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cs.CV2024★ 3 cited
Vision Mamba-based autonomous crack segmentation on concrete, asphalt, and masonry surfaces
Zhaohui Chen, Elyas Asadi Shamsabadi, Sheng Jiang +2
Convolutional neural networks (CNNs) and Transformers have shown advanced accuracy in crack detection under certain conditions. Yet, the fixed local attention can compromise the ge…
cs.CV2024
Robust feature knowledge distillation for enhanced performance of lightweight crack segmentation models
Zhaohui Chen, Elyas Asadi Shamsabadi, Sheng Jiang +2
Vision-based crack detection faces deployment challenges due to the size of robust models and edge device limitations. These can be addressed with lightweight models trained with k…