Laser & Optoelectronics Progress, Volume. 62, Issue 16, 1615001(2025)
Super-Resolution Reconstruction and Denoising Tasks for Public Safety Scene Images Using the EnSwinIR Model
Fig. 1. Schematic diagrams of SwinIR super-resolution network structure. (a) The overall flowchart of SwinIR; (b) residual SwinIR Transformer block; (c) Swin Transformer layer
Fig. 2. Schematic diagrams of SwinIR super-resolution network structure. (a) The overall flowchart of EnSwinIR; (b) hybrid residual attention block; (c) shift convolution; (d) group multi-scale self-attention
Fig. 7. Comparison of denoising effects of different models on color images at a high noise level (
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Qixiang Meng, Fanliang Bu, Qiqi Kou. Super-Resolution Reconstruction and Denoising Tasks for Public Safety Scene Images Using the EnSwinIR Model[J]. Laser & Optoelectronics Progress, 2025, 62(16): 1615001
Category: Machine Vision
Received: Dec. 5, 2024
Accepted: Feb. 7, 2025
Published Online: Aug. 18, 2025
The Author Email: Fanliang Bu (20051257@ppsuc.edu.cn)
CSTR:32186.14.LOP242377