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计算机视觉研究所在2018年取得的重要科研进展

阅读数:306    发布:2018-09-14 08:56    更新:2018-09-14 08:58    

计算机与软件学院计算机视觉研究所(http://cv.szu.edu.cn)于2014年4月成立,所长为沈琳琳教授。研究所含9名全职教师,致力于大力提升深圳大学计算机视觉与模式识别研究与高等教育水平。成立至今发展迅速,硕果累累。仅2018年1月至8月期间,研究所团队已发表8篇图像处理、模式识别、智能系统等顶级期刊论文、2篇 CCF A类论文,共计10篇高水平论文。研究所在深度学习、低秩学习、鲁棒鉴别/广义正则分析理论与方法方面取得了显著成绩。

研究所同时和美国高通、华为、唯品会等国际知名公司界紧密合作,所研发的人脸识别、检测以及服装智能处理算法在高通芯片、华为手机、新疆反恐以及唯品会商品智能处理等领域广泛应用;和阿拉善动物保护机构合作,研发了云南亚洲象智能预警系统。

课题组在今年前8个月在图像处理与模式识别、人工智能相关研究方向发表的CCF A类论文和中科院1区论文如下:

  • [1]Sen Jia, Linlin Shen*, Jiasong Zhu, Qingquan Li. A 3-D Gabor Phase-Based Coding and Matching Framework for Hyperspectral Imagery Classification. IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2018.2815559. (IF: 8.803, 中科院1)

  • [2]Yuwu Lu, Zhihui Lai, Xuelong Li, Wai Keung Wong, Chun Yuan, and David Zhang. Low-Rank 2-D Neighborhood Preserving Projection for Enhanced Robust Image Representation. IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2018.2815559. (IF: 8.803, 中科院1)

  • [3]Zhihui Lai*, Dongmei Mo, Wai Keung Wong, Yong Xu, Duoqian Miao, David Zhang, Robust discriminant regression for feature extraction,  IEEE Transactions on Cybernetics, 2018, 48(8):2472-2484. (IF: 8.803, 中科院1)

  • [4]Yuwu Lu, Chun Yuan, Wenwu Zhu, and Xuelong Li. Structurally Incoherent Nonnegative Matrix Factorization for Image Classification. IEEE Transactions on Image Processing, 27(11), 2018. (IF: 5.071, CCF A类期刊)

  • [5]Zhihui Lai, Yudong Chen, Jian Wu, Wai Keung Wong, and Fumin Shen, Jointly Sparse Hashing for Image Retrieval, IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2018.2867956. (IF: 5.071, CCF A类期刊)

  • [6]Jie Zhou, Zhihui Lai, Duoqian Miao, Can Gao, X Yue, Multigranulation Rough Fuzzy Clustering Based on Shadowed Sets, Information Sciences, https://doi.org/10.1016/j.ins.2018.05.053 (IF: 4.305, 中科院1)

  • [7]Yudong Chen, Zhihui Lai*, Wai Keung Wong, Linlin Shen and Qinghua Hu, Low-rank linear embedding for image recognition. IEEE Transactions on Multimedia, DOI: 10.1109/TMM.2018.2834867. (IF: 3.977, 中科院1)

  • [8]Hanyang Peng and Cheng-Lin Liu, Discriminative Feature Selection via Employing Smooth and Robust Hinge Loss, IEEE Transactions on Neural Networks and Learning Systems, 2018.7 (IF: 7.982, 中科院1)

  • [9]Xiaozhao Fang, Shoahua Teng, Zhihui Lai*, Zhaoshui He, Shengli Xie, Wai Kueng Wong, Robust latent subspace learning for Image Classification, IEEE Transactions on Neural Networks and Learning Systems, 2018, 29(4):1006-1018. (IF: 7.982, 中科院1)

  • [10]Xiaozhao Fang, Yong Xu, Xuelong Li, Zhihui Lai, Wai Keung Wong, Bingwu Fang, Regularized label relaxation linear regression,IEEE Transactions on Neural Networks and Learning Systems, 2018 , 29 (4) :1006-1018. (IF: 7.982, 中科院1)


深圳大学计算机与软件学院 2009-2016