Ning Zhang, Ziyang Liu, Enxu Zhang, Yuanqi Chen, Jie Yue. "An ESG-ConvNeXt network for steel surface defect classification based on hybrid attention mechanism." Scientific Reports, 2025. doi:10.1038/s41598-025-88958-6