mlsanityData to 14 Oct 2026

Real-Time Intuitive AI Drawing System for Collaboration: Enhancing Human Creativity through Formal and Contextual Intent Integration

arXiv 2508.19254 ↗First posted 12 Aug 2025cs.CV cs.AI cs.HCcited by 0

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Abstract (arXiv)

This paper presents a real-time generative drawing system that interprets and integrates both formal intent - the structural, compositional, and stylistic attributes of a sketch - and contextual intent - the semantic and thematic meaning inferred from its visual content - into a unified transformation process. Unlike conventional text-prompt-based generative systems, which primarily capture high-level contextual descriptions, our approach simultaneously analyzes ground-level intuitive geometric features such as line trajectories, proportions, and spatial arrangement, and high-level semantic cues extracted via vision-language models. These dual intent signals are jointly conditioned in a multi-stage generation pipeline that combines contour-preserving structural control with style- and content-aware image synthesis. Implemented with a touchscreen-based interface and distributed inference architecture, the system achieves low-latency, two-stage transformation while supporting multi-user collaboration on shared canvases. The resulting platform enables participants, regardless of artistic expertise, to engage in synchronous, co-authored visual creation, redefining human-AI interaction as a process of co-creation and mutual enhancement.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 10 references that are in the map. First posted on arXiv 12 Aug 2025.

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6 of 10 references.

References · 6

  1. 2022Generative Adversarial Networkscited by 5,627
  2. 2023Beyond Prompts: Exploring the Design Space of Mixed-Initiative Co-Creativity Systemscited by 20
  3. 2019Autonomy, Authenticity, Authorship and Intention in computer generated artcited by 18
  4. 2022A Collaborative, Interactive and Context-Aware Drawing Agent for Co-Creative Designcited by 10
  5. 2022Creative Wand: A System to Study Effects of Communications in Co-Creative Settingscited by 9
  6. 2024SketcherX: AI-Driven Interactive Robotic drawing with Diffusion model and Vectorization Techniquescited by 2

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  1. 2024SketchAgent: Language-Driven Sequential Sketch Generation
  2. 2026An Embodied Companion for Visual Storytelling
  3. 2026SketchDynamics: Exploring Free-Form Sketches for Dynamic Intent Expression in Animation Generation ↗
  4. 2025SakugaFlow: A Stagewise Illustration Framework Emulating the Human Drawing Process and Providing Interactive Tutoring for Novice Drawing Skills
  5. 2023SketchDreamer: Interactive Text-Augmented Creative Sketch Ideation
  6. 2026PainterBench: A Figural Divergent-Thinking Benchmark for Tool-Using Language Models
  7. 2025Style Transfer: A Decade Survey
  8. 2024GPTDrawer: Enhancing Visual Synthesis through ChatGPT