Asymmetric CNN–ViT Residual Fusion for Industrial Surface Defect Detection
Industrial surface inspection must localize defects when annotated data are limited. We present Asymmetric CNN–ViT Residual Fusion (ACVRF), in which a convolutional neural network (CNN) generates proposals and primary region-of-interest features, while a Vision Transformer (ViT) supplies a residual with a bounded mixin...