SCConv: Spatial and Channel Reconstruction Convolution for Feature Redundancy

• Published in: Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 6153 - 6162
• Main Authors: Li, Jiafeng, Wen, Ying, He, Lianghua
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2023
• Subjects: Computational efficiency; Computational modeling; Computer vision; Computer vision for social good; Convolution; Convolutional neural networks; Feature extraction; Redundancy
• ISSN: 1063-6919
• DOI: 10.1109/CVPR52729.2023.00596

Convolutional Neural Networks (CNNs) have achieved remarkable performance in various computer vision tasks but this comes at the cost of tremendous computational resources, partly due to convolutional layers extracting redundant features. Recent works either compress well-trained large-scale models...