招生方向 人工智能安全，深度学习，计算机视觉

教育背景 2003-09--2008-07 中国科学技术大学 研究生/博士 1999-09--2003-07 中国科学技术大学 本科/学士 教授课程 人工智能安全 深度学习基础及应用 通信原理

专利与奖励 2020年，反无人机国际挑战赛冠军(Anti-UAV Challenge@CVPR2020) 2019年，无人机视觉国际挑战赛单物体跟踪任务冠军(VisDrone2019-Single Object Tracking@ICCV2019) 2019年，吴文俊人工智能技术发明二等奖 2019年，EAI International Conference on Robotic Sensor Networks(ROSENET), 最佳展示论文“Double-Blinded Finder: A Two-Side Privacy-Preserving Approach for Finding Missing Children” 2018年，中国科学院青年创新促进会成员 2016年，入围全国第一届特定音视频技术系统挑战赛（特定标识检测、视频拷贝检测两项视觉任务） 2014年，研究所首届引进优秀青年人才

面向真实应用场景需求，研究智能多媒体安全，当前聚焦：

1）低质量视觉物体理解，包括：蒙面人脸识别、低分辨率物体分析、视频物体跟踪等

2）图像生成与伪造检测，包括：生成对抗网络、人脸/数据生成、深度伪造检测与理解

3）大数据受控共享学习，包括：小样本/弱(自)监督/对抗/公平/联邦/因果学习等

2018-11-29-今,中国图象图形学学会高级会员, 2017-12-31-今,中国计算机学会高级会员, 2016-12-27-2020-05-31,国际会议PC审稿人, NIPS、ICML、CVPR、AAAI、IJCAI、ACM Multimedia、ICLR、ECCV等 2015-10-01-今,IEEE高级会员, 2015-09-18-今,中国计算机学会计算机视觉专业委员会委员, 2015-07-01-今,中国计算机学会多媒体技术专业委员会委员 , 2014-09-01-今,中国人工智能学会模式识别专业委会委员, 2014-07-01-今,中国网络空间协会音视频分析专业委员会委员, 2010-12-10-今,Technical Program Committee, for 2010 International Conference of Progress in Informatics and Computing (PIC) 2010, 2010-07-01-今,Technical Co-Chair,International Conference on Advances in Computing, Control, and Telecommunication Technologies, ACT 2010, 2010-03-15-今,Technical Program Committee, for IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2010,

Year 2021

[1]Shiming Ge*, Chunhui Zhang, Shikun Li, Dan Zeng*, and Dacheng Tao. Cascaded Correlation Refinement for Robust Deep Tracking. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021.32(3):1276-1288. (CCF-B, 1区) Year 2020

[2]Jieru Jia, Qiuqi Ruan, Yi Jin*, Gaoyun An, and Shiming Ge, View-specifific Subspace Learning and Re-ranking for Semi-supervised Person Re-identifification, Pattern Recognition (PR), 2020, 108: 107568., (CCF-B)

[3]化盈盈,张岱墀,葛仕明*. 深度学习模型可解释性的研究进展.信息安全学报, 2020,5(3):1-12.

[4]Chenyu Li, Shiming Ge*, Daichi Zhang, and Jia Li. Look Through Masks: Towards Occluded Face Recognition with De-Occlusion Distillation. In ACM International Conference on Multimedia (MM), 2020, 3016–3024. (CCF-A).

[5]Chunhui Zhang, Shiming Ge*, Kangkai Zhang, and Dan Zeng. Accurate UAV Tracking with Distance-Injected Overlap Maximization. In ACM International Conference on Multimedia (MM), 2020, 565–573. (CCF-A, Oral).

[6]Dan Zeng, Han Liu, Hui Lin, Shiming Ge*. Talking Face Generation with Expression-Tailored Generative Adversarial Network. In ACM International Conference on Multimedia (MM), 2020, 1716–1724. (CCF-A).

[7]Shiming Ge, Shengwei Zhao, Chenyu Li, Yu Zhang, and Jia Li*. Efficient Low-Resolution Face Recognition via Bridge Distillation. IEEE Transactions on Image Processing (TIP), 2020,29: 6898-6908. (CCF-A)

[8]Guanshuo Wang, Yufeng Yuan, Jiwei Li, Shiming Ge*, and Xi Zhou. Receptive Multi-Granularity Representation for Person Re-Identification. IEEE Transactions on Image Processing (TIP), 2020, 29:6096-6109. (CCF-A)

[9]Shiming Ge, Zhao Luo, Chunhui Zhang, Yingying Hua, and Dacheng Tao. Distilling Channels for Efficient Deep Tracking. IEEE Transactions on Image Processing (TIP), 2020, 29:2610-2621. (CCF-A)

[10]Jia Li, Kui Fu, Shengwei Zhao, and Shiming Ge*. Spatiotemporal Knowledge Distillation for Efficient Estimation of Aerial Video Saliency. IEEE Transactions on Image Processing (TIP), 2020, 29: 1902-1914.. (CCF-A)

[11]Shiming Ge*, Chenyu Li, Shengwei Zhao, and Dan Zeng*. Occluded Face Recognition in the Wild by Identity-Diversity Inpainting. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2020,30(10): 3387 - 3397. (CCF-B,1区)

[12]Jia Li, Yifan Zhao, Weihua Ye, Kaiwen Yu, and Shiming Ge*. Attentive Deep Stitching and Quality Assessment for 360 Omnidirectional Images. IEEE Journal of Selected Topics in Signal Processing, 2020, 14(1): 209-221. (1区)

[13]Shiming Ge, Kangkai Zhang, Haolin Liu, Yingying Hua, Shengwei Zhao, Xin Jin*, and Hao Wen. Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition. In AAAI 2020, 10845-10852. (CCF-A, Oral)

[14]Shikun Li, Shiming Ge*, Yingying Hua, Chunhui Zhang, Hao Wen, Tengfei Liu, and Weiqiang Wang. Coupled-View Deep Classifier Learning from Multiple Noisy Annotators. In AAAI 2020, 4667-4674. (CCF-A)

[15]Jialin Gao, Zhixiang Shi, Guanshuo Wang, Jiani Li, Yufeng Yuan, Shiming Ge*, and Xi Zhou. Accurate Temporal Action Proposal Generation with Relation-Aware Pyramid Network. In AAAI 2020, 10810-10817. (CCF-A)

[16]Kui Fu, Peipei Shi, Yafei Song, Shiming Ge, Xiangju Lu, Jia Li. Ultrafast Video Attention Prediction with Coupled Knowledge Distillation. In AAAI 2020, 10802-10809. (CCF-A, Oral)

[17] Yangru Huang , Peixi Peng , Yi Jin*, Yidong Li, Junliang Xing, and Shiming Ge. Domain Adaptive Attention Learning for Unsupervised Person Re-Identifification. In AAAI 2020, 11069-11076.(CCF-A) Year 2019

[18]Yingying Hua, Shiming Ge, Xindi Gao, Xin Jin, and Dan Zeng. Defending Against Adversarial Examples via Soft Decision Trees Embedding. In ACM International Conference on Multimedia (MM), 2019, 2106-2114. (CCF-A)

[19]Shiming Ge, Shengwei Zhao, Xindi Gao, and Jia Li. Fewer-Shots and Lower-Resolutions: Towards Ultrafast Face Recognition in the Wild. In ACM International Conference on Multimedia (MM), 2019, 229-237. (CCF-A)

[20]Xin Jin, Le Wu, Geng Zhao, Xiaodong Li, Xiaokun Zhang, Shiming Ge*, Dongqing Zou, Bin Zhou, and Xinghui Zhou. Aesthetic Attributes Assessment of Images. In ACM International Conference on Multimedia (MM), 2019, 311-319. (CCF-A)

[21]Dan Zeng, Han Liu, Fan Zhao, Shiming Ge*, Wei Shen, and Zhijiang Zhang. Proposal Pyramid Networks for Fast Face Detection , Information Sciences, 2019, 495: 136-149. (CCF-B)

[22]Shengwei Zhao, Xindi Gao, Shikun Li, Shiming Ge*. Low-Resolution Face Recognition in the Wild with Mixed-Domain Distillation. IEEE International Conference on Multimedia Big Data (BigMM), 2019: 148-154.

[23]Xin Jin, Yujie Li, Shiming Ge*, Chenggen Song, Le Wu, and Xinghui Zhou. Secure Face Retrieval for Group Mobile Users, Soft Computing, 2019, 23(23): 12813-12820.

[24]Xin Jin, Jicheng Lei, Shiming Ge*, Chenggen Song, Haoyang Yu, and Chuanqiang Wu. Double-Blinded Finder: A Two-Side Secure Children Face Recognition System, Wireless Networks, 2019, 28: 1-10.

[25]Boyang Chen, Xuan Feng, Ronghua Wu, Qiang Guo, Xi Wang, and Shiming Ge*. Adaptive Wavelet Filter With Edge Compensation for Remote Sensing Image Denoising, IEEE Access, 2019, 7(99): 91966-91979.

[26]Weihua Ou, Jianping Gou, Quan Zhou, Shiming Ge, Fei Long. Discriminative Multiview Nonnegative Matrix Factorization for Classification. IEEE Access, 2019, 7: 60947-60956.

[27]Xin Jin, Shiming Ge*, Chenggen Song, Xiaodong Li, Jicheng Lei, Chuanqiang Wu, and Haoyang Yu. Double-Blinded Finder: A Two-Side Privacy-Preserving Approach for Finding Missing Children, The 3rd EAI International Conference on Robotic Sensor Networks (ROSENET), 2019. (Best Presentation Paper)

[28]Shiming Ge, Shengwei Zhao, Chenyu Li, and Jia Li. Low-Resolution Face Recognition in the Wild via Selective Knowledge Distillation. IEEE Transactions on Image Processing (TIP), 2019, 28(4): 2051-2062. (CCF-A) Year 2018

[29]Xin Jin, Le Wu, Xiaodong Li, Siyu Chen, Siwei Peng, Jingying Chi, Shiming Ge*, Chenggen Song, and Geng Zhao. Predicting Aesthetic Score Distribution Through Cumulative Jensen-Shannon Divergence. In AAAI 2018, 77-84. (CCF-A)

[30]Xin Jin, Sui Yin, Ningning Liu, Xiaodong Li, Geng Zhao, and Shiming Ge*. Color Image Encryption in Non-RGB Color Spaces, Multimedia Tools and Applications, 2018, 77(12): 15851-15873. (CCF-C)

[31]Shikui Wei*, Yao Zhao, Tao Yang, Zhili Zhou, and Shiming Ge. Enhancing Heterogeneous Similarity Estimation via Neighborhood Reversibility, Multimedia Tools and Applications, 2018, 77(1): 1437-1452. (CCF-C)

[32]Zhao Luo, Shiming Ge*, Yingying Hua, Haolin Liu, and Xin Jin. Extracting Features of Interest from Small Deep Networks for Efficient Visual Tracking, 19th Pacific-Rim Conference on Multimedia (PCM), 2018, 11164: 414-425. (CCF-C)

[33]Shiming Ge*, Xin Jin, Qiting Ye, Zhao Luo, and Qiang Li. Image Editing by Object-aware Optimal Boundary Searching and Mixed-domain Composition, Computational Visual Media, 2018, 4(1): 71-82.

[34]Dan Zeng*, Fan Zhao, Wei Shen, and Shiming Ge. Compressing and Accelerating Neural Network for Facial Point Localization, Cognitive Computation, 2018, 10(2): 359-367.

[35]Xiaoyu Wang, Osamu Hasegawa, and Shiming Ge. Error Analysis and Topology Modifications of a Self-organizing Incremental Neural Network, Annual ACM Symposium on Applied Computing, 2018, 487-494.

[36]Haolin Liu, Chenyu Li, Shiming Ge*, Shengwei Zhao, and Xin Jin. Generative image inpainting with neural features. In ACM ICIMCS 2018: 23:1-23:5.

[37]Xin Jin, Le Wu, Xinghui Zhou, Geng Zhao, Xiaokun Zhang, Xiaodong Li, and Shiming Ge*. Predicting Aesthetic Radar Map Using a Hierarchical Multi-task Network. In PRCV (2) 2018: 41-50.

[38]Shiming Ge. Efficient Deep Learning in Network Compression and Acceleration, Digital Systems, IntechOpen (chapter 6), 2018. Year 2017

[39]Shiming Ge, Jia Li, Qiting Ye, and Zhao Luo. Detecting Masked Faces in the Wild with LLE-CNNs. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, 426-434. (CCF-A)

[40]Xin Jin, Shuyun Zhu, Chaoen Xiao, Hongbo Sun, Xiaodong Li, Geng Zhao, and Shiming Ge*. 3D textured model encryption via 3D Lu chaotic mapping. Sci. China Inf. Sci. 2017, 60(12): 122107:1-122107:9.

[40]Shiming Ge*, Qiting Ye, Zhao Luo, and Shengwei Zhao. Try Everything: Detecting Occluded Faces by Cascading Outrageous Proposal Generation and Deep Convolutional Neural Network, In IEEE International Conference on Multimedia Big Data (BigMM),2017, 193-196.

[41]Zeng Dan, Fang Rui, Shiming Ge*, Shuying Li, and Zhijiang Zhang. Geometry Based Global Alignment for GSMS Remote Sensing Images, Remote Sensing, 2017, 9(6): 587.

[42]Xin Jin, Yannan Li, Ningning Liu, Xiaodong Li*, Quan Zhou, Yulu Tian, and Shiming Ge*. Scene Relighting using a Single Reference Image through Material Constrained Layer Decomposition, The 2nd International Symposium on Artificial Intelligence and Robotics (ISAIR), 2017. (Best Student Paper).

[43]Zhao Luo, Xiaobing Xiao, Shiming Ge*, Qiting Ye, Shengwei Zhao, and Xin Jin. ScratchNet: Detecting the Scratches on Cellphone Screen. In Chinese Conference on Computer Vision (CCCV) , 2017: 178-186.

[44]Xiaoyu Zhang, Shupeng Wang, Chao Li*, Shiming Ge*, Yong Wang, and Binbin Li. Discriminative Learning from Selective Recommendation and Its Application in AdaBoost. In ICCS 2017: 394-403.

[45]Shiming Ge*, Zhao Luo, Shengwei Zhao, Xin Jin, and Xiaoyu Zhang*. Compressing deep neural networks for efficient visual inference. In IEEE ICME 2017: 667-672. (CCF-B)

[46]Xin Jin, Peng Yuan, Xiaodong Li, Chenggen Song, Shiming Ge*, Geng Zhao, and Yingya Chen. Efficient privacy preserving Viola-Jones type object detection via random base image representation. In IEEE ICME 2017: 673-678. (CCF-B)

[47]Shiming Ge, Zhao Luo, Qiting Ye, and Xiaoyu Zhang. Poster abstract: MicroBrain: Compressing deep neural networks for energy-efficient visual inference service. In IEEE INFOCOM Workshops 2017: 1000-1001.

[48]赵胜伟, 葛仕明, 叶奇挺, 罗朝. 基于正负监督知识蒸馏的交通标识分类. In ChinaMM, 2017.

[49]赵胜伟, 葛仕明, 叶奇挺, 罗朝, 李强. 基于增强监督知识蒸馏的交通标识分类. 中国科技论文, 2017, 12(20): 2355-2360.

[50]葛仕明, 赵胜伟, 刘文瑜, 李晨钰. 基于深度特征蒸馏的人脸识别. 北京交通大学学报, 2017, 41(06): 27-33.

Year 2016 and Before

[51]Shiming Ge*, Kaixuan Xie, Shuying Li, and Rui Yang. Global Image Completion with Joint Sparse Patch Selection and Optimal Seam Synthesis, Signal Processing, 2016, 124: 147-155. (CCF-C)

[52]Shiming Ge, Rui Yang, Yuqing He, Kaixuan Xie, Hongsong Zhu*, and Shuixian Chen. Learning Multi-channel Correlation Filter Bank for Eye Localization, Neurocomputing, 2016, 173: 418-424. (CCF-C)

[53]Kaixuan Xie, Shiming Ge*, Qiting Ye, and Zhao Luo. Traffic Sign Recognition Based on Attribute-refinement Cascaded Convolutional Neural Networks, In Pacific-Rim Conference on Multimedia (PCM), 2016, 9916: 201-210. (CCF-C)

[54]Shuixian Chen, Xiang Lu, Limin Sun, and Shiming Ge Target Domain Adaptation for Face Detection in a Smart Camera Network with Peer-to-Peer Communications, IEEE Global Communications Conference, 2015, 1-6. (CCF-C)

[55]Kaixuan Xie, Shiming Ge, Rui Yang, Xiang Lu, and Limin Sun. Negative-Supervised Cascaded Deep Learning for Traffic Sign Classification. In Chinese Conference on Computer Vision (CCCV), 2015: 249-257.

[56]Boyang Chen, Shiming Ge*, and Kaixuan Xie. Centroid location algorithm in three dimensions based on big data. In ACM ICIMCS 2015: 40:1-40:6.

[57]Hui Wen, Shiming Ge, Shuixian Chen, Hongtao Wang, and Limin Sun*. Abnormal event detection via adaptive cascade dictionary learning. In International Conference on Image Processing (ICIP), 2015: 847-851.

[58]Shiming Ge, Kaixuan Xie, Rui Yang, and Zhiqiang Shi. Image Completion Using Global Patch Matching and Optimal Seam Synthesis, IEEE Int. Conference on Pattern Recognition,, 2014, 871-876. (CCF-C)

[59]Rui Yang, Shiming Ge, Kaixuan Xie, and Shuixian Chen. Eye Localization Based on Multi-Channel Correlation Filter Bank. In Chinese Conference on Pattern Recognition (CCPR), 2014: 325-334.

[60]Shiming Ge, Rui Yang, Hui Wen, Shuixian Chen, and Limin Sun. Eye localization based on correlation filter bank. In IEEE ICME 2014: 1-5. (CCF-B)

[61]Shiming Ge, Hao Wang, Kongqiao Wang, and Lei Xu. Interactive sketch template creation from realistic pictures for tracing applications. In ACM ICIMCS 2009: 119-122.

[62]Shiming Ge, Kongqiao Wang, Hao Wang, and Feng Zhao. A unified gradient domain method for seamless image processing. In International Conference on Image Processing (ICIP), 2009: 1361-1364. (CCF-C)

[63]Feng Zhao, Hao Wang, Xiujuan Chai, and Shiming Ge. A fast and effective outlier detection method for matching uncalibrated images. In International Conference on Image Processing (ICIP), 2009: 2097-2100. (CCF-C)