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CoDiFSR: Code Diffusion paradigm with prior knowledge distillation for face super-resolution

delete2026-04-16
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PRE
AI
J
Junhao Gu
N
Nan Su
Z
Zhengguo Wang
S
Shuimu Chen
W
Wenming Yang *
G
Guijin Wang *
DOI:10.1016/j.patcog.2026.113745delete
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Abstract

Abstract

En 中文
• A novel Code Diffusion paradigm with two-stage training protocol to exploit prior guidance. • Extract highly compact Facial Prior Embeddings as prior guidance for FSR backbone. • Well-constructed Facial Prior Codebook with expressive and high-quality FPEs. • Leveraging knowledge distillation for Code Diffusion model to refine the low-quality FPE.
Keywords:
Code Diffusion
Facial Prior Embeddings
Face Super-Resolution
Knowledge Distillation
Prior Guidance

Journal

Pattern Recognition cover
Pattern Recognition
IF:
7.6
Papers:
1.3W
Citations:
4.5W

Organization

T
tsinghua university
Scholars:
11.7W
Papers: 10.0W
Citations: 137
S
seuic technologies co ltd
Scholars:
1
Papers: 1
Citations: 0