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It's Not Just about Accuracy - Metrics That Matter When Modeling Expert Sketching Ability

Association for Computing Machinery (ACM) via YouTube

Overview

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Explore the intricacies of modeling expert sketching ability in this 20-minute conference talk from the 24th International Conference on Intelligent User Interfaces. Delve into the development of SketchTivity, a stylus-based intelligent tutoring system designed to assess and provide feedback on student-drawn sketches. Examine the various metrics beyond accuracy that differentiate expert and novice sketches, including speed, smoothness, fluidity, and planning. Discover how researchers gathered and analyzed over 2,000 sketches to identify key quality assessment metrics that correlate with expert rankings. Learn about the challenges of creating a single internal score to represent overall drawing skill and its implications for tracking improvement over time. Gain insights into the potential future applications of this research for providing intelligent user feedback in design sketching education.

Syllabus

Introduction
Benefits of drawing
Design sketching
Industrial design sketching
Design Sketching Pedagogy
SketchTivity
Recognition
Segmentation
Accuracy
Euclidean Distance
Speed
Smoothness
Fluidity
Planning
Statistical Analysis
Holistic Score
Similarity Score
Quality Score
Accuracy Score
User Interface
Pressure
Mechanics
Music
Sketching
Our Mission
Questions
Beautification
Can Machine Sketch
Human Sketching
Creative Systems
Matching Styles
Keep It Adaptive
Do You Expect Users To Understand The Metrics
Internal Metrics
Drawing Metrics
Dr Tracey Hammond

Taught by

ACM SIGCHI

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