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Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition


Nov 01, 2021
Shujian Liao, Terry Lyons, Weixin Yang, Kevin Schlegel, Hao Ni

* This paper is accepted by British Machine Vision Conference 2021 

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Computing the full signature kernel as the solution of a Goursat problem


Jun 26, 2020
Thomas Cass, Terry Lyons, Cristopher Salvi, Weixin Yang


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Learning stochastic differential equations using RNN with log signature features


Sep 22, 2019
Shujian Liao, Terry Lyons, Weixin Yang, Hao Ni


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Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer Module


Dec 07, 2018
Chenyang Li, Xin Zhang, Lufan Liao, Lianwen Jin, Weixin Yang

* Accepted by AAAI 2019 

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Leveraging the Path Signature for Skeleton-based Human Action Recognition


Jul 13, 2017
Weixin Yang, Terry Lyons, Hao Ni, Cordelia Schmid, Lianwen Jin, Jiawei Chang

* 14 pages, 6 figures 

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Online Signature Verification using Recurrent Neural Network and Length-normalized Path Signature


May 19, 2017
Songxuan Lai, Lianwen Jin, Weixin Yang

* 6 pages, 5 figures, 5 tables 

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Building Fast and Compact Convolutional Neural Networks for Offline Handwritten Chinese Character Recognition


Feb 26, 2017
Xuefeng Xiao, Lianwen Jin, Yafeng Yang, Weixin Yang, Jun Sun, Tianhai Chang

* 15 pages, 7 figures, 5 tables 

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Toward high-performance online HCCR: a CNN approach with DropDistortion, path signature and spatial stochastic max-pooling


Feb 24, 2017
Songxuan Lai, Lianwen Jin, Weixin Yang

* 10 pages, 7 figures 

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DeepWriterID: An End-to-end Online Text-independent Writer Identification System


Dec 22, 2015
Weixin Yang, Lianwen Jin, Manfei Liu

* 7 pages5 6 figures 

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Improved Deep Convolutional Neural Network For Online Handwritten Chinese Character Recognition using Domain-Specific Knowledge


May 28, 2015
Weixin Yang, Lianwen Jin, Zecheng Xie, Ziyong Feng

* 5 pages, 4 figures, 3 tables. Accepted to appear at ICDAR 2015 

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DropSample: A New Training Method to Enhance Deep Convolutional Neural Networks for Large-Scale Unconstrained Handwritten Chinese Character Recognition


May 20, 2015
Weixin Yang, Lianwen Jin, Dacheng Tao, Zecheng Xie, Ziyong Feng

* 18 pages, 8 figures, 5 tables 

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Character-level Chinese Writer Identification using Path Signature Feature, DropStroke and Deep CNN


May 19, 2015
Weixin Yang, Lianwen Jin, Manfei Liu

* 5 pages, 4 figures, 2 tables. Manuscript is accepted to appear in ICDAR 2015 

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