计算机科学 ›› 2020, Vol. 47 ›› Issue (11A): 615-619.doi: 10.11896/jsjkx.200400142
林增敏, 洪朝群, 庄蔚蔚
LIN Zeng-min, HONG Chao-qun, ZHUANG Wei-wei
摘要： 人脸图像去重处理对智能监控系统中的人脸识别有着重要意义。针对视频中人脸检测环节会产生大量重复的人脸图像的问题,提出了一种融合人脸跟踪和聚类的人脸图像去重方法。在视频中,利用Multi-task Convolutional Neural Network中的人脸检测算法提取人脸框及其对应的坐标。根据人脸跟踪算法构建人脸轨迹和约束矩阵,同时引入人脸质量评估算法,从人脸轨迹中挑选人脸姿态和图像清晰度较好的人脸图像作为人脸轨迹的代表图片;再由约束矩阵和无监督聚类算法对人脸代表图像进行聚类以获取同一个人的人脸图像;最后对每一个人的人脸图像再次进行评估,得到去重结果。实验结果表明,通过人脸跟踪与无监督聚类融合的方法获取同一个人的人脸图像,再结合人脸质量评估算法,能够快速有效地从一段视频中获取每个人不重复的高质量人脸图片。
中图分类号:
| [1] LI X F.Development status and changes of the face recognition market [J].China Security,2020(Z1):39-42. [2] ZHOU J,LU C Y,ZHANG C S,et al.A review of automaticface recognition methods [J].Acta Electronica Sinica,2000(4):102-106. [3] LIANG L H,AI H Z,XU G Y,et al.Review of research on face detection [J].Journal of Computer Science,2002(5):449-458. [4] FANG G N,HU Q H,FANG S Y,et al.Face image quality evaluation in video stream and its application in classroom attendance system [J].Computer Applications and Software,2018,35(10):140-146,251. [5] CHEN Q.Face detection and face deduplication in video surveillance [D].China Jiliang University,2018. [6] CHEN Z H,WU Y D,CAI G R,et al.Facequality assessment algorithm based on texture feature fusion [J].Journal of Jimei University (Natural Science),2018,23(4):312-320. [7] WANG C,CUI R Y,JIN J X,et al.Research on the optimization method of face images in videos based on face clustering [J].Progress in Laser and Optoelectronics,2019,56(20):243-251. [8] CAO X,ZHANG C,ZHOU C,et al.Constrained multi-view video face clustering [J].IEEE Transactions on Image Processing,2015,24(11):4381-4393. [9] WU B,ZHANG Y,HU B,et al.Constrained clustering and its application to face clustering in videos [C]//Proceedings of the IEEE Conference on Computer Vision and PatternRecognition.Portland Oregon:IEEE,2013:3507-3514. [10] ZHANG K,ZHANG Z,LI Z,et al.Joint Face Detection and Alignment Using Multitask Cascaded Convolutional Networks[J].IEEE Signal Processing Letters,2016,23(10):1499-1503. [11] ORTIZ E G,WRIGHT A,SHAH M.Facerecognition in movie trailers via mean sequence sparse representation-based classification[J].IEEE Conference on Computer Vision and Pattern Recognition,2013:3531-3538. [12] PECH-PACHECO J L,CRISTOBAL G,CHAMORRO-MAR-TINEZ J,et al.Diatom autofocusing in brightfield microscopy:a comparative study [C]//15th International Conference on Pattern Recognition.Barcelona,Spain.New York:IEEE,2002:6894564. [13] ZHANG C H,SHI Y Z.Dynamic face clustering based on Chin-ese Whispers [J].Computer Technology and Development,2019,29(11):92-96. [14] AMIG,ENRIQUE,GONZALO,et al.A comparison of extrinsic clustering evaluation metrics based on formalconstraints[J].Information Retrieval,2009,12(5):461-486. |
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