Towards automatic visual inspection: A weakly supervised learning method for industrial applicable object detection

•Introduced weakly supervised deep learning to industrial automation for automatic visual inspection.•A new proposal-guided segmentation-aggregation framework for weakly supervised object detection.•Graph-based image segmentation and dropscore strategy to address the common failures.•Evaluation and analysis on collected insulator images and public benchmarks.