메뉴 건너뛰기




Volumn 15, Issue 2, 2018, Pages 430-442

Toward Good Practices for Fine-Grained Maize Cultivar Identification with Filter-Specific Convolutional Activations

Author keywords

Convolutional neural network (CNN); fine grained visual categorization (FGVC); Fisher vector (FV); maize cultivar identification; mutual information (MI)

Indexed keywords

BANDPASS FILTERS; CHEMICAL ACTIVATION; COMPUTER VISION; CROPS; ENCODING (SYMBOLS); NEURAL NETWORKS;

EID: 84994304881     PISSN: 15455955     EISSN: None     Source Type: Journal    
DOI: 10.1109/TASE.2016.2616485     Document Type: Article
Times cited : (20)

References (54)
  • 1
    • 84876974208 scopus 로고    scopus 로고
    • Plant variety and cultivar identification: Advances and prospects
    • N. K. Korir et al., "Plant variety and cultivar identification: Advances and prospects, " Critical Rev. Biotechnol., vol. 33, no. 2, pp. 111-125, 2013.
    • (2013) Critical Rev. Biotechnol. , vol.33 , Issue.2 , pp. 111-125
    • Korir, N.K.1
  • 4
    • 76349088270 scopus 로고    scopus 로고
    • Combining discriminant analysis and neural networks for corn variety identification
    • Apr.
    • X. Chen, Y. Xun, W. Li, and J. Zhang, "Combining discriminant analysis and neural networks for corn variety identification, " Comput. Electron. Agricult., vol. 71, no. 1, pp. S48-S53, Apr. 2010.
    • (2010) Comput. Electron. Agricult. , vol.71 , Issue.1 , pp. S48-S53
    • Chen, X.1    Xun, Y.2    Li, W.3    Zhang, J.4
  • 5
    • 84857696553 scopus 로고    scopus 로고
    • Identification of nine Iranian wheat seed varieties by textural analy-sis with image processing
    • Apr.
    • A. Pourreza, H. Pourreza, M.-H. Abbaspour-Fard, and H. Sadrnia, "Identification of nine Iranian wheat seed varieties by textural analy-sis with image processing, " Comput. Electron. Agricult., vol. 83, pp. 102-108, Apr. 2012.
    • (2012) Comput. Electron. Agricult. , vol.83 , pp. 102-108
    • Pourreza, A.1    Pourreza, H.2    Abbaspour-Fard, M.-H.3    Sadrnia, H.4
  • 6
    • 84910662280 scopus 로고    scopus 로고
    • Discriminating rapeseed varieties using computer vision and machine learning
    • Mar.
    • F. Kurtulmuş and H. Ünal, "Discriminating rapeseed varieties using computer vision and machine learning, " Expert Syst. Appl., vol. 42, no. 4, pp. 1880-1891, Mar. 2015.
    • (2015) Expert Syst. Appl. , vol.42 , Issue.4 , pp. 1880-1891
    • Kurtulmuş, F.1    Ünal, H.2
  • 7
    • 84949129750 scopus 로고    scopus 로고
    • Strawberry cultivar identification and quality evaluation on the basis of multiple fruit appearance features
    • Jan.
    • K. Yamamoto, S. Ninomiya, Y. Kimura, A. Hashimoto, Y. Yoshioka, and T. Kameoka, "Strawberry cultivar identification and quality evaluation on the basis of multiple fruit appearance features, " Comput. Electron. Agricult., vol. 110, pp. 233-240, Jan. 2015.
    • (2015) Comput. Electron. Agricult. , vol.110 , pp. 233-240
    • Yamamoto, K.1    Ninomiya, S.2    Kimura, Y.3    Hashimoto, A.4    Yoshioka, Y.5    Kameoka, T.6
  • 8
    • 84904191292 scopus 로고    scopus 로고
    • Detecting corn tassels using computer vision and support vector machines
    • Nov.
    • F. Kurtulmuş and I. Kavdir, "Detecting corn tassels using computer vision and support vector machines, " Expert Syst. Appl., vol. 41, no. 16, pp. 7390-7397, Nov. 2014.
    • (2014) Expert Syst. Appl. , vol.41 , Issue.16 , pp. 7390-7397
    • Kurtulmuş, F.1    Kavdir, I.2
  • 9
    • 84941622266 scopus 로고    scopus 로고
    • Fine-grained maize tassel trait characterization with multi-view representations
    • Oct.
    • H. Lu, Z. Cao, Y. Xiao, Z. Fang, Y. Zhu, and K. Xian, "Fine-grained maize tassel trait characterization with multi-view representations, " Comput. Electron. Agricult., vol. 118, pp. 143-158, Oct. 2015.
    • (2015) Comput. Electron. Agricult. , vol.118 , pp. 143-158
    • Lu, H.1    Cao, Z.2    Xiao, Y.3    Fang, Z.4    Zhu, Y.5    Xian, K.6
  • 10
    • 84924680020 scopus 로고    scopus 로고
    • A survey of research on cloud robotics and automation
    • Apr.
    • B. Kehoe, S. Patil, P. Abbeel, and K. Goldberg, "A survey of research on cloud robotics and automation, " IEEE Trans. Autom. Sci. Eng., vol. 12, no. 2, pp. 398-409, Apr. 2015.
    • (2015) IEEE Trans. Autom. Sci. Eng. , vol.12 , Issue.2 , pp. 398-409
    • Kehoe, B.1    Patil, S.2    Abbeel, P.3    Goldberg, K.4
  • 13
    • 56749155560 scopus 로고    scopus 로고
    • Searching the world's herbaria: A system for visual identification of plant species
    • P. N. Belhumeur et al., "Searching the world's herbaria: A system for visual identification of plant species, " in Proc. Eur. Conf. Comput. Vis. (ECCV), vol. 5305, 2008, pp. 116-129.
    • (2008) Proc. Eur. Conf. Comput. Vis. (ECCV) , vol.5305 , pp. 116-129
    • Belhumeur, P.N.1
  • 14
    • 84867839734 scopus 로고    scopus 로고
    • Leafsnap: A computer vision system for automatic plant species identification
    • N. Kumar et al., "Leafsnap: A computer vision system for automatic plant species identification, " in Proc. Eur. Conf. Comput. Vis. (ECCV), 2012, pp. 502-516.
    • (2012) Proc. Eur. Conf. Comput. Vis. (ECCV) , pp. 502-516
    • Kumar, N.1
  • 17
    • 84898798754 scopus 로고    scopus 로고
    • Automatic bird species detection from crowd sourced videos
    • Apr.
    • W. Li and D. Song, "Automatic bird species detection from crowd sourced videos, " IEEE Trans. Autom. Sci. Eng., vol. 11, no. 2, pp. 348-358, Apr. 2014.
    • (2014) IEEE Trans. Autom. Sci. Eng. , vol.11 , Issue.2 , pp. 348-358
    • Li, W.1    Song, D.2
  • 25
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy
    • Aug.
    • H. Peng, F. Long, and C. Ding, "Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1226-1238, Aug. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.8 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 26
    • 78649396336 scopus 로고    scopus 로고
    • Dual averaging methods for regularized stochastic learning and online optimization
    • Oct.
    • L. Xiao, "Dual averaging methods for regularized stochastic learning and online optimization, " J. Mach. Learn. Res., vol. 11, pp. 2543-2596, Oct. 2010.
    • (2010) J. Mach. Learn. Res. , vol.11 , pp. 2543-2596
    • Xiao, L.1
  • 27
    • 85006762115 scopus 로고    scopus 로고
    • Fine-grained maize cultivar identification using filter-specific convolutional activations
    • Sep.
    • H. Lu, Z. Cao, Y. Xiao, Z. Fang, and Y. Zhu, "Fine-grained maize cultivar identification using filter-specific convolutional activations, " in Proc. Int. Conf. Image Process. (ICIP), Sep. 2016, pp. 3718-3722.
    • (2016) Proc. Int. Conf. Image Process. (ICIP) , pp. 3718-3722
    • Lu, H.1    Cao, Z.2    Xiao, Y.3    Fang, Z.4    Zhu, Y.5
  • 30
    • 84964246694 scopus 로고    scopus 로고
    • Weakly supervised fine-grained categorization with part-based image representation
    • Apr.
    • Y. Zhang et al., "Weakly supervised fine-grained categorization with part-based image representation, " IEEE Trans. Image Process., vol. 25, no. 4, pp. 1713-1725, Apr. 2016.
    • (2016) IEEE Trans. Image Process. , vol.25 , Issue.4 , pp. 1713-1725
    • Zhang, Y.1
  • 34
    • 84939247735 scopus 로고    scopus 로고
    • Spatial pyramid pooling in deep convolutional networks for visual recognition
    • Sep.
    • K. He, X. Zhang, S. Ren, and J. Sun, "Spatial pyramid pooling in deep convolutional networks for visual recognition, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 37, no. 9, pp. 1904-1916, Sep. 2015.
    • (2015) IEEE Trans. Pattern Anal. Mach. Intell. , vol.37 , Issue.9 , pp. 1904-1916
    • He, K.1    Zhang, X.2    Ren, S.3    Sun, J.4
  • 39
  • 42
    • 0033284915 scopus 로고    scopus 로고
    • Object recognition from local scale-invariant features
    • Sep.
    • D. G. Lowe, "Object recognition from local scale-invariant features, " in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), vol. 2, Sep. 1999, pp. 1150-1157.
    • (1999) Proc. IEEE Int. Conf. Comput. Vis. (ICCV) , vol.2 , pp. 1150-1157
    • Lowe, D.G.1
  • 44
    • 84883487458 scopus 로고    scopus 로고
    • Image classification with the Fisher vector: Theory and practice
    • Dec.
    • J. Sánchez, F. Perronnin, T. Mensink, and J. Verbeek, "Image classification with the Fisher vector: Theory and practice, " Int. J. Comput. Vis., vol. 105, no. 3, pp. 222-245, Dec. 2013.
    • (2013) Int. J. Comput. Vis. , vol.105 , Issue.3 , pp. 222-245
    • Sánchez, J.1    Perronnin, F.2    Mensink, T.3    Verbeek, J.4
  • 45
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • B. A. Olshausen and D. J. Field, "Emergence of simple-cell receptive field properties by learning a sparse code for natural images, " Nature, vol. 381, no. 6583, pp. 607-609, 1996.
    • (1996) Nature , vol.381 , Issue.6583 , pp. 607-609
    • Olshausen, B.A.1    Field, D.J.2
  • 47
    • 33847172327 scopus 로고    scopus 로고
    • Clustering by passing messages between data points
    • Feb.
    • B. J. Frey and D. Dueck, "Clustering by passing messages between data points, " Science, vol. 315, no. 5814, pp. 972-976, Feb. 2007.
    • (2007) Science , vol.315 , Issue.5814 , pp. 972-976
    • Frey, B.J.1    Dueck, D.2
  • 48
    • 0036647193 scopus 로고    scopus 로고
    • Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    • Jul.
    • T. Ojala, M. Pietikäinen, and T. Mäenpää, "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 7, pp. 971-987, Jul. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell. , vol.24 , Issue.7 , pp. 971-987
    • Ojala, T.1    Pietikäinen, M.2    Mäenpää, T.3
  • 50
    • 84962815548 scopus 로고    scopus 로고
    • MatConvNet: Convolutional neural networks for MATLAB
    • A. Vedaldi and K. Lenc, "MatConvNet: Convolutional neural networks for MATLAB, " in Proc. ACM Int. Conf. Multimedia, 2015, pp. 689-692.
    • (2015) Proc. ACM Int. Conf. Multimedia , pp. 689-692
    • Vedaldi, A.1    Lenc, K.2
  • 51
    • 78650994992 scopus 로고    scopus 로고
    • VLFeat: An open and portable library of computer vision algorithms
    • A. Vedaldi and B. Fulkerson, "VLFeat: An open and portable library of computer vision algorithms, " in Proc. ACM Int. Conf. Multimedia, 2010, pp. 1469-1472.
    • (2010) Proc. ACM Int. Conf. Multimedia , pp. 1469-1472
    • Vedaldi, A.1    Fulkerson, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.