Scale Mapping and Dynamic Re-Detecting in Dense Head Detection. - Zikai Sun; Dezhi Peng; Zirui Cai; Zirong Chen; Lianwen Jin (ICIP, 2018)

Detecting Heads using Feature Refine Net and Cascaded Multi-scale Architecture. - Dezhi Peng; Zikai Sun; Zirong Chen; Zirui Cai; Lele Xie; Lianwen Jin (ICPR, 2018)

A Fast and Accurate Fully Convolutional Network for End-to-End Handwritten Chinese Text Segmentation and Recognition. - Dezhi Peng; Lianwen Jin; Yaqiang Wu; Zhepeng Wang 002; Mingxiang Cai (ICDAR, 2019)

Implicit Feature Alignment: Learn To Convert Text Recognizer to Text Spotter. - Tianwei Wang; Yuanzhi Zhu; Lianwen Jin; Dezhi Peng; Zhe Li 046; Mengchao He; Yongpan Wang; Canjie Luo (CVPR, 2021)

Zero-Shot Chinese Text Recognition via Matching Class Embedding. - Yuhao Huang; Lianwen Jin; Dezhi Peng (ICDAR (3), 2021)

A Multi-level Progressive Rectification Mechanism for Irregular Scene Text Recognition. - Qianying Liao; Qingxiang Lin; Lianwen Jin; Canjie Luo; Jiaxin Zhang 003; Dezhi Peng; Tianwei Wang (ICDAR (4), 2021)

Towards Fast, Accurate and Compact Online Handwritten Chinese Text Recognition. - Dezhi Peng; Canyu Xie; Hongliang Li; Lianwen Jin; Zecheng Xie; Kai Ding 009; Yichao Huang; Yaqiang Wu (ICDAR (3), 2021)

Implicit Feature Alignment: Learn to Convert Text Recognizer to Text Spotter. - Tianwei Wang; Yuanzhi Zhu; Lianwen Jin; Dezhi Peng; Zhe Li; Mengchao He; Yongpan Wang; Canjie Luo (CoRR, 2021)

SPTS: Single-Point Text Spotting. - Dezhi Peng; Xinyu Wang 010; Yuliang Liu; Jiaxin Zhang 003; Mingxin Huang; Songxuan Lai; Shenggao Zhu; Jing Li 036; Dahua Lin; Chunhua Shen; Lianwen Jin (CoRR, 2021)

Efficient HLS Implementation of Fast Linear Discriminant Analysis Classifier. - Dezhi Peng; Jin Sha (IEEE Embed. Syst. Lett., 2021)

Development and implementation of an LIS-based validation system for autoverification toward zero defects in the automated reporting of laboratory test results. - Di Jin; Qing Wang; Dezhi Peng; Jiajia Wang; Bijuan Li; Yating Cheng; Nanxun Mo; Xiaoyan Deng; Ran Tao (BMC Medical Informatics Decis. Mak., 2021)

Complex Table Structure Recognition in the Wild Using Transformer and Identity Matrix-Based Augmentation. - Bangdong Chen; Dezhi Peng; Jiaxin Zhang 003; Yujin Ren; Lianwen Jin (ICFHR, 2022)

SPTS: Single-Point Text Spotting. - Dezhi Peng; Xinyu Wang 010; Yuliang Liu; Jiaxin Zhang 003; Mingxin Huang; Songxuan Lai; Jing Li 036; Shenggao Zhu; Dahua Lin; Chunhua Shen; Xiang Bai; Lianwen Jin (ACM Multimedia, 2022)

SLOGAN: Handwriting Style Synthesis for Arbitrary-Length and Out-of-Vocabulary Text. - Canjie Luo; Yuanzhi Zhu; Lianwen Jin; Zhe Li; Dezhi Peng (CoRR, 2022)

PageNet: Towards End-to-End Weakly Supervised Page-Level Handwritten Chinese Text Recognition. - Dezhi Peng; Lianwen Jin; Yuliang Liu; Canjie Luo; Songxuan Lai (Int. J. Comput. Vis., 2022)

Building A Mobile Text Recognizer via Truncated SVD-based Knowledge Distillation-Guided NAS. - Weifeng Lin; Canyu Xie; Dezhi Peng; Jiapeng Wang; Lianwen Jin; Wei Ding; Cong Yao; Mengchao He (BMVC, 2023)

Towards Robust Tampered Text Detection in Document Image: New Dataset and New Solution. - Chenfan Qu; Chongyu Liu; Yuliang Liu; Xinhong Chen 005; Dezhi Peng; Fengjun Guo; Lianwen Jin (CVPR, 2023)

ESTextSpotter: Towards Better Scene Text Spotting with Explicit Synergy in Transformer. - Mingxin Huang; Jiaxin Zhang 003; Dezhi Peng; Hao Lu 003; Can Huang; Yuliang Liu; Xiang Bai; Lianwen Jin (ICCV, 2023)

Revisiting Scene Text Recognition: A Data Perspective. - Qing Jiang; Jiapeng Wang; Dezhi Peng; Chongyu Liu; Lianwen Jin (ICCV, 2023)

EnsExam: A Dataset for Handwritten Text Erasure on Examination Papers. - Liufeng Huang; Bangdong Chen; Chongyu Liu; Dezhi Peng; Weiying Zhou; Yaqiang Wu; Hui Li; Hao Ni 001; Lianwen Jin (ICDAR (3), 2023)

SegCTC: Offline Handwritten Chinese Text Recognition via Better Fusion Between Explicit and Implicit Segmentation. - Jiarong Huang; Dezhi Peng; Hongliang Li; Hao Ni 001; Lianwen Jin (ICDAR (4), 2023)

Read Ten Lines at One Glance: Line-Aware Semi-Autoregressive Transformer for Multi-Line Handwritten Mathematical Expression Recognition. - Wentao Yang 003; Zhe Li 046; Dezhi Peng; Lianwen Jin; Mengchao He; Cong Yao (ACM Multimedia, 2023)

M5HisDoc: A Large-scale Multi-style Chinese Historical Document Analysis Benchmark. - Yongxin Shi; Chongyu Liu; Dezhi Peng; Cheng Jian; Jiarong Huang; Lianwen Jin (NeurIPS, 2023)

On the Hidden Mystery of OCR in Large Multimodal Models. - Yuliang Liu; Zhang Li; Hongliang Li; Wenwen Yu; Mingxin Huang; Dezhi Peng; Mingyu Liu; Mingrui Chen; Chunyuan Li; Lianwen Jin; Xiang Bai (CoRR, 2023)

Exploring OCR Capabilities of GPT-4V(ision) : A Quantitative and In-depth Evaluation. - Yongxin Shi; Dezhi Peng; Wenhui Liao; Zening Lin; Xinhong Chen 005; Chongyu Liu; Yuyi Zhang; Lianwen Jin (CoRR, 2023)

Recognition of Handwritten Chinese Text by Segmentation: A Segment-Annotation-Free Approach. - Dezhi Peng; Lianwen Jin; Weihong Ma; Canyu Xie; Hesuo Zhang; Shenggao Zhu; Jing Li (IEEE Trans. Multim., 2023)

SLOGAN: Handwriting Style Synthesis for Arbitrary-Length and Out-of-Vocabulary Text. - Canjie Luo; Yuanzhi Zhu; Lianwen Jin; Zhe Li 046; Dezhi Peng (IEEE Trans. Neural Networks Learn. Syst., 2023)

SPTS v2: Single-Point Scene Text Spotting. - Yuliang Liu; Jiaxin Zhang 003; Dezhi Peng; Mingxin Huang; Xinyu Wang 010; Jingqun Tang; Can Huang; Dahua Lin; Chunhua Shen; Xiang Bai; Lianwen Jin (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

ViTEraser: Harnessing the Power of Vision Transformers for Scene Text Removal with SegMIM Pretraining. - Dezhi Peng; Chongyu Liu; Yuliang Liu; Lianwen Jin (AAAI, 2024)

FontDiffuser: One-Shot Font Generation via Denoising Diffusion with Multi-Scale Content Aggregation and Style Contrastive Learning. - Zhenhua Yang; Dezhi Peng; Yuxin Kong; Yuyi Zhang; Cong Yao; Lianwen Jin (AAAI, 2024)

DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks. - Jiaxin Zhang 003; Dezhi Peng; Chongyu Liu; Peirong Zhang; Lianwen Jin (CVPR, 2024)

Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods. - Chenfan Qu; Yiwu Zhong; Chongyu Liu; Guitao Xu; Dezhi Peng; Fengjun Guo; Lianwen Jin (CVPR, 2024)

TongGu: Mastering Classical Chinese Understanding with Knowledge-Grounded Large Language Models. - Jiahuan Cao; Dezhi Peng; Peirong Zhang; Yongxin Shi; Yang Liu 353; Kai Ding 009; Lianwen Jin (EMNLP (Findings), 2024)

DTSM: Toward Dense Table Structure Recognition with Text Query Encoder and Adjacent Feature Aggregator. - Xinhong Chen 005; Bangdong Chen; Chenfan Qu; Dezhi Peng; Chongyu Liu; Lianwen Jin (ICDAR (1), 2024)

UPOCR: Towards Unified Pixel-Level OCR Interface. - Dezhi Peng; Zhenhua Yang; Jiaxin Zhang 003; Chongyu Liu; Yongxin Shi; Kai Ding 009; Fengjun Guo; Lianwen Jin (ICML, 2024)

C3Bench: A Comprehensive Classical Chinese Understanding Benchmark for Large Language Models. - Jiahuan Cao; Yongxin Shi; Dezhi Peng; Yang Liu 353; Lianwen Jin (CoRR, 2024)

SideNet: Learning representations from interactive side information for zero-shot Chinese character recognition. - Ziyan Li; Yuhao Huang; Dezhi Peng; Mengchao He; Lianwen Jin (Pattern Recognit., 2024)

Predicting the Original Appearance of Damaged Historical Documents. - Zhenhua Yang; Dezhi Peng; Yongxin Shi; Yuyi Zhang; Chongyu Liu; Lianwen Jin (AAAI, 2025)

RedundancyLens: Revealing and Exploiting Visual Token Processing Redundancy for Efficient Decoder-Only MLLMs. - Hongliang Li; Jiaxin Zhang 003; Wenhui Liao; Dezhi Peng; Kai Ding 009; Lianwen Jin (ACL (Findings), 2025)

QT-TextSR: Enhancing scene text image super-resolution via efficient interaction with text recognition using a Query-aware Transformer. - Chongyu Liu; Qing Jiang; Dezhi Peng; Yuxin Kong; Jiaixin Zhang; Longfei Xiong; Jiwei Duan; Cheng Sun; Lianwen Jin (Neurocomputing, 2025)

EGO-LM: An efficient, generic, and out-of-the-box language model for handwritten text recognition. - Hongliang Li; Dezhi Peng; Lianwen Jin (Pattern Recognit., 2025)

HierCode: A lightweight hierarchical codebook for zero-shot Chinese text recognition. - Yuyi Zhang; Yuanzhi Zhu; Dezhi Peng; Peirong Zhang; Zhenhua Yang; Zhibo Yang 003; Cong Yao; Lianwen Jin (Pattern Recognit., 2025)

Enhancing document dewarping evaluation: A new metric with improved accuracy and efficiency. - Jiaxin Zhang 003; Peirong Zhang; Dezhi Peng; Haowei Xu; Lianwen Jin (Pattern Recognit. Lett., 2025)

Toward Accurate Readings of Water Meters by Eliminating Transition Error: New Dataset and Effective Solution. - Jiaxin Zhang 003; Daizhen Jia; Chongyu Liu; Dezhi Peng; Bangdong Chen; Xue Gao; Lianwen Jin (IEEE Trans. Instrum. Meas., 2025)

Beyond Token Compression: A Training-Free Reduction Framework for Efficient Visual Processing in MLLMs. - Hongliang Li; Jiaxin Zhang 003; Wenhui Liao; Dezhi Peng; Kai Ding 009; Lianwen Jin (CoRR, 2025)

CTRNet++: Dual-Path Learning with Local-Global Context Modeling for Scene Text Removal. - Chongyu Liu; Dezhi Peng; Yuliang Liu; Lianwen Jin (ACM Trans. Multim. Comput. Commun. Appl., 2025)

OCR-Reasoning Benchmark: Unveiling the True Capabilities of MLLMs in Complex Text-Rich Image Reasoning. - Mingxin Huang; Yongxin Shi; Dezhi Peng; Songxuan Lai; Zecheng Xie; Lianwen Jin (CoRR, 2025)

SwinTextSpotter v2: Towards Better Synergy for Scene Text Spotting. - Mingxin Huang; Dezhi Peng; Hongliang Li; Zhenghao Peng; Chongyu Liu; Dahua Lin; Yuliang Liu; Xiang Bai; Lianwen Jin (Int. J. Comput. Vis., 2025)