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Shiwen Sun

2 accepted papers

2025

GL-GAN: Perceiving and Integrating Global and Local Styles for Handwritten Text Generation with Mamba

COLING 2025main

Handwritten text generation (HTG) aims to synthesize handwritten samples by imitating a specific writer, which has a wide range of applications and thus has significant research value. However, current studies on HTG are confronted with a main bottleneck: dominant models lack the ability to perceive…

2025

SmartExp: An Adaptive Data Expansion Strategy for Improving Handwritten Text Recognition

ICASSP 2025accepted

Constructing a highly accurate handwritten OCR system requires large amounts of high-quality training data, yet data collection is labor-intensive and costly. With the advance of generative models, high-quality synthetic images have been applied to enhance handwritten text recognition (HTR) models,…

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