Search Results for author: Shuangping Huang

Found 7 papers, 5 papers with code

Perception and Semantic Aware Regularization for Sequential Confidence Calibration

1 code implementation CVPR 2023 Zhenghua Peng, Yu Luo, Tianshui Chen, Keke Xu, Shuangping Huang

In this work, we find tokens/sequences with high perception and semantic correlations with the target ones contain more correlated and effective information and thus facilitate more effective regularization.

Language Modelling speech-recognition +1

A large-scale dataset for end-to-end table recognition in the wild

1 code implementation27 Mar 2023 Fan Yang, Lei Hu, Xinwu Liu, Shuangping Huang, Zhenghui Gu

To this end, we propose a new large-scale dataset named Table Recognition Set (TabRecSet) with diverse table forms sourcing from multiple scenarios in the wild, providing complete annotation dedicated to end-to-end TR research.

Table annotation Table Detection +1

Disentangling Writer and Character Styles for Handwriting Generation

1 code implementation CVPR 2023 Gang Dai, Yifan Zhang, Qingfeng Wang, Qing Du, Zhuliang Yu, Zhuoman Liu, Shuangping Huang

In light of this, we propose to disentangle the style representations at both writer and character levels from individual handwritings to synthesize realistic stylized online handwritten characters.

Handwriting generation

Spatial Attention and Syntax Rule Enhanced Tree Decoder for Offine Handwritten Mathematical Expression Recognition

no code implementations13 Mar 2023 Zihao Lin, Jinrong Li, Fan Yang, Shuangping Huang, Xu Yang, Jianmin Lin, Ming Yang

In this paper, we propose a novel model called Spatial Attention and Syntax Rule Enhanced Tree Decoder (SS-TD), which is equipped with spatial attention mechanism to alleviate the prediction error of tree structure and use syntax masks (obtained from the transformation of syntax rules) to constrain the occurrence of ungrammatical mathematical expression.

Context-Aware Selective Label Smoothing for Calibrating Sequence Recognition Model

no code implementations13 Mar 2023 Shuangping Huang, Yu Luo, Zhenzhou Zhuang, Jin-Gang Yu, Mengchao He, Yongpan Wang

Despite the success of deep neural network (DNN) on sequential data (i. e., scene text and speech) recognition, it suffers from the over-confidence problem mainly due to overfitting in training with the cross-entropy loss, which may make the decision-making less reliable.

Decision Making Scene Text Recognition +2

Complex Handwriting Trajectory Recovery: Evaluation Metrics and Algorithm

1 code implementation28 Oct 2022 Zhounan Chen, Daihui Yang, Jinglin Liang, Xinwu Liu, Yuyi Wang, Zhenghua Peng, Shuangping Huang

Many important tasks such as forensic signature verification, calligraphy synthesis, etc, rely on handwriting trajectory recovery of which, however, even an appropriate evaluation metric is still missing.

Dynamic Time Warping Trajectory Prediction

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