arxivcs.CV2026-07-23
SPDCN: Strip-based Deformable Convolutional Network for Steel Surface Defect Segmentation
Zhongming Liu, Bingbing Jiang, Guangxin Wan, Xiang Zou
Steel surface defect segmentation is critical for industrial quality inspection, yet existing methods struggle with elongated, anisotropic defects such as cracks and scratches due to the isotropic receptive fields of standard convolutions and rigid sampling grids that cannot adap…