Challenges of applying diffusion models to writing tasks and proposed solution
Potential Contributions
Section II. Literature Review
Writer’s block and creative needs
AI Storyboarding software
Prompt recommendation tools
Sequential image generation for illustrating stories
LLMs for creative writing
Personalising diffusion models
Section III. User requirements
Formative Interviews
a. Survey design: questions that were asked and structure of the interview
b. Criteria for user requirement how semi-formal user interviews were conducted (via Zoom)
c. Quotes from interview transcription and thematic analysis results
Initial user requirements and site map (problems: too many features, not focused on a research direction)
Test out using Sudowrite (writing application), GPT and Dall E for writing tasks to identify research challenges
Updated user requirements
Section IV. Methodology and DesignMethodology: High level approach
Design: More concrete - how interface looks
Selecting the LLM and Text to Image Generation Models
Choosing an approach for addressing image generation model limitations
Wireframe Design
User Interaction Flow
Section V. Future Work
Updated project timeline
Tools and technologies to learn
Building Prototype - The technology I will be using for this – i.e. React
User Testing and Evaluation
Describe user study design
Recruit participants – describe criteria for this
Conduct user study and analyse the results – mention the evaluation criteria and justification for selecting it
Here is the high level structure for first draft:
Section I. Introduction
Section II. Literature Review
Section III. User requirements
Section IV. Methodology and Design Methodology: High level approach Design: More concrete - how interface looks
Section V. Future Work
Section VI. Conclusion