Abstract: Accurate and real-time segmentation of polyps in digestive endoscopy is critical for improving the diagnosis and treatment of gastrointestinal diseases. Although Transformer-based models ...

Abstract: Accurate crack segmentation in concrete transportation infrastructures is critical for ensuring structural integrity and facilitating timely maintenance interventions. This paper presents ...

Overview of VeloxSeg. VeloxSeg employs an encoder-decoder architecture with Paired Window Attention (PWA) and Johnson-Lindenstrauss lemma-guided convolution (JLC) on the left, using 1x1 convolution as ...