姓名：石小爽 专业技术职务：教授（特聘）
联系方式：
邮箱：xsshi2021@uestc.edu.cn
系别：计算机工程与应用系

联系方式 邮箱 xsshi2021@uestc.edu.cn
专业技术职务_详情页 教授（特聘）
【个人背景】学习经历：
2005年-2009年:西北工业大学,本科;
2010年-2013年:清华大学,硕士;
2015年-2019年:佛罗里达大学（美国）,博士;
工作经历：
2013年-2015年:清华大学深圳研究生院,研究助理;
2020年-2021年:美国国立卫生研究院,博士后研究员;
2021年-至今: 电子科技大学,教授（特聘）,博导;
【研究方向】深度学习、医学图像分析
论文列表：
作者+论文名称+期刊名称+发表时间或页面
[1]Xiaoshuang Shi,Zhenhua Guo, Feiping Nie, Lin Yang, Jane You, Dacheng Tao, ``Two-Dimensional Whitening Reconstruction for Enhancing Robustness of Principal Component Analysis'',IEEE Transactions on Pattern Analysis and Machine Intelligence. 38(10): 2130-2136 (2016).
[2]Xiaoshuang Shi, Zhenhua Guo, Fuyong Xing, Yu Liang, Lin Yang, ``Anchor-Based Self-Ensembling for Semi-Supervised Deep Pairwise Hashing’’.International Journal of Computer Vision, 1-18 (2020).
[3]Xiaoshuang Shi, Zhenhua Guo, Zhihui Lai, Yujiu Yang, Zhifeng Bao, David Zhang, ``A Framework of Joint Graph Embedding and Sparse Regression for Dimensionality Reduction'',IEEE Transactions on Image Processing, 24(4): 1341-1355 (2015).
[4]Xiaoshuang Shi,Fuyong Xing, Zizhao Zhang, Manish Sapkota, Zhenhua Guo, Lin Yang, ``A Scalable Optimization Mechanism for Pairwise based Discrete Hashing’’,IEEE Transactions on Image Processing, 30: 1130-1142 (2021).
[5]Xiaoshuang Shi, Fuyong Xing, Kaidi Xu, Pingjun Chen, Yun Liang and Zhenhua Guo, `` Loss-based Attention for Interpreting Image-level Prediction of Convolutional Neural Networks”,IEEE Transactions on Image Processing, 30:1662-1675 (2021).
[6]Xiaoshuang Shi,Fuyong Xing, Kaidi Xu, Yuanpu Xie, Hai Su, Lin Yang, ``Supervised graph hashing for histopathology image retrieval and classification'',Medical Image Analysis, vol. 42, pp. 117-128 (2017).
[7]Xiaoshuang Shi,Hai Su, Fuyong Xing, Yun Liang, Gang Qu, Lin Yang, ``Graph temporal ensembling based semi-supervised convolutional neural network with noisy labels for histopathology image analysis’’,Medical Image Analysis, vol. 60, 101624 (2020).
[8]Xiaoshuang Shi, Yujiu Yang, Zhenhua Guo, Zhihui Lai,``Face recognition by sparse discriminant analysis via joint L_2,1-norm minimization'',Pattern Recognition, 47(7): 2447-2453 (2014).
[9]Xiaoshuang Shi, Manish Sapkota, Fuyong Xing, Fujun Liu, Lei Cui, Lin Yang, ``Pairwise based deep ranking hashing for histopathology image classification and retrieval'',Pattern Recognition, vol. 81, pp. 14-22 (2018).
[10]Xiaoshuang Shi, Zhenhua Guo, Fuyong Xing, Jinzheng Cai, Lin Yang, ``Self-learning for face clustering'',Pattern Recognition, vol. 79, pp. 279-289 (2018).
[11]Xiaoshuang Shi,Fuyong Xing, Kaidu Xu, Manish Sapkota, Lin Yang, ``Asymmetric discrete graph hashing'',AAAI Conference on Artificial Intelligence (AAAI),pp. 2541-2547, 2017. [~25% acceptance rate](spotlight)
[12]Xiaoshuang Shi, Fuyong Xing, Yuanpu Xie, Zizhao Zhang, Lei Cui, Lin Yang, ``Loss-based attention for deep multiple instance learning’’,AAAI Conference on Artificial Intelligence (AAAI),2020. [~20% acceptance rate] (spotlight)
[13]Xiaoshuang Shi, Fuyong Xing, Jinzheng Cai, Zizhao Zhang, Yuanpu Xie, Lin Yang, ``Kernel-based supervised discrete hashing for image retrieval'',European Conference on Computer Vision (ECCV), pp.419-433, 2016.
[14]Xiaoshuang Shi,Fuyong Xing, Yuanpu Xie, Lin Yang, ``Cell encoding for histopathology image classification'',International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI),pp. 30-38, 2017.