[HTML][HTML] Foundation models meet visualizations: Challenges and opportunities

W Yang, M Liu, Z Wang, S Liu - Computational Visual Media, 2024 - Springer
Recent studies have indicated that foundation models, such as BERT and GPT, excel at
adapting to various downstream tasks. This adaptability has made them a dominant force in …

Doom or deliciousness: Challenges and opportunities for visualization in the age of generative models

V Schetinger, S Di Bartolomeo… - Computer Graphics …, 2023 - Wiley Online Library
Generative texttoimage models (as exemplified by DALLE, MidJourney, and Stable
Diffusion) have recently made enormous technological leaps, demonstrating impressive …

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 …

Chartgpt: Leveraging llms to generate charts from abstract natural language

Y Tian, W Cui, D Deng, X Yi, Y Yang… - … on Visualization and …, 2024 - ieeexplore.ieee.org
The use of natural language interfaces (NLIs) to create charts is becoming increasingly
popular due to the intuitiveness of natural language interactions. One key challenge in this …

Dashbot: Insight-driven dashboard generation based on deep reinforcement learning

D Deng, A Wu, H Qu, Y Wu - IEEE Transactions on Visualization …, 2022 - ieeexplore.ieee.org
Analytical dashboards are popular in business intelligence to facilitate insight discovery with
multiple charts. However, creating an effective dashboard is highly demanding, which …

Let the chart spark: Embedding semantic context into chart with text-to-image generative model

S Xiao, S Huang, Y Lin, Y Ye… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Pictorial visualization seamlessly integrates data and semantic context into visual
representation, conveying complex information in an engaging and informative manner …

Reviving static charts into live charts

L Ying, Y Wang, H Li, S Dou, H Zhang… - … on Visualization and …, 2024 - ieeexplore.ieee.org
Data charts are prevalent across various fields due to their efficacy in conveying complex
data relationships. However, static charts may sometimes struggle to engage readers and …

Leveraging large models for crafting narrative visualization: a survey

Y He, S Cao, Y Shi, Q Chen, K Xu, N Cao - arXiv preprint arXiv …, 2024 - arxiv.org
Narrative visualization effectively transforms data into engaging stories, making complex
information accessible to a broad audience. Large models, essential for narrative …

Rasipam: Interactive pattern mining of multivariate event sequences in racket sports

J Wu, D Liu, Z Guo, Y Wu - IEEE Transactions on Visualization …, 2022 - ieeexplore.ieee.org
Experts in racket sports like tennis and badminton use tactical analysis to gain insight into
competitors' playing styles. Many data-driven methods apply pattern mining to racket sports …

Visualizing large-scale spatial time series with geochron

Z Deng, S Chen, T Schreck, D Deng… - … on Visualization and …, 2023 - ieeexplore.ieee.org
In geo-related fields such as urban informatics, atmospheric science, and geography, large-
scale spatial time (ST) series (ie, geo-referred time series) are collected for monitoring and …