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相关论文: SciFig: Towards Automating Scientific Figure Gener…

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In many science papers, "Figure 1" serves as the primary visual summary of the core research idea. These figures are visually simple yet conceptually rich, often requiring significant effort and iteration by human authors to get right,…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Yaohan Guan , Pristina Wang , Najim Dehak , Alan Yuille , Jieneng Chen , Daniel Khashabi

Researchers use figures to communicate rich, complex information in scientific papers. The captions of these figures are critical to conveying effective messages. However, low-quality figure captions commonly occur in scientific articles…

计算与语言 · 计算机科学 2021-10-26 Ting-Yao Hsu , C. Lee Giles , Ting-Hao 'Kenneth' Huang

Automating the creation of scientific diagrams from academic papers can significantly streamline the development of tutorials, presentations, and posters, thereby saving time and accelerating the process. Current text-to-image models…

计算与语言 · 计算机科学 2024-10-17 Ishani Mondal , Zongxia Li , Yufang Hou , Anandhavelu Natarajan , Aparna Garimella , Jordan Boyd-Graber

Modern multimodal generators can now produce scientific figures at near-publishable quality, creating a new challenge for visual forensics and research integrity. Unlike conventional AI-generated natural images, scientific figures are…

计算机视觉与模式识别 · 计算机科学 2026-04-10 You Hu , Chenzhuo Zhao , Changfa Mo , Haotian Liu , Xiaobai Li

High-quality scientific illustrations are crucial for effectively communicating complex scientific and technical concepts, yet their manual creation remains a well-recognized bottleneck in both academia and industry. We present FigureBench,…

人工智能 · 计算机科学 2026-02-13 Minjun Zhu , Zhen Lin , Yixuan Weng , Panzhong Lu , Qiujie Xie , Yifan Wei , Sifan Liu , Qiyao Sun , Yue Zhang

Recent years have seen rapid advances in AI-driven image generation. Early diffusion models emphasized perceptual quality, while newer multimodal models like GPT-4o-image integrate high-level reasoning, improving semantic understanding and…

计算机视觉与模式识别 · 计算机科学 2025-05-29 Yifan Chang , Yukang Feng , Jianwen Sun , Jiaxin Ai , Chuanhao Li , S. Kevin Zhou , Kaipeng Zhang

Crafting effective captions for figures is important. Readers heavily depend on these captions to grasp the figure's message. However, despite a well-developed set of AI technologies for figures and captions, these have rarely been tested…

Despite rapid advances in autonomous AI scientists powered by language models, generating publication-ready illustrations remains a labor-intensive bottleneck in the research workflow. To lift this burden, we introduce PaperBanana, an…

计算与语言 · 计算机科学 2026-03-25 Dawei Zhu , Rui Meng , Yale Song , Xiyu Wei , Sujian Li , Tomas Pfister , Jinsung Yoon

The rapid advancement of generative AI has introduced a new class of tools capable of producing publication-quality scientific figures, graphical abstracts, and data visualizations. However, academic publishers have responded with…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Davie Chen

The manual creation of system architecture diagrams for scientific papers is a time-consuming and subjective process, while existing generative models lack the necessary structural control and semantic understanding for this task. A primary…

人工智能 · 计算机科学 2025-11-25 Ziyi Guo , Zhou Liu , Wentao Zhang

High-quality scientific illustrations are essential for communicating complex scientific and technical concepts, yet existing automated systems remain limited in editability, stylistic controllability, and efficiency. We present…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Zhen Lin , Qiujie Xie , Minjun Zhu , Shichen Li , Qiyao Sun , Enhao Gu , Yiran Ding , Ke Sun , Fang Guo , Panzhong Lu , Zhiyuan Ning , Yixuan Weng , Yue Zhang

Scientific writing is a challenging task, particularly for novice researchers who often rely on feedback from experienced peers. Recent work has primarily focused on improving surface form and style rather than manuscript content. In this…

计算与语言 · 计算机科学 2024-06-05 Eric Chamoun , Michael Schlichktrull , Andreas Vlachos

Scientific diagrams convey explicit structural information, yet modern text-to-image models often produce visually plausible but structurally incorrect results. Existing benchmarks either rely on image-centric or subjective metrics…

计算机视觉与模式识别 · 计算机科学 2026-02-11 Tong Zhang , Honglin Lin , Zhou Liu , Chong Chen , Wentao Zhang

Most existing large-scale academic search engines are built to retrieve text-based information. However, there are no large-scale retrieval services for scientific figures and tables. One challenge for such services is understanding…

人工智能 · 计算机科学 2023-01-31 Zeba Karishma , Shaurya Rohatgi , Kavya Shrinivas Puranik , Jian Wu , C. Lee Giles

Graphical Abstracts (GAs) play a crucial role in visually conveying the key findings of scientific papers. Although recent research increasingly incorporates visual materials such as Figure 1 as de facto GAs, their potential to enhance…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Takuro Kawada , Shunsuke Kitada , Sota Nemoto , Hitoshi Iyatomi

The automated generation of research workflows is essential for improving the reproducibility of research and accelerating the paradigm of "AI for Science". However, existing methods typically extract merely fragmented procedural components…

计算与语言 · 计算机科学 2025-09-24 Heng Zhang , Chengzhi Zhang

Method illustrations (MIs) play a crucial role in conveying the core ideas of scientific papers, yet their generation remains a labor-intensive process. Here, we take inspiration from human authors' drawing practices and correspondingly…

图形学 · 计算机科学 2026-04-02 Zhuoling Li , Jiarui Zhang , Ping Hu , Jason Kuen , Jiuxiang Gu , Hossein Rahmani , Jun Liu

Taxonomies and ontologies of research topics (e.g., MeSH, UMLS, CSO, NLM) play a central role in providing the primary framework through which intelligent systems can explore and interpret the literature. However, these resources have…

AI-assisted research is crossing a threshold: fully automated systems can now generate research papers for as little as $15, while long-horizon agents can execute experiments, draft manuscripts, and simulate critique with minimal human…

Recent advances in agentic AI have enabled increasingly autonomous workflows, but existing systems still face substantial challenges in achieving reliable deployment in real-world scientific research. In this work, we present a safe,…

人工智能 · 计算机科学 2026-04-16 Qibin Liu , Julia Gonski
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