南方科技大学计算机系师资,于仕琪 - 教师个人主页

本文综述了Rijun Liao、Shiqi Yu等人在步态识别领域的多项工作，包括基于身体姿势和人类先验知识的模型方法、深度学习的联合CNN应用、跨视图识别特征学习、生成对抗网络(GAN)在不变性步态特征提取中的应用，以及三维姿态估计对提高识别精度的贡献。这些研究展示了在复杂环境变化下，如服装和携带物影响下，利用深度学习和生成模型提升步态识别准确性的前沿进展。

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Rijun Liao, Shiqi Yu, Weizhi An, Yongzhen Huang, ” A model-based gait recognition method with body pose and human prior knowledge”. Pattern Recognition, Volume 98, February 2020. (IF2017=3.962)

Yuqi Zhang, Yongzhen Huang, Liang Wang, Shiqi Yu, “A comprehensive study on gait biometrics using a joint CNN-based method “. Pattern Recognition, Volume 93, September 2019, Pages 228-236. (IF2017=3.962)

Yuqi Zhang, Yongzhen Huang, Shiqi Yu, Liang Wang, “Cross-view Gait Recognition by Discriminative Feature Learning”, IEEE Transactions on Image Processing, 2019.

Shiqi Yu*, Rijun Liao, Weizhi An, Haifeng Chen, Edel B. Garcia, Yongzhen Huang and Norman Poh, “GaitGANv2: Invariant Gait Feature Extraction Using Generative Adversarial Networks”. Pattern Recognition, Volume 87, March 2019, Pages 179-189. (IF2017=3.962)

Weizhi An, Rijun Liao, Shiqi Yu, Yongzhen Huang and Pong C Yuen, Improving Gait Recognition with 3D Pose Estimation. In the 13th Chinese Conference on Biometric Recognition, 137-147. Aug. 2018.

Jiaqi Tan, Jiawei Wang and Shiqi Yu, Selecting the Effective Regions for Gait Recognition by Sparse Representation. In the 13th Chinese Conference on Biometric Recognition, 166-174. Aug. 2018.

Rijun Liao, Chunshui Cao, Edel B. Garcia, Shiqi Yu, Yongzhen Huang, Pose-Based Temporal-Spatial Network (PTSN) for Gait Recognition with Carrying and Clothing Variations. In the 12th Chinese Conference on Biometric Recognition, 474-483. Oct. 2017.

Jiawei Wang, Edel B. Garcia, Shiqi Yu, Dexin Zhang, Shiqi Yu, Yongzhen Huang, Windowed DMD for Gait Recognition Under Clothing and Carrying Condition Variations. In the 12th Chinese Conference on Biometric Recognition, 484-492. Oct. 2017.

Shiqi Yu, Haifeng Chen, Edel B. Reyes, Norman Poh. GaitGAN: Invariant Gait Feature Extraction Using Generative Adversarial Networks. In the 2017 IEEE Computer Vision and Pattern Recognition Workshop on Biometrics (CVPRW), 532-539, July 2017.

Yuexiang Li, Linlin Shen, Shiqi Yu, “HEp-2 Specimen Image Segmentation and Classification Using Very Deep Fully Convolutional Network,” in IEEE Transactions on Medical Imaging , 36 (7), 2017, 1561-1572 (中科院大类2区，小类2区，IF2017= 6.131)

Shiqi Yu, Haifeng Chen, Qing Wang, Linlin Shen, Yongzhen Huang, Invariant feature extraction for gait recognition using only one uniform model, Neurocomputing, Volume 239, 24 May 2017, Pages 81–93. (中科院大类2区，小类3区，IF2017= 3.241)

Shiqi Yu, Sen Jia*, and Chunyan Xu. Convolutional Neural Networks for Hyperspectral Image Classification, Neurocomputing, volume 219, Pages 88-98, January 2017. (中科院大类2区，小类3区，IF2017= 3.241, 高被引论文)