Spatial and Channel Aggregation Network for Lightweight Image Super-Resolution

• Published in: Sensors (Basel, Switzerland) Vol. 23; no. 19; p. 8213
• Main Authors: Wu, Xianyu, Zuo, Linze, Huang, Feng
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 01.10.2023; MDPI
• Subjects: Algorithms; Architecture; Deep learning; large kernel convolution; lightweight image super-resolution; Neural networks; peak signal-to-noise ratio (PSNR) metric; Remote sensing; Germany; large kernel convolution; lightweight image super-resolution; peak signal-to-noise ratio (PSNR) metric

Advanced deep learning-based Single Image Super-Resolution (SISR) techniques are designed to restore high-frequency image details and enhance imaging resolution through the use of rapid and lightweight network architectures. Existing SISR methodologies face the challenge of striking a balance betwee...