DualFace: Two-stage drawing guidance for freehand portrait sketching

Huang, Zhengyu; Peng, Yichen; Hibino, Tomohiro; Zhao, Chunqi; Xie, Haoran; Fukusato, Tsukasa; Miyata, Kazunori

doi:10.1007/s41095-021-0227-7

Cited by 27 publications

(5 citation statements)

References 38 publications

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“…MichiGAN [32] explicitly disentangles hair into four orthogonal attributes and designs a corresponding condition module to process user inputs for each attribute. DualFace [33] proposes a two-stage guidance system to help users produce detailed portrait sketches with data-driven global guidance and GAN-based local guidance. InterFaceGAN [34] explores disentanglement of various semantic attributes and edits several attributes using linear editing paths.…”

Section: Facial Image Manipulation With Gansmentioning

confidence: 99%

Towards harmonized regional style transfer and manipulation for facial images

et al. 2023

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Regional facial image synthesis conditioned on a semantic mask has achieved great attention in the field of computational visual media. However, the appearances of different regions may be inconsistent with each other after performing regional editing. In this paper, we focus on harmonized regional style transfer for facial images. A multi-scale encoder is proposed for accurate style code extraction. The key part of our work is a multi-region style attention module. It adapts multiple regional style embeddings from a reference image to a target image, to generate a harmonious result. We also propose style mapping networks for multi-modal style synthesis. We further employ an invertible flow model which can serve as mapping network to fine-tune the style code by inverting the code to latent space. Experiments on three widely used face datasets were used to evaluate our model by transferring regional facial appearance between datasets. The results show that our model can reliably perform style transfer and multi-modal manipulation, generating output comparable to the state of the art.

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Section: Facial Image Manipulation With Gansmentioning

confidence: 99%

Towards harmonized regional style transfer and manipulation for facial images

et al. 2023

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“…DualMotion adopted a two-stage scheme with both global and local stages [26], [27]. Along with the perception capabilities of human, designing the target with a bottom-up scheme is difficult.…”

Section: Creativity Support With Two-stage Schemementioning

confidence: 99%

DualMotion: Global-to-Local Casual Motion Design for Character Animations

Peng

Zhao

Xie

et al. 2023

IEICE Trans. Inf. & Syst.

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Animating 3D characters using motion capture data requires basic expertise and manual labor. To support the creativity of animation design and make it easier for common users, we present a sketch-based interface DualMotion, with rough sketches as input for designing daily-life animations of characters, such as walking and jumping. Our approach enables to combine global motions of lower limbs and the local motion of the upper limbs in a database by utilizing a two-stage design strategy. Users are allowed to design a motion by starting with drawing a rough trajectory of a body/lower limb movement in the global design stage. The upper limb motions are then designed by drawing several more relative motion trajectories in the local design stage. We conduct a user study and verify the effectiveness and convenience of the proposed system in creative activities.

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“…In such cases, some researches 2 analyze layout sketches to retrieve the web page to give user references when designing, and other researches 3,4 analyze the sketch stroke to edit the image. Previous studies 5,6 have also used user sketches to provide shadow guidance to enhance user design abilities, which can be used in motion retrieval 7 and calligraphy. 8 The design interfaces have been proposed for cartoon image generation 9 and facial images.…”

Section: Related Workmentioning

confidence: 99%

Interactive layout drawing interface with shadow guidance

Weng

Xie

2023

International Workshop on Advanced Imaging Technology (IWAIT) 2023

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It is difficult to design a visually appealing layout for common users, which takes time even for professional designers. In this paper, we present an interactive layout design system with shadow guidance and layout retrieval to help users obtain satisfactory design results. This study focuses in particular on the design of academic presentation slides. The user may refer to the shadow guidance as a heat map, which is the layout distribution of our gathered dataset, using the suggested shadow guidance. The suggested system is data-driven, allowing users to analyze the design data naturally. The layout may then be edited by the user to finalize the layout design. We validated the suggested interface in our user study by comparing it with common design interfaces. The findings show that the suggested interface may achieve high retrieval accuracy while simultaneously offering a pleasant user experience.

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DualFace: Two-stage drawing guidance for freehand portrait sketching

Cited by 27 publications

References 38 publications

Towards harmonized regional style transfer and manipulation for facial images

Towards harmonized regional style transfer and manipulation for facial images

DualMotion: Global-to-Local Casual Motion Design for Character Animations

Interactive layout drawing interface with shadow guidance

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