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Joint image upsampling with affinity learning

delete2025-07-31
delete0
PRE
AI
Y
Yang Yang *
S
Shuai Luo
S
Shuailong Qiu
L
Lanling Zeng
X
Xinyu Wang
X
Xinsheng Wang
DOI：10.1016/j.neucom.2025.131159delete
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Abstract

Abstract

En 中文
• We formulate image smoothing as a downsampling-and-upsampling process. • We show that a mild smoothing renders accurate restoration of the target image. • We propose a CNN to learn the affinities for joint image upsampling. • Extensive experimental results validate the superiority of the proposed method.
Keywords:
image smoothing
downsampling-and-upsampling
CNN
joint image upsampling
accurate restoration

Journal

Neurocomputing cover
Neurocomputing
IF:
6.5
Papers:
2.5W
Citations:
6.5W

Organization

No organization information available