[HTML][HTML] Generative ai for visualization: State of the art and future directions

Y Ye, J Hao, Y Hou, Z Wang, S Xiao, Y Luo, W Zeng - Visual Informatics, 2024 - Elsevier
Generative AI (GenAI) has witnessed remarkable progress in recent years and
demonstrated impressive performance in various generation tasks in different domains such …

Vistext: A benchmark for semantically rich chart captioning

BJ Tang, A Boggust, A Satyanarayan - arXiv preprint arXiv:2307.05356, 2023 - arxiv.org
Captions that describe or explain charts help improve recall and comprehension of the
depicted data and provide a more accessible medium for people with visual disabilities …

The state of the art in creating visualization corpora for automated chart analysis

C Chen, Z Liu - Computer Graphics Forum, 2023 - Wiley Online Library
We present a state‐of‐the‐art report on visualization corpora in automated chart analysis
research. We survey 56 papers that created or used a visualization corpus as the input of …

DataParticles: Block-based and language-oriented authoring of animated unit visualizations

Y Cao, JL E, Z Chen, H Xia - Proceedings of the 2023 CHI Conference …, 2023 - dl.acm.org
Unit visualizations have been widely used in data storytelling within interactive articles and
videos. However, authoring data stories that contain animated unit visualizations is …

Striking a balance: Reader takeaways and preferences when integrating text and charts

C Stokes, V Setlur, B Cogley… - … on Visualization and …, 2022 - ieeexplore.ieee.org
While visualizations are an effective way to represent insights about information, they rarely
stand alone. When designing a visualization, text is often added to provide additional …

Data player: Automatic generation of data videos with narration-animation interplay

L Shen, Y Zhang, H Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Data visualizations and narratives are often integrated to convey data stories effectively.
Among various data storytelling formats, data videos have been garnering increasing …

How does automation shape the process of narrative visualization: A survey of tools

Q Chen, S Cao, J Wang, N Cao - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In recent years, narrative visualization has gained much attention. Researchers have
proposed different design spaces for various narrative visualization genres and scenarios to …

Where are we so far? understanding data storytelling tools from the perspective of human-ai collaboration

H Li, Y Wang, H Qu - Proceedings of the CHI Conference on Human …, 2024 - dl.acm.org
Data storytelling is powerful for communicating data insights, but it requires diverse skills
and considerable effort from human creators. Recent research has widely explored the …

Inksight: Leveraging sketch interaction for documenting chart findings in computational notebooks

Y Lin, H Li, L Yang, A Wu, H Qu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Computational notebooks have become increasingly popular for exploratory data analysis
due to their ability to support data exploration and explanation within a single document …

Crossdata: Leveraging text-data connections for authoring data documents

Z Chen, H Xia - Proceedings of the 2022 CHI Conference on Human …, 2022 - dl.acm.org
Data documents play a central role in recording, presenting, and disseminating data.
Despite the proliferation of applications and systems designed to support the analysis …