Author

Jiawei Tang

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Preprint Aug 2026

CloSeR: Unified Relational Distillation from Closed-Set Teachers for Category Discovery

Generalized Category Discovery (GCD) is an intriguing open-world problem that has garnered increasing attention: given partially labelled data, the goal is to correctly recognize known classes while discovering coherent novel categories from unlabelled samples. Recent GCD methods typically adapt foundation models by jo...

Yuan-Pei Liu, Zhenqi He, Jiawei Tang et al. · 0 citations

#computer vision Preprint Aug 2026

NaviDC-OCR: Navigating Document Parsing Across Digital and Camera-Captured Documents

NaviDC-OCR introduces deformation-aware learning to incorporate geometric perception into VLMs and proposes an adaptive sampling mechanism for complex layout representation, and a content-structure decoupled learning strategy is developed to explicitly model formula grammars and table structures, enabling more effectiv...

Peng Cai, Zhaofan Zou, Shifa Liu et al. · 0 citations