Multi-label sewer defect classification based on CLIP with fine-to-coarse contextual representations. - Yisu Ge; Jialuo Guo; Zhihao Yang; Zhaomin Chen; Liyan Chen; Guodao Zhang (Adv. Eng. Informatics, 2026)