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Sketch diffusion: A sketch-drawing optimization method via diffusion model

delete2026-07-03
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PRE
AI
H
Huaning Liu
郭靖 cover
郭靖 (Jing Guo)
K
Kai Wang
S
S. Yang
W
Wen Guo
Y
Yongzhen Ke *
DOI:10.1016/j.imavis.2026.106106delete
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Abstract

Abstract

En 中文
• Proposed novel feature extraction to separate content and sketch traits in portrait sketches. • Developed three-stage training with contrastive learning and feature loss. • Preserves sketches enhancing framework, overcoming current AI limitations in art guidance. • Built large-scale dataset to resolve scarcity and inconsistency in sketch research.

Journal

Image and Vision Computing cover
Image and Vision Computing
IF:
4.2
Papers:
4.1K
Citations:
6.7K

Organization

T
tiangong university
Scholars:
2.6K
Papers: 804
Citations: 0
Cited Papers

Cited Papers

Pixelor: A Competitive Sketching AI Agent. So you think you can sketch?
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errBhunia, Ayan Kumar; Das, Ayan; Muhammad, Umar Riaz; Yang, Yongxin; Hospedales, Timothy M.; Xiang, Tao; Gryaditskaya, Yulia; Song, Yi-Zhe
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High-Resolution Image Synthesis with Latent Diffusion Models
err2022-06-01
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errOAAI
errRobin Rombach; Andreas Blattmann; Dominik Lorenz; Patrick Esser; Bjorn Ommer
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Learning to restore deteriorated line drawing
err2018-05-03
err18
PREAI
errSasaki, Kazuma; Iizuka, Satoshi; Simo-Serra, Edgar; Ishikawa, Hiroshi
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Sketch works ranking based on improved transfer learning model
err2021-08-23
err0
PREAI
errYu, SongSen; Lin, ZeSheng; Liang, Jun; Shu, GangXu; Yu, JiaLin; Zhu, Ao
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Refining Line Art From Stroke Style Disentanglement With Diffusion Models
err2024-01-01
err0
errOAAI
errXie, Fanglu; Takagi, Motohiro; Seshimo, Hitoshi; Aono, Yushi
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