{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,6]],"date-time":"2025-06-06T04:04:36Z","timestamp":1749182676637,"version":"3.41.0"},"publisher-location":"Cham","reference-count":15,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031789397","type":"print"},{"value":"9783031789403","type":"electronic"}],"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\/978-3-031-78940-3_41","type":"book-chapter","created":{"date-parts":[[2025,6,5]],"date-time":"2025-06-05T06:07:10Z","timestamp":1749103630000},"page":"388-397","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["The Unveiling of the Hiding Accuracy: Employing Deep Convolutional Neural Networks for the Recognition and Assessment of Image Forgery"],"prefix":"10.1007","author":[{"given":"Dubbaka","family":"Navanitha","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M.","family":"Ramasamy","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdul Subhani","family":"Shaik","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M.","family":"Vijayasanthi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ramesh","family":"Chegoni","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chikati Madhava","family":"Rao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,6,6]]},"reference":[{"key":"41_CR1","first-page":"120","volume":"710","author":"S Visa","year":"2011","unstructured":"Visa, S., Ramsay, B., Ralescu, A.L., Van Der Knaap, E.: Confusion matrix-based feature selection. MAICS 710, 120\u2013127 (2011)","journal-title":"MAICS"},{"issue":"7","key":"41_CR2","doi-asserted-by":"publisher","first-page":"1182","DOI":"10.1109\/TIFS.2013.2265677","volume":"8","author":"TJ de Carvalho","year":"2013","unstructured":"de Carvalho, T.J., Riess, C., Angelopoulou, E., Pedrini, H., de Rezende Rocha, A.: Exposing digital image forgeries by illumination color classification. IEEE Trans. Inf. Forensics Secur. 8(7), 1182\u20131194 (2013). https:\/\/doi.org\/10.1109\/TIFS.2013.2265677","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"41_CR3","doi-asserted-by":"publisher","unstructured":"Ouyang, J., Liu, Y., Liao, M.: Copy-move forgery detection based on deep learning. In: 2017 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), pp. 1\u20135 (2017). https:\/\/doi.org\/10.1109\/CISP-BMEI.2017.8301940","DOI":"10.1109\/CISP-BMEI.2017.8301940"},{"key":"41_CR4","doi-asserted-by":"crossref","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)","DOI":"10.1109\/ICVGIP.2008.47"},{"key":"41_CR5","unstructured":"Schaefer, G., Stich, M.: UCID: an uncompressed color image database. In: 2004 Storage and Retrieval Methods and Applications for Multimedia, vol. 5307, pp. 472\u2013480. International Society for Optics and Photonics (2003)"},{"key":"41_CR6","doi-asserted-by":"publisher","DOI":"10.1080\/15325008.2023.2249894","author":"M Rajesh Tiwari","year":"2023","unstructured":"Rajesh Tiwari, M., et al.: Enhanced power quality and forecasting for PV-wind microgrid using proactive shunt power filter and neural network- based time series forecasting. Electr. Power Components Syst. (2023). https:\/\/doi.org\/10.1080\/15325008.2023.2249894","journal-title":"Electr. Power Components Syst."},{"key":"41_CR7","unstructured":"A Comprehensive guide to convolutional Neural Networks. https:\/\/towardsdatascience.com\/a-comprehensive-guide-toconvolutional-neural-networks-the-eli5-way-3bd2b1164a53"},{"key":"41_CR8","doi-asserted-by":"publisher","unstructured":"Albawi, S., Mohammed, T.A., Al-Zawi,S.: Understanding of a convolutional neural network. In: 2017 International Conference on Engineering and Technology (ICET), pp. 1\u20136 (2017). https:\/\/doi.org\/10.1109\/ICEngTechnol.2017.8308186","DOI":"10.1109\/ICEngTechnol.2017.8308186"},{"key":"41_CR9","doi-asserted-by":"crossref","unstructured":"Khan, S.H., Abbas, Z., Danish Rizvi, S.M.: Classification of diabetic retinopathy images based on customised CNN architecture. In: 2019 Amity International Conference on Artificial Intelligence (AICAI), pp. 244\u2013248. IEEE (2019)","DOI":"10.1109\/AICAI.2019.8701231"},{"key":"41_CR10","doi-asserted-by":"publisher","first-page":"110","DOI":"10.1049\/ntw2.12019","volume":"10","author":"S Chilakala","year":"2021","unstructured":"Chilakala, S., Saxena, A., Vunnava, A.: Energy-efficient reporting scheme for cognitive radio networks. IET Netw 10, 110\u2013117 (2021). https:\/\/doi.org\/10.1049\/ntw2.12019","journal-title":"IET Netw"},{"issue":"10","key":"41_CR11","doi-asserted-by":"publisher","first-page":"1176","DOI":"10.3390\/electronics10101176","volume":"10","author":"S Vadivel","year":"2021","unstructured":"Vadivel, S., Konda, S., Balmuri, K.R., Stateczny, A., Parameshachari, B.D.: Dynamic route discovery using modified grasshopper optimization algorithm in wireless ad-hoc visible light communication network. Electronics 10(10), 1176 (2021). https:\/\/doi.org\/10.3390\/electronics10101176","journal-title":"Electronics"},{"key":"41_CR12","doi-asserted-by":"publisher","unstructured":"Cherukuri, N., Bethapudi, N.R., Thotakura, V.S.K., Chitturi, P., Basha, C.Z., Mummidi, R.M.: Deep learning for lung cancer prediction using NSCLS patients CT Information. In: 2021 International Conference on Artificial Intelligence and Smart Systems (ICAIS), Coimbatore, India, pp. 325\u2013330 (2021). https:\/\/doi.org\/10.1109\/ICAIS50930.2021.9395934","DOI":"10.1109\/ICAIS50930.2021.9395934"},{"key":"41_CR13","doi-asserted-by":"publisher","unstructured":"Samdekar, R., Ghosh, S.M., Srinivas, K.: Efficiency enhancement of intrusion detection in IoT based on machine learning through bioinspired. In: 2021 Third International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (ICICV), Tirunelveli, India, pp. 383\u2013387 (2021). https:\/\/doi.org\/10.1109\/ICICV50876.2021.9388392","DOI":"10.1109\/ICICV50876.2021.9388392"},{"key":"41_CR14","doi-asserted-by":"publisher","first-page":"e4658","DOI":"10.1002\/dac.4658","volume":"34","author":"G Dinesh","year":"2021","unstructured":"Dinesh, G., Venkatakrishnan, P., Jeyanthi, K.M.A.: Modified spider monkey optimization\u2014an enhanced optimization of spectrum sharing in cognitive radio networks. Int. J. Commun. Syst. 34, e4658 (2021). https:\/\/doi.org\/10.1002\/dac.4658","journal-title":"Int. J. Commun. Syst."},{"key":"41_CR15","doi-asserted-by":"publisher","unstructured":"Arunachalam, P., Venkatakrishnan, P., Janakiraman, N.: Histopathology image classification for soft tissue sarcoma in limbs using artificial neural networks. In: 2021 6th International Conference on Inventive Computation Technologies (ICICT), Coimbatore, India, pp. 778\u2013785 (2021). https:\/\/doi.org\/10.1109\/ICICT50816.2021.9358635","DOI":"10.1109\/ICICT50816.2021.9358635"}],"container-title":["Lecture Notes in Networks and Systems","Bio-Inspired Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-78940-3_41","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,5]],"date-time":"2025-06-05T06:07:15Z","timestamp":1749103635000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-78940-3_41"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031789397","9783031789403"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-78940-3_41","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"6 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IBICA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Innovations in Bio-Inspired Computing and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kochi","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","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":"14 December 2023","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 December 2023","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ibica2023","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.mirlabs.net\/ibica23\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}