{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T08:18:46Z","timestamp":1761293926796,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,1,25]],"date-time":"2019-01-25T00:00:00Z","timestamp":1548374400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,1,25]]},"DOI":"10.1145\/3310986.3310997","type":"proceedings-article","created":{"date-parts":[[2019,4,30]],"date-time":"2019-04-30T12:12:51Z","timestamp":1556626371000},"page":"27-32","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":12,"title":["Classification of Grain Discoloration via Transfer Learning and Convolutional Neural Networks"],"prefix":"10.1145","author":[{"given":"Nghia","family":"Duong-Trung","sequence":"first","affiliation":[{"name":"FPT University, Can Tho city, Viet Nam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luyl-Da","family":"Quach","sequence":"additional","affiliation":[{"name":"Dept of Engineering Technology, Tay Do University, Can Tho city, Viet Nam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minh-Hoang","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, and Computer Science, University of Trento, Trento, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chi-Ngon","family":"Nguyen","sequence":"additional","affiliation":[{"name":"College of Engineering Technology, Can Tho University, Can Tho city, Viet Nam"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,1,25]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"2014. National technical regulation on surveillance method of Rice pests. (2014). http:\/\/www.ppd.gov.vn\/uploads\/news\/201406\/QC%20dich%20hai% 20lua%20166.pdf  2014. National technical regulation on surveillance method of Rice pests. (2014). http:\/\/www.ppd.gov.vn\/uploads\/news\/201406\/QC%20dich%20hai% 20lua%20166.pdf"},{"volume-title":"Rice Exports by Country. (Oct","year":"2018","key":"e_1_3_2_1_2_1","unstructured":"2018. Rice Exports by Country. (Oct 2018 ). http:\/\/www.worldstopexports.com\/ rice-exports-country\/ 2018. Rice Exports by Country. (Oct 2018). http:\/\/www.worldstopexports.com\/ rice-exports-country\/"},{"key":"e_1_3_2_1_3_1","unstructured":"Mart\u00edn Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dan Mane Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viegas Oriol Vinyals ' Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. (2015). http:\/\/tensorflow.org\/ Software available from tensorflow.org.  Mart\u00edn Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dan Mane Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viegas Oriol Vinyals ' Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. (2015). http:\/\/tensorflow.org\/ Software available from tensorflow.org."},{"key":"e_1_3_2_1_4_1","article-title":"Grain discoloration: an emerging threat to rice crop in Pakistan","volume":"27","author":"Ashfaq M","year":"2017","unstructured":"M Ashfaq , U Mubashar , MS Haider , M Ali , A Ali , M Sajjad , 2017 . Grain discoloration: an emerging threat to rice crop in Pakistan . JAPS: Journal of Animal & Plant Sciences 27 , 3 (2017). M Ashfaq, U Mubashar, MS Haider, M Ali, A Ali, M Sajjad, et al. 2017. Grain discoloration: an emerging threat to rice crop in Pakistan. JAPS: Journal of Animal & Plant Sciences 27, 3 (2017).","journal-title":"JAPS: Journal of Animal & Plant Sciences"},{"volume-title":"The rice economy of Asia","author":"Barker Randolph","key":"e_1_3_2_1_5_1","unstructured":"Randolph Barker , Robert W Herdt , and Beth Rose . 2014. The rice economy of Asia . Routledge . Randolph Barker, Robert W Herdt, and Beth Rose. 2014. The rice economy of Asia. Routledge."},{"key":"e_1_3_2_1_6_1","volume-title":"Available online: http:\/\/www. image-net. org\/challenges. LSVRC\/(accessed on","author":"Large Scale Visual Recognition ImageNet","year":"2016","unstructured":"ImageNet Large Scale Visual Recognition Competition. 2012. Available online: http:\/\/www. image-net. org\/challenges. LSVRC\/(accessed on 27 December 2016 ) (2012). ImageNet Large Scale Visual Recognition Competition. 2012. Available online: http:\/\/www. image-net. org\/challenges. LSVRC\/(accessed on 27 December 2016) (2012)."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-009-0275-4"},{"key":"e_1_3_2_1_9_1","unstructured":"Gregory Griffin Alex Holub and Pietro Perona. 2007. Caltech-256 object category dataset. (2007).  Gregory Griffin Alex Holub and Pietro Perona. 2007. Caltech-256 object category dataset. (2007)."},{"key":"e_1_3_2_1_10_1","volume-title":"Deep convolutional neural networks for computer-aided detection: CNN architectures, dataset characteristics and transfer learning","author":"Hoo-Chang Shin","year":"2016","unstructured":"Shin Hoo-Chang , Holger R Roth , Mingchen Gao , Le Lu , Ziyue Xu , Isabella Nogues , Jianhua Yao , Daniel Mollura , and Ronald M Summers . 2016. Deep convolutional neural networks for computer-aided detection: CNN architectures, dataset characteristics and transfer learning . IEEE transactions on medical imaging 35, 5 ( 2016 ), 1285. Shin Hoo-Chang, Holger R Roth, Mingchen Gao, Le Lu, Ziyue Xu, Isabella Nogues, Jianhua Yao, Daniel Mollura, and Ronald M Summers. 2016. Deep convolutional neural networks for computer-aided detection: CNN architectures, dataset characteristics and transfer learning. IEEE transactions on medical imaging 35, 5 (2016), 1285."},{"key":"e_1_3_2_1_11_1","volume-title":"Mobilenets: Efficient convolutional neural networks for mobile vision applications. arXiv preprint arXiv:1704.04861","author":"Howard Andrew G","year":"2017","unstructured":"Andrew G Howard , Menglong Zhu , Bo Chen , Dmitry Kalenichenko , Weijun Wang , Tobias Weyand , Marco Andreetto , and Hartwig Adam . 2017 . Mobilenets: Efficient convolutional neural networks for mobile vision applications. arXiv preprint arXiv:1704.04861 (2017). Andrew G Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, Marco Andreetto, and Hartwig Adam. 2017. Mobilenets: Efficient convolutional neural networks for mobile vision applications. arXiv preprint arXiv:1704.04861 (2017)."},{"key":"e_1_3_2_1_12_1","volume-title":"Batch normalization: Accelerating deep network training by reducing internal covariate shift. arXiv preprint arXiv:1502.03167","author":"Ioffe Sergey","year":"2015","unstructured":"Sergey Ioffe and Christian Szegedy . 2015. Batch normalization: Accelerating deep network training by reducing internal covariate shift. arXiv preprint arXiv:1502.03167 ( 2015 ). Sergey Ioffe and Christian Szegedy. 2015. Batch normalization: Accelerating deep network training by reducing internal covariate shift. arXiv preprint arXiv:1502.03167 (2015)."},{"key":"e_1_3_2_1_13_1","first-page":"30","article-title":"Identification of different fungi associated with grain discoloration complex disease of rice and management of infested grains through fungicides","volume":"4","author":"Islam Waqar","year":"2017","unstructured":"Waqar Islam and Manzoor Ahmed . 2017 . Identification of different fungi associated with grain discoloration complex disease of rice and management of infested grains through fungicides . Int. J. Sci. Res. Agric. Sci 4 , 2 (2017), 30 -- 35 . Waqar Islam and Manzoor Ahmed. 2017. Identification of different fungi associated with grain discoloration complex disease of rice and management of infested grains through fungicides. Int. J. Sci. Res. Agric. Sci 4, 2 (2017), 30--35.","journal-title":"Int. J. Sci. Res. Agric. Sci"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.30843\/nzpp.2017.70.49"},{"key":"e_1_3_2_1_15_1","unstructured":"Alex Krizhevsky Ilya Sutskever and Geoffrey E Hinton. 2012. Imagenet classification with deep convolutional neural networks. In Advances in neural information processing systems. 1097--1105.   Alex Krizhevsky Ilya Sutskever and Geoffrey E Hinton. 2012. Imagenet classification with deep convolutional neural networks. In Advances in neural information processing systems. 1097--1105."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"e_1_3_2_1_17_1","volume-title":"Chau Thanh, Tri Ton, tinh An Giang vu thu dong","author":"Luong Van Vien","year":"2008","unstructured":"Van Vien Luong . 2014. Xac dinh nam gay benh lem lep hat tren lua tai huyen Cho Moi , Chau Thanh, Tri Ton, tinh An Giang vu thu dong 2008 . (2014). Van Vien Luong. 2014. Xac dinh nam gay benh lem lep hat tren lua tai huyen Cho Moi, Chau Thanh, Tri Ton, tinh An Giang vu thu dong 2008. (2014)."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2016.2612821"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1111\/nyas.12540"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.222"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2013.258"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0816-y"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0816-y"},{"key":"e_1_3_2_1_25_1","volume-title":"Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556","author":"Simonyan Karen","year":"2014","unstructured":"Karen Simonyan and Andrew Zisserman . 2014. Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 ( 2014 ). Karen Simonyan and Andrew Zisserman. 2014. Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014)."},{"key":"e_1_3_2_1_26_1","first-page":"12","article-title":"Inception-v4, inception-resnet and the impact of residual connections on learning","volume":"4","author":"Szegedy Christian","year":"2017","unstructured":"Christian Szegedy , Sergey Ioffe , Vincent Vanhoucke , and Alexander A Alemi . 2017 . Inception-v4, inception-resnet and the impact of residual connections on learning .. In AAAI , Vol. 4. 12 . Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, and Alexander A Alemi. 2017. Inception-v4, inception-resnet and the impact of residual connections on learning.. In AAAI, Vol. 4. 12.","journal-title":"AAAI"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.308"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.128"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"crossref","unstructured":"Lisa Torrey and Jude Shavlik. 2010. Transfer learning. In Handbook of Research on Machine Learning Applications and Trends: Algorithms Methods and Techniques. IGI Global 242--264.  Lisa Torrey and Jude Shavlik. 2010. Transfer learning. In Handbook of Research on Machine Learning Applications and Trends: Algorithms Methods and Techniques. IGI Global 242--264.","DOI":"10.4018\/978-1-60566-766-9.ch011"},{"key":"e_1_3_2_1_31_1","first-page":"50","article-title":"Farmers' willingness-tochange and adoption of aromatic rice in Vietnam","volume":"22","author":"Thao Trang Tran Hoai","year":"2016","unstructured":"Tran Hoai Thao Trang , O Napasintuwong , 2016 . Farmers' willingness-tochange and adoption of aromatic rice in Vietnam . Journal of ISSAAS (International Society for Southeast Asian Agricultural Sciences) 22 , 2 (2016), 50 -- 65 . Tran Hoai Thao Trang, O Napasintuwong, et al. 2016. Farmers' willingness-tochange and adoption of aromatic rice in Vietnam. Journal of ISSAAS (International Society for Southeast Asian Agricultural Sciences) 22, 2 (2016), 50--65.","journal-title":"Journal of ISSAAS (International Society for Southeast Asian Agricultural Sciences)"},{"key":"e_1_3_2_1_32_1","unstructured":"Jason Yosinski Jeff Clune Yoshua Bengio and Hod Lipson. 2014. How transferable are features in deep neural networks?. In Advances in neural information processing systems. 3320--3328.   Jason Yosinski Jeff Clune Yoshua Bengio and Hod Lipson. 2014. How transferable are features in deep neural networks?. In Advances in neural information processing systems. 3320--3328."}],"event":{"name":"ICMLSC 2019: 2019 the 3rd International Conference on Machine Learning and Soft Computing","acronym":"ICMLSC 2019","location":"Da Lat Viet Nam"},"container-title":["Proceedings of the 3rd International Conference on Machine Learning and Soft Computing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3310986.3310997","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3310986.3310997","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:53:37Z","timestamp":1750204417000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3310986.3310997"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,1,25]]},"references-count":32,"alternative-id":["10.1145\/3310986.3310997","10.1145\/3310986"],"URL":"https:\/\/doi.org\/10.1145\/3310986.3310997","relation":{},"subject":[],"published":{"date-parts":[[2019,1,25]]},"assertion":[{"value":"2019-01-25","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}