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Related papers: 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,…

Computer Vision and Pattern Recognition · Computer Science 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…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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,…

Artificial Intelligence · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Human-Computer Interaction · Computer Science 2024-03-27 Ting-Yao Hsu , Chieh-Yang Huang , Shih-Hong Huang , Ryan Rossi , Sungchul Kim , Tong Yu , C. Lee Giles , Ting-Hao K. Huang

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…

Computation and Language · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Computation and Language · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Computation and Language · Computer Science 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…

Graphics · Computer Science 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…

Digital Libraries · Computer Science 2025-08-07 Alessia Pisu , Livio Pompianu , Francesco Osborne , Diego Reforgiato Recupero , Daniele Riboni , Angelo Salatino

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,…

Artificial Intelligence · Computer Science 2026-04-16 Qibin Liu , Julia Gonski
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