Author

Yong-Hua Xie

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Open access Aug 2026

SA-DeepLab: Enhancing DeepLabV3+ with Pixel-Wise Switchable Atrous Convolution for Adaptive Multi-Scale Semantic Segmentation

SA-DeepLab is proposed, a CNN framework that combines a switchable atrous spatial pyramid pooling (SA-ASPP) module and a channel shuffle operation in the decoder, outperforming both CNN-based and transformer-based competitors in the accuracy-efficiency tradeoff.

Yong-Hua Xie, Bin Yan · Electronics · 0 citations