activity
20172025
most citedToward high-performance online HCCR: a CNN approach with DropDistortion, path signature and spatial stochastic max-pooling

53 citations · 69 across the 5 of their papers we have counts for

collaborators

8 papers

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.CV2021

ICDAR 2021 Competition on On-Line Signature Verification

Ruben Tolosana, Ruben Vera-Rodriguez, Carlos Gonzalez-Garcia +28

This paper describes the experimental framework and results of the ICDAR 2021 Competition on On-Line Signature Verification (SVC 2021). The goal of SVC 2021 is to evaluate the limi…

cs.CV20207 cited

Improving Attention-Based Handwritten Mathematical Expression Recognition with Scale Augmentation and Drop Attention

Zhe Li, Lianwen Jin, Songxuan Lai +1

Handwritten mathematical expression recognition (HMER) is an important research direction in handwriting recognition. The performance of HMER suffers from the two-dimensional struc…

cs.CV20191 cited

SynSig2Vec: Learning Representations from Synthetic Dynamic Signatures for Real-world Verification

Songxuan Lai, Lianwen Jin, Luojun Lin +2

An open research problem in automatic signature verification is the skilled forgery attacks. However, the skilled forgeries are very difficult to acquire for representation learnin…

cs.CV20193 cited

Offline Writer Identification based on the Path Signature Feature

Songxuan Lai, Lianwen Jin

In this paper, we propose a novel set of features for offline writer identification based on the path signature approach, which provides a principled way to express information con…

cs.CV2018

EnsNet: Ensconce Text in the Wild

Shuaitao Zhang, Yuliang Liu, Lianwen Jin +2

A new method is proposed for removing text from natural images. The challenge is to first accurately localize text on the stroke-level and then replace it with a visually plausible…