{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,11]],"date-time":"2025-09-11T19:42:15Z","timestamp":1757619735694,"version":"3.44.0"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031789243"},{"type":"electronic","value":"9783031789250"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-78925-0_44","type":"book-chapter","created":{"date-parts":[[2025,7,26]],"date-time":"2025-07-26T08:07:09Z","timestamp":1753517229000},"page":"442-449","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Flower Segmentation and Classification Using U-Net\u00a0+\u00a0ResNeXt Deep Model"],"prefix":"10.1007","author":[{"given":"K.","family":"Reddy Madhavi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P.","family":"Sunitha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Naresh","family":"Tangudu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vemuri","family":"Sailaja","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Madhavi","family":"Gudavalli","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"K. Mahesh","family":"Kumar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,7,27]]},"reference":[{"issue":"2","key":"44_CR1","first-page":"2134","volume":"12","author":"C Karthikeyan","year":"2021","unstructured":"Karthikeyan, C., Sunitha, G., Avanija, J., Reddy Madhavi, K., Madhan, E.S.: Prediction of climate change using SVM and na\u00efve bayes machine learning algorithms. Turk. J. Comput. Math. Edu. 12(2), 2134\u20132139 (2021)","journal-title":"Turk. J. Comput. Math. Edu."},{"key":"44_CR2","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1109\/ICIRCA57980.2023.10220614","volume-title":"2023 5th International Conference on Inventive Research in Computing Applications (ICIRCA)","author":"G Sunitha","year":"2023","unstructured":"Sunitha, G., Sudeepthi, A., Sreedhar, B., Shaik, A.B., Farooq, C.: RetinaNet and vision transformer-based model for wheat head detection. In: 2023 5th International Conference on Inventive Research in Computing Applications (ICIRCA), pp. 151\u2013156. IEEE (2023, August)"},{"key":"44_CR3","first-page":"52","volume-title":"International Conference on Soft Computing and Pattern Recognition","author":"R Nennuri","year":"2022","unstructured":"Nennuri, R., Kumar, R.H., Prathyusha, G., Tejaswini, K., Kanishka, G., Sunitha, G.: A multi-stage deep model for crop variety and disease prediction. In: International Conference on Soft Computing and Pattern Recognition, pp. 52\u201359. Springer Nature Switzerland, Cham (2022)"},{"key":"44_CR4","doi-asserted-by":"publisher","first-page":"555","DOI":"10.1109\/ICIVC55077.2022.9886149","volume-title":"2022 7th International Conference on Image, Vision and Computing (ICIVC)","author":"W Liu","year":"2022","unstructured":"Liu, W., Han, H., Han, G.: Transfer learning with deep convolutional neural network for automated plant identification. In: 2022 7th International Conference on Image, Vision and Computing (ICIVC), pp. 555\u2013560. IEEE (2022, July)"},{"key":"44_CR5","first-page":"458","volume-title":"International Conference on Innovations in Bio-Inspired Computing and Applications","author":"M Shereesha","year":"2022","unstructured":"Shereesha, M., Hemavathy, C., Teja, H., Reddy, G.M., Kumar, B.V., Sunitha, G.: Precision mango farming: using compact convolutional transformer for disease detection. In: International Conference on Innovations in Bio-Inspired Computing and Applications, pp. 458\u2013465. Springer Nature Switzerland, Cham (2022)"},{"key":"44_CR6","first-page":"234","volume-title":"Medical Image Computing and Computer-Assisted Intervention\u2013MICCAI 2015: 18th International Conference, Munich, Germany, October 5-9, 2015Proceedings, Part III 18","author":"O Ronneberger","year":"2015","unstructured":"Ronneberger, O., Fischer, P., Brox, T.: U-net: convolutional networks for biomedical image segmentation. In: Medical Image Computing and Computer-Assisted Intervention\u2013MICCAI 2015: 18th International Conference, Munich, Germany, October 5-9, 2015Proceedings, Part III 18, pp. 234\u2013241. Springer International Publishing (2015)"},{"key":"44_CR7","first-page":"1492","volume-title":"Proceedings of the IEEE conference on computer vision and pattern recognition","author":"S Xie","year":"2017","unstructured":"Xie, S., Girshick, R., Doll\u00e1r, P., Tu, Z., He, K.: Aggregated residual transformations for deep neural networks. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 1492\u20131500 (2017)"},{"key":"44_CR8","first-page":"1","volume-title":"2022 International Conference on Data Science, Agents & Artificial Intelligence (ICDSAAI)","author":"N Balakrishna","year":"2022","unstructured":"Balakrishna, N., Sunitha, G., Karthik, A., Madhavi, K.R., Avanija, J.: Tomato leaf disease detection using Deep learning: a CNN approach. In: 2022 International Conference on Data Science, Agents & Artificial Intelligence (ICDSAAI), vol. 1, pp. 1\u20136. IEEE (2022, December)"},{"issue":"1","key":"44_CR9","doi-asserted-by":"publisher","first-page":"423","DOI":"10.32604\/iasc.2022.024757","volume":"34","author":"G Sunitha","year":"2022","unstructured":"Sunitha, G., Pushpalatha, M.N., Parkavi, A., Boyapati, P., Walia, R., Kohar, R., Qureshi, K.: Modeling of chaotic political optimizer for crop yield prediction. Intell. Automat. Soft Comput. 34(1), 423\u2013437 (2022)","journal-title":"Intell. Automat. Soft Comput."},{"key":"44_CR10","doi-asserted-by":"publisher","first-page":"1187","DOI":"10.1109\/ICESC54411.2022.9885593","volume-title":"2022 3rd International Conference on Electronics and Sustainable Communication Systems (ICESC)","author":"G Sunitha","year":"2022","unstructured":"Sunitha, G., Madhavi, K.R., Avanija, J., Reddy, S.T.K., Vittal, R.H.S.: Modeling convolutional neural network for detection of plant leaf spot diseases. In: 2022 3rd International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 1187\u20131192. IEEE (2022, August)"},{"key":"44_CR11","doi-asserted-by":"publisher","first-page":"e13424","DOI":"10.1111\/exsy.13424","volume":"42","author":"B Antonio","year":"2022","unstructured":"Antonio, B., Moroni, D., Martinelli, M.: Efficient adaptive ensembling for image classification. Expert. Syst. 42, e13424 (2022)","journal-title":"Expert. Syst."},{"key":"44_CR12","first-page":"783","volume-title":"2017 2nd International Conference on Image, Vision and Computing (ICIVC)","author":"X Xia","year":"2017","unstructured":"Xia, X., Xu, C., Nan, B.: Inception-v3 for flower classification. In: 2017 2nd International Conference on Image, Vision and Computing (ICIVC), pp. 783\u2013787. IEEE (2017)"},{"key":"44_CR13","doi-asserted-by":"publisher","first-page":"217","DOI":"10.1007\/978-981-19-0284-0_17","volume-title":"Emerging Technologies for Computing, Communication and Smart Cities: Proceedings of ETCCS 2021","author":"A Solanki","year":"2022","unstructured":"Solanki, A., Singh, T.: Flower species detection system using deep convolutional neural networks. In: Emerging Technologies for Computing, Communication and Smart Cities: Proceedings of ETCCS 2021, pp. 217\u2013231. Springer Nature Singapore, Singapore (2022)"},{"key":"44_CR14","doi-asserted-by":"publisher","first-page":"646","DOI":"10.1109\/BDICN55575.2022.00124","volume-title":"2022 International Conference on Big Data, Information and Computer Network (BDICN)","author":"D Lin","year":"2022","unstructured":"Lin, D., Cheng, C.: Research on flower image recognition algorithm. In: 2022 International Conference on Big Data, Information and Computer Network (BDICN), pp. 646\u2013649. IEEE (2022, January)"},{"key":"44_CR15","doi-asserted-by":"publisher","first-page":"393","DOI":"10.1007\/978-981-19-2211-4_35","volume-title":"Data Science and Security: Proceedings of IDSCS 2022","author":"S Pandey","year":"2022","unstructured":"Pandey, S., Sindhuja, B., Nagamanjularani, C.S., Nagarajan, S.: Exploring transfer learning techniques for flower recognition using CNN. In: Data Science and Security: Proceedings of IDSCS 2022, pp. 393\u2013401. Springer Nature Singapore, Singapore (2022)"},{"key":"44_CR16","unstructured":"Visual Geometry Group, Oxford University, https:\/\/www.robots.ox.ac.uk\/~vgg\/data\/flowers\/102\/"},{"key":"44_CR17","doi-asserted-by":"publisher","first-page":"722","DOI":"10.1109\/ICVGIP.2008.47","volume-title":"2008 Sixth Indian conference on computer vision, graphics & image processing","author":"ME Nilsback","year":"2008","unstructured":"Nilsback, M.E., Zisserman, A.: Automated flower classification over a large number of classes. In: 2008 Sixth Indian conference on computer vision, graphics & image processing, pp. 722\u2013729. IEEE (2008)"}],"container-title":["Lecture Notes in Networks and Systems","Hybrid Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-78925-0_44","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,8]],"date-time":"2025-09-08T01:17:05Z","timestamp":1757294225000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-78925-0_44"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031789243","9783031789250"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-78925-0_44","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"type":"print","value":"2367-3370"},{"type":"electronic","value":"2367-3389"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"27 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"HIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Hybrid Intelligent Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Vilnius","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Lithuania","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2023","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 December 2023","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 December 2023","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"his2023","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.mirlabs.net\/his23\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}