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Related papers: AutoPoster: A Highly Automatic and Content-aware D…

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Text-to-image models have made significant strides, producing impressive results in generating images from textual descriptions. However, creating a scalable pipeline for deploying these models in production remains a challenge. Achieving…

Computer Vision and Pattern Recognition · Computer Science 2026-02-17 Parmida Atighehchian , Henry Wang , Andrei Kapustin , Boris Lerner , Tiancheng Jiang , Taylor Jensen , Negin Sokhandan

Text logo design heavily relies on the creativity and expertise of professional designers, in which arranging element layouts is one of the most important procedures. However, few attention has been paid to this task which needs to take…

Computer Vision and Pattern Recognition · Computer Science 2022-04-07 Yizhi Wang , Guo Pu , Wenhan Luo , Yexin Wang , Pengfei Xiong , Hongwen Kang , Zhouhui Lian

Customizing pre-trained text-to-image generation model has attracted massive research interest recently, due to its huge potential in real-world applications. Although existing methods are able to generate creative content for a novel…

Computer Vision and Pattern Recognition · Computer Science 2024-05-10 Yufan Zhou , Ruiyi Zhang , Jiuxiang Gu , Tong Sun

Aesthetics are critically important to market acceptance. In the automotive industry, an improved aesthetic design can boost sales by 30% or more. Firms invest heavily in designing and testing aesthetics. A single automotive "theme clinic"…

Machine Learning · Computer Science 2022-11-16 Alex Burnap , John R. Hauser , Artem Timoshenko

In this work, we introduce StageDesigner, the first comprehensive framework for artistic stage generation using large language models combined with layout-controlled diffusion models. Given the professional requirements of stage…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Zhaoxing Gan , Mengtian Li , Ruhua Chen , Zhongxia Ji , Sichen Guo , Huanling Hu , Guangnan Ye , Zuo Hu

A poster from a long input document can be considered as a one-page easy-to-read multimodal (text and images) summary presented on a nice template with good design elements. Automatic transformation of a long document into a poster is a…

Artificial Intelligence · Computer Science 2024-05-31 Vijay Jaisankar , Sambaran Bandyopadhyay , Kalp Vyas , Varre Chaitanya , Shwetha Somasundaram

As the number of scientific papers continues to grow, there is a demand for approaches that can effectively convey research findings, with posters serving as a key medium for presenting paper contents. Poster layouts determine how…

Computer Vision and Pattern Recognition · Computer Science 2026-04-09 Shun Inadumi , Shohei Tanaka , Tosho Hirasawa , Atsushi Hashimoto , Koichiro Yoshino , Yoshitaka Ushiku

Visual prompting (VP) is an emerging parameter-efficient fine-tuning approach to adapting pre-trained vision models to solve various downstream image-classification tasks. However, there has hitherto been little systematic study of the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-12 Hsi-Ai Tsao , Lei Hsiung , Pin-Yu Chen , Sijia Liu , Tsung-Yi Ho

Image composition and generation are processes where the artists need control over various parts of the generated images. However, the current state-of-the-art generation models, like Stable Diffusion, cannot handle fine-grained part-level…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Harsh Rangwani , Aishwarya Agarwal , Kuldeep Kulkarni , R. Venkatesh Babu , Srikrishna Karanam

Advertisers commonly need multiple versions of the same advertisement (ad) at varying durations for a single campaign. The traditional approach involves manually selecting and re-editing shots from longer video ads to create shorter…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Wen Xie , Yanjun Zhu , Gijs Overgoor , Yakov Bart , Agata Lapedriza Garcia , Sarah Ostadabbas

We present ImPoster, a novel algorithm for generating a target image of a 'source' subject performing a 'driving' action. The inputs to our algorithm are a single pair of a source image with the subject that we wish to edit and a driving…

Computer Vision and Pattern Recognition · Computer Science 2025-02-13 Divya Kothandaraman , Kuldeep Kulkarni , Sumit Shekhar , Balaji Vasan Srinivasan , Dinesh Manocha

Movie posters are not just decorative; they are meticulously designed to capture the essence of a movie, such as its genre, storyline, and tone/vibe. For decades, movie posters have graced cinema walls, billboards, and now our digital…

Information Retrieval · Computer Science 2024-12-03 Utsav Kumar Nareti , Chandranath Adak , Soumi Chattopadhyay , Pichao Wang

Different users find different images generated for the same prompt desirable. This gives rise to personalized image generation which involves creating images aligned with an individual's visual preference. Current generative models are,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-25 Sogand Salehi , Mahdi Shafiei , Teresa Yeo , Roman Bachmann , Amir Zamir

Automated content-aware layout generation -- the task of arranging visual elements such as text, logos, and underlays on a background canvas -- remains a fundamental yet under-explored problem in intelligent design systems. While recent…

Information Retrieval · Computer Science 2025-06-30 Najmeh Forouzandehmehr , Reza Yousefi Maragheh , Sriram Kollipara , Kai Zhao , Topojoy Biswas , Evren Korpeoglu , Kannan Achan

Infographic is a data visualization technique which combines graphic and textual descriptions in an aesthetic and effective manner. Creating infographics is a difficult and time-consuming process which often requires significant attempts…

Human-Computer Interaction · Computer Science 2020-08-05 Chunyao Qian , Shizhao Sun , Weiwei Cui , Jian-Guang Lou , Haidong Zhang , Dongmei Zhang

With the rapid proliferation of multimedia data in the internet, there has been a fast rise in the creation of videos for the viewers. This enables the viewers to skip the advertisement breaks in the videos, using ad blockers and 'skip ad'…

Graphic design images consist of multiple editable layers, such as text, background, and decorative elements, while most generative models produce rasterized outputs without explicit layer structures, limiting downstream editing. Existing…

Computer Vision and Pattern Recognition · Computer Science 2026-04-22 Weidong Chen , Dexiang Hong , Zhendong Mao , Yutao Cheng , Xinyan Liu , Lei Zhang , Yongdong Zhang

Automatic documentation generation tools, or auto docs, are widely used to visualize information about APIs. However, each auto doc tool comes with its own unique representation of API information. In this paper, I use an information…

Software Engineering · Computer Science 2020-11-12 Will Crichton

This paper introduces Leaderboard Auto Generation (LAG), a novel and well-organized framework for automatic generation of leaderboards on a given research topic in rapidly evolving fields like Artificial Intelligence (AI). Faced with a…

Computation and Language · Computer Science 2025-10-07 Jian Wu , Jiayu Zhang , Dongyuan Li , Linyi Yang , Aoxiao Zhong , Renhe Jiang , Qingsong Wen , Yue Zhang

Building effective text generation systems requires three critical components: content selection, text planning, and surface realization, and traditionally they are tackled as separate problems. Recent all-in-one style neural generation…

Computation and Language · Computer Science 2019-09-04 Xinyu Hua , Lu Wang
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