InfoColorizer: Interactive Recommendation of Color Palettes for Infographics
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Abstract (arXiv)
When designing infographics, general users usually struggle with getting desired color palettes using existing infographic authoring tools, which sometimes sacrifice customizability, require design expertise, or neglect the influence of elements' spatial arrangement. We propose a data-driven method that provides flexibility by considering users' preferences, lowers the expertise barrier via automation, and tailors suggested palettes to the spatial layout of elements. We build a recommendation engine by utilizing deep learning techniques to characterize good color design practices from data, and further develop InfoColorizer, a tool that allows users to obtain color palettes for their infographics in an interactive and dynamic manner. To validate our method, we conducted a comprehensive four-part evaluation, including case studies, a controlled user study, a survey study, and an interview study. The results indicate that InfoColorizer can provide compelling palette recommendations with adequate flexibility, allowing users to effectively obtain high-quality color design for input infographics with low effort.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Feb 2021.
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Citing papers per year: 2022: 2; 2023: 4; 2024: 5; 2025: 3; 2026: 1.
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- 2024OpenCOLE: Towards Reproducible Automatic Graphic Design Generationcited by 36
- 2023Towards Flexible Multi-modal Document Modelscited by 30
- 2024Generative AI for Visualization: State of the Art and Future Directionscited by 23
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaborationcited by 13
- 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generationcited by 10
- 2022Color Recommendation for Vector Graphic Documents based on Multi-Palette Representationcited by 9
- 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytellingcited by 7
- 2023Multimodal Color Recommendation in Vector Graphic Documentscited by 5
- 2022Infographics Wizard: Flexible Infographics Authoring and Design Explorationcited by 3
- 2025GraphicBench: A Planning Benchmark for Graphic Design with Language Agentscited by 3
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Designcited by 2
- 2024What Color Scheme is More Effective in Assisting Readers to Locate Information in a Color-Coded Article?cited by 1
- 2026Show Me the Infographic I Imagine: Intent-Aware Infographic Retrieval for Authoring Support9 Apr 2026
- 2025ColorGPT: Leveraging Large Language Models for Multimodal Color Recommendation12 Aug 2025
- 2025GraphicBench: A Planning Benchmark for Graphic Design with Language Agents15 Apr 2025
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Design24 Mar 2025
- 2024What Color Scheme is More Effective in Assisting Readers to Locate Information in a Color-Coded Article?12 Aug 2024
- 2024OpenCOLE: Towards Reproducible Automatic Graphic Design Generation12 Jun 2024
- 2024Generative AI for Visualization: State of the Art and Future Directions28 Apr 2024
- 2024Cieran: Designing Sequential Colormaps via In-Situ Active Preference Learning25 Feb 2024
- 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generation20 Jan 2024
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration27 Sep 2023
- 2023Multimodal Color Recommendation in Vector Graphic Documents8 Aug 2023
- 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytelling17 Apr 2023
- 2024OpenCOLE: Towards Reproducible Automatic Graphic Design Generationcited by 36
- 2023Towards Flexible Multi-modal Document Modelscited by 30
- 2024Generative AI for Visualization: State of the Art and Future Directionscited by 23
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaborationcited by 13
- 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generationcited by 10
- 2022Color Recommendation for Vector Graphic Documents based on Multi-Palette Representationcited by 9
- 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytellingcited by 7
- 2023Multimodal Color Recommendation in Vector Graphic Documentscited by 5
- 2022Infographics Wizard: Flexible Infographics Authoring and Design Explorationcited by 3
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Designcited by 2
- 2024What Color Scheme is More Effective in Assisting Readers to Locate Information in a Color-Coded Article?cited by 1
- 2024Cieran: Designing Sequential Colormaps via In-Situ Active Preference Learningcited by 0
12 most cited of 14 All 14 (JSON)
- 2026Show Me the Infographic I Imagine: Intent-Aware Infographic Retrieval for Authoring Support9 Apr 2026
- 2025ColorGPT: Leveraging Large Language Models for Multimodal Color Recommendation12 Aug 2025
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Design24 Mar 2025
- 2024What Color Scheme is More Effective in Assisting Readers to Locate Information in a Color-Coded Article?12 Aug 2024
- 2024OpenCOLE: Towards Reproducible Automatic Graphic Design Generation12 Jun 2024
- 2024Generative AI for Visualization: State of the Art and Future Directions28 Apr 2024
- 2024Cieran: Designing Sequential Colormaps via In-Situ Active Preference Learning25 Feb 2024
- 2024TypeDance: Creating Semantic Typographic Logos from Image through Personalized Generation20 Jan 2024
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration27 Sep 2023
- 2023Multimodal Color Recommendation in Vector Graphic Documents8 Aug 2023
- 2023Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytelling17 Apr 2023
- 2023Towards Flexible Multi-modal Document Models31 Mar 2023
12 newest of 14 All 14 (JSON)