Guoxu Liu

Cloud-edge efficient image segmentation via lightweight multiscale attention learning

Image segmentation in cloud-edge visual analytics needs to balance pixel-level accuracy with practical constraints such as inference latency, model size, and communication cost. Most existing segmentation models tend to rely on heavy backbone networks or complicated feature fusion designs to improve accuracy, which lim...