Prediction of Rice Seed Germination Rate Based on Hyperspectral Image and Bag of Visual Words Model

Yu Shimiao; Lu Wei; Ding Dong; Hong Delin; Dang Xiaojing

doi:10.3788/lop53.011003

[1] Zhao Guilin, Zhu Qibing, Huang Min. Apple mealiness detection using supervised isometric feature mapping and support vector machine based on hyperspectral scattering image[J]. Laser & Optoelectronics Progress, 2011, 48(10): 101002.

[2] Xue Long, Li Jing, Liu Muhua. Detecting pesticide residue on navel orange surface by using hyperspectral imaging[J]. Acta Optica Sinica, 2008, 28(12): 2277-2280.

[3] Siripatrawan U, Makino Y. Monitoring fungal growth on brown rice grains using rapid and non-destructive hyperspectral imaging[J]. International Journal of Food Microbiology, 2015, 199: 93-100.

[4] Nansen C, Zhao G, Dakin N, et al.. Using hyperspectral imaging to determine germination of native Australian plant seeds [J]. Journal of Photochemistry and Photobiology B - Biology, 2015, 145: 19-24.

[5] Wang L, Liu D, Pu H B, et al.. Use of hyperspectral imaging to discriminate the variety and quality of rice[J]. Food Analysis Methods, 2015, 8(2): 515-523.

[6] Yang J, Liu J B, Dai Q. An improved bag-of-words framework for remote sensing image retrieval in large-scale image databases[J]. International Journal of Digital Earth, 2015, 8(4): 273-292.

[7] Stalbaum J, Chao H W, Song J B. Scene recognition with bag of visual nouns and prepositions[J]. Intelligent Service Robotics, 2015, 8(2): 115-125.

[8] Kim M, Yoon K. Performance evaluation of large-scale object recognition system using bag-of-visual words model[J]. Multimedia and Applications, 2015, 74(7): 2499-2517.

[9] Huang Shuangping, Qi Long, Ma Xu, et al.. Grading method of rice panicle blast severity based on hyperspectral image[J]. Transactions of the Chinese Society of Agricultural Engineering, 2013, 31(1): 212-219.

[10] Zhi Juzhen, Bi Xinhua, Du Kemin, et al.. GB/T3543.4-1995 Rules for agricultural seed testing - germination test[S]. Beijing: Chinese Standard Press, 1995.

[11] Xiong Yang, Si Minzhen, Gao Fei, et al.. Study on cervical cancer oxyhemoglobin using near-infrared surface-enhanced Raman spectroscopy[J]. Chinese J Lasers, 2015, 42(1): 0115001.

[12] Liu Pan, Liu Zhen, Zhu Ming, et al.. A spectral gamut mapping model in visual features weighted PCA space[J]. Acta Optica Sinica, 2015, 35(6): 0633001.

[13] Wang Canjin, Sun Tao, Wang Rui, et al.. Color image registration based on colored binary local invariant descriptor[J]. Chinese J Lasers, 2015, 42(1): 0109001.

[14] Wang Tao. Research on Bag of Words Model-Based Facial Expression Recognition[D]. Wuhan: Huazhong University of Science and Technology, 2013: 6-12.

[15] Wang Shutao, Zeng Qiuju, Song Haobing, et al.. Signal denoising method based on the SVM filter absorption methane detection [J]. Chinese J Lasers, 2014, 41(9): 0915001.

[16] Pukacka S. Changes in membrane lipid components and antioxidant levels during natural aging of seeds of Acer plaranoides [J]. Physiologia Plantarum, 1991, 82: 306-310.

[17] Van Breusegem F, Vranova E, Dat J F, et al.. The role of active oxygen species in plant signal transduction[J]. Plant Science, 2001, 161(3): 405-414.