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20242026
most citedHierCode: A Lightweight Hierarchical Codebook for Zero-shot Chinese Text Recognition

18 citations · 34 across the 15 of their papers we have counts for

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11 papers · 1 filter

cs.CV2026

DocIntent: Answerability-Guided Agentic Restoration for Real-World Document Visual Question Answering

Zihan Huang, Shihang Wu, Junle Liu +4

Real-world degradations such as blur, shadow, distortion, and moire patterns severely impair the document question-answering capabilities of Multimodal Large Language Models (MLLMs…

cs.CV2026

One Patch Is Enough: Reinforcement-Optimized Visual Token Grounding for MLLM-Based Scene Text Spotting

Rui Tang, Wentao Yang, Peirong Zhang +4

Scene text spotting requires high-precision alignment between textual recognition and spatial localization. While visual-token grounding has emerged as a promising formulation for…

cs.CV2026

PosterVerse: A Full-Workflow Framework for Commercial-Grade Poster Generation with HTML-Based Scalable Typography

Junle Liu, Peirong Zhang, Yuyi Zhang +5

Commercial-grade poster design demands the seamless integration of aesthetic appeal with precise, informative content delivery. Current automated poster generation systems face sig…

cs.CV2025

Capturing More: Learning Multi-Domain Representations for Robust Online Handwriting Verification

Peirong Zhang, Kai Ding, Lianwen Jin

In this paper, we propose SPECTRUM, a temporal-frequency synergistic model that unlocks the untapped potential of multi-domain representation learning for online handwriting verifi…

cs.CV2025

Reviving Cultural Heritage: A Novel Approach for Comprehensive Historical Document Restoration

Yuyi Zhang, Peirong Zhang, Zhenhua Yang +5

Historical documents represent an invaluable cultural heritage, yet have undergone significant degradation over time through tears, water erosion, and oxidation. Existing Historica…

cs.CV2025★ 1 cited

OCRGenBench: A Comprehensive Benchmark for Evaluating OCR Generative Capabilities

Peirong Zhang, Haowei Xu, Jiaxin Zhang +7

Improving visual text synthesis has long been a challenging and evolving frontier for image generation models. While recent state-of-the-art (SOTA) models have made remarkable stri…

cs.CV2025★ 8 cited

MegaHan97K: A Large-Scale Dataset for Mega-Category Chinese Character Recognition with over 97K Categories

Yuyi Zhang, Yongxin Shi, Peirong Zhang +3

Foundational to the Chinese language and culture, Chinese characters encompass extraordinarily extensive and ever-expanding categories, with the latest Chinese GB18030-2022 standar…

cs.CV2025

Privacy-Preserving Biometric Verification with Handwritten Random Digit String

Peirong Zhang, Yuliang Liu, Songxuan Lai +2

Handwriting verification has stood as a steadfast identity authentication method for decades. However, this technique risks potential privacy breaches due to the inclusion of perso…

cs.CV2024

Online Writer Retrieval with Chinese Handwritten Phrases: A Synergistic Temporal-Frequency Representation Learning Approach

Peirong Zhang, Lianwen Jin

Currently, the prevalence of online handwriting has spurred a critical need for effective retrieval systems to accurately search relevant handwriting instances from specific writer…

cs.CV2024★ 2 cited

DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks

Jiaxin Zhang, Dezhi Peng, Chongyu Liu +2

Document image restoration is a crucial aspect of Document AI systems, as the quality of document images significantly influences the overall performance. Prevailing methods addres…

cs.CV2024★ 18 cited

HierCode: A Lightweight Hierarchical Codebook for Zero-shot Chinese Text Recognition

Yuyi Zhang, Yuanzhi Zhu, Dezhi Peng +5

Text recognition, especially for complex scripts like Chinese, faces unique challenges due to its intricate character structures and vast vocabulary. Traditional one-hot encoding m…