计算机科学 ›› 2017, Vol. 44 ›› Issue (Z11): 212-216.doi: 10.11896/j.issn.1002-137X.2017.11A.044
刘孟南,杜吉祥
LIU Meng-nan and DU Ji-xiang
摘要： 提出一种基于非线性重构模型的植物叶片图像集的分类识别方法。该方法首先使用高斯受限玻尔兹曼机(GRBMs)通过非监督预训练来初始化模型的权值；然后针对每一个植物叶片图像集用初始化的模型训练得到一个特定的模型；最后根据测试样本的最小重构误差和测试样本集的最多投票策略来判定测试样本集的类别。该方法通过图像预处理来处理图像,避免了图像在缩放时发生形变,并采用基于k-means的特征提取方法来提取植物叶片图像特征。实验结果表明,该方法能够准确地对植物叶片图像集进行分类识别。
| [1] KNAPP A K,FAY P A,BLAIR J M,et al.Rainfall variability,carbon cycling,and plant species diversity in a mesic grassland[J].Science,2003,298(5601):2202-2205. [2] POUNDS J A,PUSCHENDORF R.Ecology:clouded futures[J].Nature,2004,7(6970):107-109. [3] 杜吉祥,汪增福.基于径向基概率神经网络的植物叶片自动识别方法[J].模式识别与人工智能,2008,21(2):206-213. [4] LEE K,HONG K.An implementation of leaf recognition system using leaf vein and shape[J].International Journal of Bio- Science and Bio-Technology,2013,4(2):109-116. [5] 翟传敏,汪青萍,杜吉祥.基于叶缘与叶脉分数维特征的植物叶识别方法研究[J].计算机科学,2014,5(2):170-173. [6] CEVIKALP H,TRIGGS B.Face recognition based on imagesets[C]∥IEEE Conference on Computer Vision& Pattern Re-cognition.IEEE,2010:2567-2573. [7] Kim T K,Kittler J,CIPOLLA R.Discriminative Learning and Recognition of Image Set Classes Using Canonical Correlations[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,2007,29(6):1005-1018. [8] WANG R,SHAN S,CHEN X,et al.Manifold-Manifold Distance with application to face recognition based on image set[C]∥IEEE Conference on Computer Vision & Pattern Recognition.2008:1-8. [9] WANG R,CHEN X.Manifold Discriminant Analysis[C]∥IEEE Conference on Computer Vision & Pattern Recognition.2009:429-436. [10] HARANDI M T,SANDERSON C,SHIRA ZI S,et al.Graph embedding discriminant analysis on Grassmannian manifolds for improved image set matching[C]∥IEEE Conference on Computer Vision & Pattern Recognition.2011:2705-2712. [11] HU Y,MIAN A S,OWENS R.Face Recognition Using Sparse Approximated Nearest Points between Image Sets[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,2012,34(10):1992-2004. [12] DAVIS L S.Covariance discriminative learning:A natural and efficient approach to image set classification[C]∥IEEE Confe-rence on Computer Vision & Pattern Recognition.2012:2496-2503. [13] YANG M,ZHU P,GOOL L V,et al.Face recognition based on regularized nearest points between image sets[C]∥IEEE International Conference and Workshops on Automatic Face and Gesture Recognition.2013:1-7. [14] YAMAGUCHI O,FUKUI K,MAEDA K.Face Recognition Using Temporal Image Sequence[C]∥Third IEEE International Conference on Automatic Face and Gesture Recognition.IEEE,1998:318-323. [15] ZHANG Y H,DU J X,WANG J,et al.Reverse Training for Leaf Image Set Classification[M]∥Advanced Intelligent Computing Theories and Applications.Springer International Publishing,2015:233-242. |
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