helpResearch questionFeature Importance Explanation Interface Design
How can existing image aesthetics evaluation models be enhanced with explainability to help users understand scores?Direction: AI Explainability, Trust, and Calibration
Feature Importance Explanation Interface Design
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2022
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8 items
helpResearch questionFeature Importance Explanation Interface Design
Which image regions most influence aesthetics attribute scores, and how can this influence be effectively quantified?helpResearch questionFeature Importance Explanation Interface Design
Can neural network-based deconstructive models provide real-time aesthetic scores and explanations?lightbulbPractical problemFeature Importance Explanation Interface Design
Users cannot understand the basis of image aesthetics scores or improve suboptimal images.helpResearch questionFeature Importance Explanation Interface Design
How can contextualization design improve non-expert users' understanding of local feature importance explanations?helpResearch questionFeature Importance Explanation Interface Design
How do exploratory interaction modalities affect non-expert users' understanding of and satisfaction with local feature importance explanations?helpResearch questionFeature Importance Explanation Interface Design
How can contextualization and exploratory design principles optimize explanation interfaces for auto insurance pricing models to improve UX?lightbulbPractical problemFeature Importance Explanation Interface Design
Lay users struggle to understand machine learning model prediction explanations and easily form misconceptions.Related papers
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Interpretable Aesthetic Analysis Model for Intelligent Photography Guidance Systems
Xiaoran Wu
IUI 2022
Contextualization and exploration of local feature importance as explanations to improve understanding and satisfaction of non-expert users
Clara Bove, Jonathan Aigrain, Marie-Jeanne Lesot
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