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Editing the content of an image with a pretrained text-to-image model remains challenging. Existing methods often distort fine details or introduce unintended artifacts. We propose using coupled stochastic differential equations (coupled…

机器学习 · 计算机科学 2025-09-30 Jianxin Zhang , Clayton Scott

Dataset distillation aims to synthesize a compact dataset from the original large-scale one, enabling highly efficient learning while preserving competitive model performance. However, traditional techniques primarily capture low-level…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Qianxin Xia , Jiawei Du , Guoming Lu , Zhiyong Shu , Jielei Wang

This paper presents a versatile image-to-image visual assistant, PixWizard, designed for image generation, manipulation, and translation based on free-from language instructions. To this end, we tackle a variety of vision tasks into a…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Weifeng Lin , Xinyu Wei , Renrui Zhang , Le Zhuo , Shitian Zhao , Siyuan Huang , Huan Teng , Junlin Xie , Yu Qiao , Peng Gao , Hongsheng Li

Our world is marked by unprecedented technological, global, and socio-political transformations, posing a significant challenge to text-to-image generative models. These models encode factual associations within their parameters that can…

计算与语言 · 计算机科学 2024-05-08 Dana Arad , Hadas Orgad , Yonatan Belinkov

The proliferation of datasets across open data portals and enterprise data lakes presents an opportunity for deriving data-driven insights. Widely-used dataset search systems rely on keyword search over dataset metadata, including…

数据库 · 计算机科学 2025-12-19 Haoxiang Zhang , Yurong Liu , Aécio Santos , Wei-Lun Hung , Juliana Freire

A creative image-and-text generative AI system mimics humans' extraordinary abilities to provide users with diverse and comprehensive caption suggestions, as well as rich image creations. In this work, we demonstrate such an AI creation…

计算机视觉与模式识别 · 计算机科学 2021-10-20 Yupan Huang , Bei Liu , Jianlong Fu , Yutong Lu

Automatic image generation is no longer just of interest to researchers, but also to practitioners. However, current models are sensitive to the settings used and automatic optimization methods often require human involvement. To bridge…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Dominik Sobania , Martin Briesch , Franz Rothlauf

With the rapid advancement of large language models, there has been a growing interest in their capabilities in mathematical reasoning. However, existing research has primarily focused on text-based algebra problems, neglecting the study of…

机器学习 · 计算机科学 2024-09-17 Zihan Huang , Tao Wu , Wang Lin , Shengyu Zhang , Jingyuan Chen , Fei Wu

Advanced image fusion methods are devoted to generating the fusion results by aggregating the complementary information conveyed by the source images. However, the difference in the source-specific manifestation of the imaged scene content…

计算机视觉与模式识别 · 计算机科学 2024-02-09 Chunyang Cheng , Tianyang Xu , Xiao-Jun Wu , Hui Li , Xi Li , Zhangyong Tang , Josef Kittler

Generative text-to-image models have gained great popularity among the public for their powerful capability to generate high-quality images based on natural language prompts. However, developing effective prompts for desired images can be…

人工智能 · 计算机科学 2023-11-02 Yingchaojie Feng , Xingbo Wang , Kam Kwai Wong , Sijia Wang , Yuhong Lu , Minfeng Zhu , Baicheng Wang , Wei Chen

With the rapidly increasing amount of scientific literature,it is getting continuously more difficult for researchers in different disciplines to be updated with the recent findings in their field of study.Processing scientific articles in…

数字图书馆 · 计算机科学 2022-03-04 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin , Jacco van Ossenbruggen

Understanding information-dense documents like recipes and scientific papers requires readers to find, interpret, and connect details scattered across text, figures, tables, and other visual elements. These documents are often long and…

人机交互 · 计算机科学 2026-02-20 Alyssa Hwang , Hita Kambhamettu , Yue Yang , Ajay Patel , Joseph Chee Chang , Andrew Head

Figures and their captions play a key role in scientific publications. However, despite their importance, many captions in published papers are poorly crafted, largely due to a lack of attention by paper authors. While prior AI research has…

人机交互 · 计算机科学 2025-01-14 Ho Yin , Ng , Ting-Yao Hsu , Jiyoo Min , Sungchul Kim , Ryan A. Rossi , Tong Yu , Hyunggu Jung , Ting-Hao 'Kenneth' Huang

Knowledge discovery and collection are intelligence-intensive tasks that traditionally require significant human effort to ensure high-quality outputs. Recent research has explored multi-agent frameworks for automating Wikipedia-style…

计算机视觉与模式识别 · 计算机科学 2025-09-08 Zhongyu Yang , Jun Chen , Dannong Xu , Junjie Fei , Xiaoqian Shen , Liangbing Zhao , Chun-Mei Feng , Mohamed Elhoseiny

This is the technique report for the winning solution of the CVPR2024 GenAI Media Generation Challenge Workshop's Instruction-guided Image Editing track. Instruction-guided image editing has been largely studied in recent years. The most…

计算机视觉与模式识别 · 计算机科学 2024-07-19 Xuan Ju , Junhao Zhuang , Zhaoyang Zhang , Yuxuan Bian , Qiang Xu , Ying Shan

Given an original image, image editing aims to generate an image that align with the provided instruction. The challenges are to accept multimodal inputs as instructions and a scarcity of high-quality training data, including crucial…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Zhen Han , Chaojie Mao , Zeyinzi Jiang , Yulin Pan , Jingfeng Zhang

Infographics are an aesthetic visual representation of information following specific design principles of human perception. Designing infographics can be a tedious process for non-experts and time-consuming, even for professional…

人机交互 · 计算机科学 2022-08-23 Anjul Tyagi , Jian Zhao , Pushkar Patel , Swasti Khurana , Klaus Mueller

Image captioning implies automatically generating textual descriptions of images based only on the visual input. Although this has been an extensively addressed research topic in recent years, not many contributions have been made in the…

计算机视觉与模式识别 · 计算机科学 2021-02-09 Eva Cetinic

Digital ink promises to combine the flexibility and aesthetics of handwriting and the ability to process, search and edit digital text. Character recognition converts handwritten text into a digital representation, albeit at the cost of…

人机交互 · 计算机科学 2018-01-26 Emre Aksan , Fabrizio Pece , Otmar Hilliges

We introduce SeedEdit, a diffusion model that is able to revise a given image with any text prompt. In our perspective, the key to such a task is to obtain an optimal balance between maintaining the original image, i.e. image…

计算机视觉与模式识别 · 计算机科学 2024-11-12 Yichun Shi , Peng Wang , Weilin Huang