PartStickers: Generating Parts of Objects for Rapid Prototyping

Design prototyping involves creating mockups of products or concepts to gather feedback and iterate on ideas. While prototyping often requires specific parts of objects, such as when constructing a novel creature for a video game, existing text-to-image methods tend to only generate entire objects. To address this, we propose a novel task and method of ``part sticker generation", which entails generating an isolated part of an object on a neutral background. Experiments demonstrate our method outperforms state-of-the-art baselines with respect to realism and text alignment, while preserving object-level generation capabilities. We publicly share our code and models to encourage community-wide progress on this new task: https://partsticker.github.io.

Publication Details

Journal
ArXiv.org
Published
2025-04-07
Primary Topic
3D Shape Modeling and Analysis
Type
article
Field-Weighted Citation Impact
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article

PartStickers: Generating Parts of Objects for Rapid Prototyping

ArXiv.org
3D Shape Modeling and Analysis
article

PartStickers: Generating Parts of Objects for Rapid Prototyping

article en

Abstract

Design prototyping involves creating mockups of products or concepts to gather feedback and iterate on ideas. While prototyping often requires specific parts of objects, such as when constructing a novel creature for a video game, existing text-to-image methods tend to only generate entire objects. To address this, we propose a novel task and method of ``part sticker generation", which entails generating an isolated part of an object on a neutral background. Experiments demonstrate our method outperforms state-of-the-art baselines with respect to realism and text alignment, while preserving object-level generation capabilities. We publicly share our code and models to encourage community-wide progress on this new task: https://partsticker.github.io.

ArXiv.org
Openalex Percentile: Top 48%
3D Shape Modeling and Analysis
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PartStickers: Generating Parts of Objects for Rapid Prototyping · ArXiv.org (2025) | TGRS Research Map | TGRS