3 papers
cs.CL2026
FSE: Continual Learning for Named Entity Recognition by Fast-Slow Experts
Yunan Zhang, Yang Fan, Heng Li +2
Continual Learning for Named Entity Recognition (CLNER) enable models to incrementally learn new entity types without forgetting previously acquired ones. However, existing methods…
cs.CV2026
D2Dewarp: Dual Dimensions Geometric Representation Learning Based Document Image Dewarping
Heng Li, Xiangping Wu, Qingcai Chen
Document image dewarping remains a challenging task in the deep learning era. While existing methods have improved by leveraging text line awareness, they typically focus only on a…
cs.CV2025
Document Image Rectification Bases on Self-Adaptive Multitask Fusion
Heng Li, Xiangping Wu, Qingcai Chen
Deformed document image rectification is essential for real-world document understanding tasks, such as layout analysis and text recognition. However, current multi-task methods --…