mlsanityData to 14 Oct 2026

DesignFromX: Empowering Consumer-Driven Design Space Exploration through Feature Composition of Referenced Products

arXiv 2505.11666 ↗First posted 16 May 2025cs.HCcited by 3

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Abstract (arXiv)

Industrial products are designed to satisfy the needs of consumers. The rise of generative artificial intelligence (GenAI) enables consumers to easily modify a product by prompting a generative model, opening up opportunities to incorporate consumers in exploring the product design space. However, consumers often struggle to articulate their preferred product features due to their unfamiliarity with terminology and their limited understanding of the structure of product features. We present DesignFromX, a system that empowers consumer-driven design space exploration by helping consumers to design a product based on their preferences. Leveraging an effective GenAI-based framework, the system allows users to easily identify design features from product images and compose those features to generate conceptual images and 3D models of a new product. A user study with 24 participants demonstrates that DesignFromX lowers the barriers and frustration for consumer-driven design space explorations by enhancing both engagement and enjoyment for the participants.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 16 May 2025.

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