, images, and videos, remains under explored. In this paper, we present SkyReels-Audio, a unified framework for synthesizing…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Zhengcong Fei , Hao Jiang , Di Qiu , Baoxuan Gu , Youqiang Zhang , Jiahua Wang , Jialin Bai , Debang Li , Mingyuan Fan , Guibin Chen , Yahui Zhou

With the rise of large, publicly-available text-to-image diffusion models, text-guided real image editing has garnered much research attention recently. Existing methods tend to either rely on some form of per-instance or per-task…

Computer Vision and Pattern Recognition · Computer Science 2022-11-16 Adham Elarabawy , Harish Kamath , Samuel Denton

Textual image generation spans diverse fields like advertising, education, product packaging, social media, information visualization, and branding. Despite recent strides in language-guided image synthesis using diffusion models, current…

Computer Vision and Pattern Recognition · Computer Science 2024-05-22 Shubham Paliwal , Arushi Jain , Monika Sharma , Vikram Jamwal , Lovekesh Vig

Recent efforts on scene text erasing have shown promising results. However, existing methods require rich yet costly label annotations to obtain robust models, which limits the use for practical applications. To this end, we study an…

Computer Vision and Pattern Recognition · Computer Science 2022-04-28 Gangwei Jiang , Shiyao Wang , Tiezheng Ge , Yuning Jiang , Ying Wei , Defu Lian

This work demonstrates that diffusion models can achieve font-controllable multilingual text rendering using just raw images without font label annotations.Visual text rendering remains a significant challenge. While recent methods…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Bowen Jiang , Yuan Yuan , Xinyi Bai , Zhuoqun Hao , Alyson Yin , Yaojie Hu , Wenyu Liao , Lyle Ungar , Camillo J. Taylor

Recent advancements in the text-rendering capabilities of image generation models have made the end-to-end creation of graphic design content, such as posters, increasingly feasible. However, existing reward models fall short of accurately…

Recent progress in generative models has significantly advanced image editing capabilities, yet precise and intuitive user control remains difficult. Specifically, users often struggle to communicate both exact spatial layouts and specific…

Computer Vision and Pattern Recognition · Computer Science 2026-05-06 Anya Ji , George Ma , Téa Wright , Yiming Zhang , David M. Chan , Alane Suhr , Somayeh Sojoudi

Graphic design forms the cornerstone of modern visual communication, serving as a vital medium for promoting cultural and commercial events. Recent advances have explored automating this process using Large Multimodal Models (LMMs), yet…

Computer Vision and Pattern Recognition · Computer Science 2025-12-04 Jiazhe Wei , Ken Li , Tianyu Lao , Haofan Wang , Liang Wang , Caifeng Shan , Chenyang Si

Text-to-image diffusion models can generate diverse, high-fidelity images based on user-provided text prompts. Recent research has extended these models to support text-guided image editing. While text guidance is an intuitive editing…

Computer Vision and Pattern Recognition · Computer Science 2023-05-26 Jooyoung Choi , Yunjey Choi , Yunji Kim , Junho Kim , Sungroh Yoon

In image editing tasks, high-quality text editing capabilities can significantly reduce both human and material resource costs. Existing methods, however, face significant limitations in terms of stroke accuracy for complex text and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-05 Zhenyu Yan , Jian Wang , Aoqiang Wang , Yuhan Li , Wenxiang Shang , Ran Lin

Editing raster text is a promising but challenging task. We propose to apply text vectorization for the task of raster text editing in display media, such as posters, web pages, or advertisements. In our approach, instead of applying image…

Computer Vision and Pattern Recognition · Computer Science 2021-10-06 Wataru Shimoda , Daichi Haraguchi , Seiichi Uchida , Kota Yamaguchi

Text-to-image generative models have garnered immense attention for their ability to produce high-fidelity images from text prompts. Among these, Stable Diffusion distinguishes itself as a leading open-source model in this fast-growing…

Computer Vision and Pattern Recognition · Computer Science 2024-03-12 Shih-Ying Yeh , Yu-Guan Hsieh , Zhidong Gao , Bernard B W Yang , Giyeong Oh , Yanmin Gong

Product posters, which integrate subject, scene, and text, are crucial promotional tools for attracting customers. Creating such posters using modern image generation methods is valuable, while the main challenge lies in accurately…

Computer Vision and Pattern Recognition · Computer Science 2025-04-10 Yifan Gao , Zihang Lin , Chuanbin Liu , Min Zhou , Tiezheng Ge , Bo Zheng , Hongtao Xie

Text-driven image generation methods have shown impressive results recently, allowing casual users to generate high quality images by providing textual descriptions. However, similar capabilities for editing existing images are still out of…

Computer Vision and Pattern Recognition · Computer Science 2023-07-06 Dani Valevski , Matan Kalman , Eyal Molad , Eyal Segalis , Yossi Matias , Yaniv Leviathan

Scene Text Editing (STE) is a challenging research problem, that primarily aims towards modifying existing texts in an image while preserving the background and the font style of the original text. Despite its utility in numerous real-world…

Computer Vision and Pattern Recognition · Computer Science 2024-11-06 Alloy Das , Sanket Biswas , Prasun Roy , Subhankar Ghosh , Umapada Pal , Michael Blumenstein , Josep Lladós , Saumik Bhattacharya

In this work, we present DeepEraser, an effective deep network for generic text removal. DeepEraser utilizes a recurrent architecture that erases the text in an image via iterative operations. Our idea comes from the process of erasing…

Computer Vision and Pattern Recognition · Computer Science 2024-03-01 Hao Feng , Wendi Wang , Shaokai Liu , Jiajun Deng , Wengang Zhou , Houqiang Li

We present DanceText, a training-free framework for multilingual text editing in images, designed to support complex geometric transformations and achieve seamless foreground-background integration. While diffusion-based generative models…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Zhenyu Yu , Mohd Yamani Idna Idris , Hua Wang , Pei Wang , Rizwan Qureshi , Shaina Raza , Aman Chadha , Yong Xiang , Zhixiang Chen

Poster generation is a significant task for a wide range of applications, which is often time-consuming and requires lots of manual editing and artistic experience. In this paper, we propose a novel data-driven framework, called…

Multimedia · Computer Science 2023-01-09 Chuhao Jin , Hongteng Xu , Ruihua Song , Zhiwu Lu

Commercial-grade poster design demands the seamless integration of aesthetic appeal with precise, informative content delivery. Current automated poster generation systems face significant limitations, including incomplete design workflows,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Junle Liu , Peirong Zhang , Yuyi Zhang , Pengyu Yan , Hui Zhou , Xinyue Zhou , Fengjun Guo , Lianwen Jin
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