Illustration of asymmetric convolution blocks. traditional 3 × 3 layer

An improved algorithm for superresolution reconstruction of ancient murals with a generative adversarial network based on asymmetric pyramid modules, Heritage Science

Asymmetric shortcut connection block

Frontiers PDC-Net: parallel dilated convolutional network with channel attention mechanism for pituitary adenoma segmentation

deep learning - Convolutional neural network block notation - Data Science Stack Exchange

A lightweight segmentation network for endoscopic surgical instruments based on edge refinement and efficient self-attention [PeerJ]

Overview of asymmetric convolution block (ACB). An ACB with 3×3, 3×1

3D-MASNet: 3D Mixed-scale Asymmetric Convolutional Segmentation Network for 6-month-old Infant Brain MR Images

Riheng JIA, Lecturer, Doctor of Engineering, Zhejiang Normal University, Jinhua, Department of Computer Science and Technology

Classification of long sequential data using circular dilated convolutional neural networks - ScienceDirect