iCONTRA: Toward Thematic Collection Design Via Interactive Concept Transfer
<|reference_start|>iCONTRA: Toward Thematic Collection Design Via Interactive Concept Transfer: Creating thematic collections in industries demands innovative designs and cohesive concepts. Designers may face challenges in maintaining thematic consistency when drawing inspiration from existing objects, landscapes, or artifacts. While AI-powered graphic design tools offer help, they often fail to generate cohesive sets based on specific thematic concepts. In response, we introduce iCONTRA, an interactive CONcept TRAnsfer system. With a user-friendly interface, iCONTRA enables both experienced designers and novices to effortlessly explore creative design concepts and efficiently generate thematic collections. We also propose a zero-shot image editing algorithm, eliminating the need for fine-tuning models, which gradually integrates information from initial objects, ensuring consistency in the generation process without influencing the background. A pilot study suggests iCONTRA's potential to reduce designers' efforts. Experimental results demonstrate its effectiveness in producing consistent and high-quality object concept transfers. iCONTRA stands as a promising tool for innovation and creative exploration in thematic collection design. The source code will be available at: https://github.com/vdkhoi20/iCONTRA.<|reference_end|>
@article{vo2024icontra:,
    title={iCONTRA: Toward Thematic Collection Design Via Interactive Concept
  Transfer},
    author={Dinh-Khoi Vo, Duy-Nam Ly, Khanh-Duy Le, Tam V. Nguyen, Minh-Triet
  Tran, Trung-Nghia Le},
    journal={arXiv preprint arXiv:2403.08746},
    year={2024},
    archivePrefix={arXiv},
    eprint={2403.08746},
    primaryClass={cs.CV}
}