{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T16:49:45Z","timestamp":1761929385599,"version":"build-2065373602"},"publisher-location":"Singapore","reference-count":36,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819537280","type":"print"},{"value":"9789819537297","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T00:00:00Z","timestamp":1761955200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T00:00:00Z","timestamp":1761955200000},"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":[[2026]]},"DOI":"10.1007\/978-981-95-3729-7_27","type":"book-chapter","created":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T16:44:22Z","timestamp":1761929062000},"page":"323-335","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Progressive CNN-Based Reversible Data Hiding in\u00a0Encrypted Images"],"prefix":"10.1007","author":[{"given":"Ruixuan","family":"Jiang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jing","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junyuan","family":"Huo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ping","family":"Ping","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,11,1]]},"reference":[{"key":"27_CR1","doi-asserted-by":"publisher","first-page":"1147","DOI":"10.1109\/TIP.2004.828418","volume":"13","author":"AM Alattar","year":"2004","unstructured":"Alattar, A.M.: Reversible watermark using the difference expansion of a generalized integer transform. IEEE Trans. Image Process. 13, 1147\u20131156 (2004)","journal-title":"IEEE Trans. Image Process."},{"key":"27_CR2","doi-asserted-by":"crossref","unstructured":"Bas, P., Filler, T., Pevn\u00fd, T.: \u201cBreak our steganographic system\u201d: The ins and outs of organizing boss. In: International Workshop on Information Hiding, pp. 59\u201370 (2011)","DOI":"10.1007\/978-3-642-24178-9_5"},{"key":"27_CR3","unstructured":"Bas, P., Furon, T.: Image database of bows-2 (2017). Accessed 20 June 2016\u20132017"},{"key":"27_CR4","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1016\/j.patrec.2018.01.014","volume":"139","author":"R Bhardwaj","year":"2020","unstructured":"Bhardwaj, R., Aggarwal, A.: An improved block based joint reversible data hiding in encrypted images by symmetric cryptosystem. Pattern Recogn. Lett. 139, 60\u201368 (2020)","journal-title":"Pattern Recogn. Lett."},{"key":"27_CR5","doi-asserted-by":"publisher","first-page":"5725","DOI":"10.1109\/TCSVT.2022.3153796","volume":"32","author":"Q Chang","year":"2022","unstructured":"Chang, Q., Li, X., Zhao, Y.: Reversible data hiding for color images based on adaptive three-dimensional histogram modification. IEEE Trans. Circuits Syst. Video Technol. 32, 5725\u20135735 (2022)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR6","doi-asserted-by":"publisher","first-page":"4850","DOI":"10.1109\/TCSVT.2021.3055612","volume":"31","author":"Q Chang","year":"2021","unstructured":"Chang, Q., Li, X., Zhao, Y., Ni, R.: Adaptive pairwise prediction-error expansion and multiple histograms modification for reversible data hiding. IEEE Trans. Circuits Syst. Video Technol. 31, 4850\u20134863 (2021)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR7","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1109\/TIFS.2012.2224108","volume":"8","author":"G Coatrieux","year":"2013","unstructured":"Coatrieux, G., Pan, W., Cuppens-Boulahia, N., Cuppens, F., Roux, C.: Reversible watermarking based on invariant image classification and dynamic histogram shifting. IEEE Trans. Inf. Forensics Secur. 8, 111\u2013120 (2013)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"27_CR8","doi-asserted-by":"publisher","first-page":"464","DOI":"10.1109\/LSP.2021.3059202","volume":"28","author":"R Hu","year":"2021","unstructured":"Hu, R., Xiang, S.: CNN prediction based reversible data hiding. IEEE Signal Process. Lett. 28, 464\u2013468 (2021)","journal-title":"IEEE Signal Process. Lett."},{"key":"27_CR9","doi-asserted-by":"publisher","first-page":"10196","DOI":"10.1109\/TPAMI.2021.3131250","volume":"44","author":"R Hu","year":"2022","unstructured":"Hu, R., Xiang, S.: Reversible data hiding by using CNN prediction and adaptive embedding. IEEE Trans. Pattern Anal. Mach. Intell. 44, 10196\u201310208 (2022)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"27_CR10","doi-asserted-by":"publisher","first-page":"2353","DOI":"10.1109\/TCSVT.2019.2963393","volume":"30","author":"Y Ke","year":"2020","unstructured":"Ke, Y., Zhang, M., Liu, J., Su, T., Yang, X.: Fully homomorphic encryption encapsulated difference expansion for reversible data hiding in encrypted domain. IEEE Trans. Circuits Syst. Video Technol. 30, 2353\u20132365 (2020)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR11","doi-asserted-by":"crossref","unstructured":"Liu, Y., Tang, S., Liu, R., Zhang, L., Ma, Z.: Reversible data hiding in encrypted images based on pixel-level masked autoencoder and polar code. Signal Proc. 425, Article 109664 (2024)","DOI":"10.1016\/j.sigpro.2024.109664"},{"key":"27_CR12","doi-asserted-by":"publisher","first-page":"354","DOI":"10.1109\/TCSVT.2006.869964","volume":"16","author":"Z Ni","year":"2006","unstructured":"Ni, Z., Shi, Y., Ansari, N., Su, W.: Reversible data hiding. IEEE Trans. Circuits Syst. Video Technol. 16, 354\u2013362 (2006)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR13","doi-asserted-by":"publisher","first-page":"5010","DOI":"10.1109\/TIP.2013.2281422","volume":"22","author":"B Ou","year":"2013","unstructured":"Ou, B., Li, X., Zhao, Y., Ni, R., Shi, Y.: Pairwise prediction-error expansion for efficient reversible data hiding. IEEE Trans. Image Process. 22, 5010\u20135021 (2013)","journal-title":"IEEE Trans. Image Process."},{"key":"27_CR14","doi-asserted-by":"publisher","first-page":"1670","DOI":"10.1109\/TIFS.2018.2799381","volume":"13","author":"P Puteaux","year":"2018","unstructured":"Puteaux, P., Puech, W.: An efficient MSB prediction-based method for high-capacity reversible data hiding in encrypted images. IEEE Trans. Inf. Forensics Secur. 13, 1670\u20131681 (2018)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"27_CR15","doi-asserted-by":"publisher","first-page":"636","DOI":"10.1109\/TCSVT.2015.2418611","volume":"26","author":"Z Qian","year":"2016","unstructured":"Qian, Z., Zhang, X.: Reversible data hiding in encrypted image with distributed source encoding. IEEE Trans. Circuits Syst. Video Technol. 26, 636\u2013646 (2016)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR16","first-page":"130","volume":"23","author":"Y Qiu","year":"2015","unstructured":"Qiu, Y., Qian, Z., Yu, L.: Adaptive reversible data hiding by extending the generalized integer transformation. IEEE Signal Process. Lett. 23, 130\u2013134 (2015)","journal-title":"IEEE Signal Process. Lett."},{"key":"27_CR17","doi-asserted-by":"crossref","unstructured":"Ren, F., Zhang, Z., Jiang, K., Geng, J., Ren, R.: Reversible data hiding and authentication scheme for encrypted image based on prediction error compression. Sci. Rep. 15, Article 11636 (2025)","DOI":"10.1038\/s41598-025-95433-9"},{"key":"27_CR18","unstructured":"Schaefer, G., Stich, M.: UCID: an uncompressed color image database. In: Storage and retrieval methods and applications for multimedia, pp. 472\u2013480 (2003)"},{"issue":"7","key":"27_CR19","doi-asserted-by":"publisher","first-page":"8603","DOI":"10.1007\/s11042-018-7128-5","volume":"78","author":"N Agarwal","year":"2019","unstructured":"Agarwal, N., Singh, A.K., Singh, P.K.: Survey of robust and imperceptible watermarking. Multimedia Tools Appl. 78(7), 8603\u20138633 (2019). https:\/\/doi.org\/10.1007\/s11042-018-7128-5","journal-title":"Multimedia Tools Appl."},{"key":"27_CR20","doi-asserted-by":"publisher","first-page":"594","DOI":"10.1109\/TCSVT.2018.2881118","volume":"29","author":"J Tao","year":"2019","unstructured":"Tao, J., Li, S., Zhang, X., Wang, Z.: Towards robust image steganography. IEEE Trans. Circuits Syst. Video Technol. 29, 594\u2013600 (2019)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR21","doi-asserted-by":"crossref","first-page":"721","DOI":"10.1109\/TIP.2006.891046","volume":"16","author":"Expansion embedding techniques for reversible watermarking","year":"2007","unstructured":"Expansion embedding techniques for reversible watermarking: Thodi, D.M., Rodr\u00edguez, J.J. IEEE Trans. Image Process. 16, 721\u2013730 (2007)","journal-title":"IEEE Trans. Image Process."},{"key":"27_CR22","doi-asserted-by":"publisher","first-page":"890","DOI":"10.1109\/TCSVT.2003.815962","volume":"13","author":"J Tian","year":"2003","unstructured":"Tian, J.: Reversible data embedding using a difference expansion. IEEE Trans. Circuits Syst. Video Technol. 13, 890\u2013896 (2003)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR23","doi-asserted-by":"publisher","first-page":"1288","DOI":"10.1109\/TMM.2021.3062699","volume":"24","author":"Y Wang","year":"2022","unstructured":"Wang, Y., He, W.: High capacity reversible data hiding in encrypted image based on adaptive MSB prediction. IEEE Trans. Multimedia 24, 1288\u20131298 (2022)","journal-title":"IEEE Trans. Multimedia"},{"issue":"8","key":"27_CR24","doi-asserted-by":"publisher","first-page":"1309","DOI":"10.1109\/83.855427","volume":"9","author":"M Weinberger","year":"2000","unstructured":"Weinberger, M., Seroussi, G., Sapiro, G.: The loco-i lossless image compression algorithm: principles and standardization into jpeg-ls. IEEE Trans. Image Process. 9(8), 1309\u20131324 (2000)","journal-title":"IEEE Trans. Image Process."},{"key":"27_CR25","doi-asserted-by":"crossref","unstructured":"Weng, S., Zhou, Y., Zhang, T., Xiao, M., Zhao, Y.: General framework to reversible data hiding for jpeg images with multiple two-dimensional histograms. In: IEEE Transactions on Multimedia ,pp. 1\u201316 (2022)","DOI":"10.1109\/TMM.2022.3198877"},{"key":"27_CR26","doi-asserted-by":"crossref","unstructured":"Weng, S., Zhou, Y., Zhang, T., Xiao, M., Zhao, Y.: Reversible data hiding for jpeg images with adaptive multiple two-dimensional histogram and mapping generation. IEEE Trans. Multimedia, pp. 1\u201315 (2023)","DOI":"10.1109\/TMM.2023.3241541"},{"key":"27_CR27","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-030-01234-2_1","volume-title":"Computer Vision \u2013 ECCV 2018","author":"S Woo","year":"2018","unstructured":"Woo, S., Park, J., Lee, J.-Y., Kweon, I.S.: CBAM: Convolutional Block Attention Module. In: Ferrari, V., Hebert, M., Sminchisescu, C., Weiss, Y. (eds.) ECCV 2018. LNCS, vol. 11211, pp. 3\u201319. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-030-01234-2_1"},{"key":"27_CR28","doi-asserted-by":"publisher","first-page":"1929","DOI":"10.1109\/TMM.2019.2952979","volume":"22","author":"Y Wu","year":"2020","unstructured":"Wu, Y., Xiang, Y., Guo, Y., Tang, J., Yin, Z., Yin, Z.: An improved reversible data hiding in encrypted images using parametric binary tree labeling. IEEE Trans. Multimedia 22, 1929\u20131938 (2020)","journal-title":"IEEE Trans. Multimedia"},{"key":"27_CR29","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1016\/j.sigpro.2015.12.012","volume":"123","author":"D Xu","year":"2016","unstructured":"Xu, D., Wang, R.: Separable and error-free reversible data hiding in encrypted images. Signal Process. 123, 9\u201321 (2016)","journal-title":"Signal Process."},{"key":"27_CR30","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1109\/TMM.2018.2844679","volume":"21","author":"S Yi","year":"2019","unstructured":"Yi, S., Zhou, Y.: Separable and reversible data hiding in encrypted images using parametric binary tree labeling. IEEE Trans. Multimedia 21, 51\u201364 (2019)","journal-title":"IEEE Trans. Multimedia"},{"key":"27_CR31","doi-asserted-by":"publisher","first-page":"18067","DOI":"10.1007\/s11042-017-4957-6","volume":"77","author":"Z Yin","year":"2018","unstructured":"Yin, Z., Niu, X., Zhang, X., Jin, T., Luo, B.: Reversible data hiding in encrypted AMBTC images. Multimedia Tools Appl. 77, 18067\u201318083 (2018)","journal-title":"Multimedia Tools Appl."},{"key":"27_CR32","doi-asserted-by":"publisher","first-page":"874","DOI":"10.1109\/TMM.2019.2936314","volume":"22","author":"Z Yin","year":"2020","unstructured":"Yin, Z., Xiang, Y., Zhang, X.: Reversible data hiding in encrypted images based on multi-MSB prediction and huffman coding. IEEE Trans. Multimedia 22, 874\u2013884 (2020)","journal-title":"IEEE Trans. Multimedia"},{"key":"27_CR33","doi-asserted-by":"publisher","first-page":"5041","DOI":"10.1109\/TCSVT.2022.3146159","volume":"32","author":"T Zhang","year":"2022","unstructured":"Zhang, T., Hou, T., Weng, S., Zou, F., Zhang, H., Chang, C.C.: Adaptive reversible data hiding with contrast enhancement based on multi-histogram modification. IEEE Trans. Circuits Syst. Video Technol. 32, 5041\u20135054 (2022)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"27_CR34","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1016\/j.sigpro.2013.06.023","volume":"94","author":"W Zhang","year":"2014","unstructured":"Zhang, W., Ma, K., Yu, N.: Reversibility improved data hiding in encrypted images. Signal Process. 94, 118\u2013127 (2014)","journal-title":"Signal Process."},{"key":"27_CR35","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1109\/LSP.2011.2114651","volume":"18","author":"X Zhang","year":"2011","unstructured":"Zhang, X.: Reversible data hiding in encrypted image. IEEE Signal Process. Lett. 18, 255\u2013258 (2011)","journal-title":"IEEE Signal Process. Lett."},{"key":"27_CR36","doi-asserted-by":"publisher","first-page":"826","DOI":"10.1109\/TIFS.2011.2176120","volume":"7","author":"X Zhang","year":"2012","unstructured":"Zhang, X.: Separable reversible data hiding in encrypted image. IEEE Trans. Inf. Forensics Secur. 7, 826\u2013832 (2012)","journal-title":"IEEE Trans. Inf. Forensics Secur."}],"container-title":["Lecture Notes in Computer Science","Image and Graphics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-95-3729-7_27","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T16:44:24Z","timestamp":1761929064000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-95-3729-7_27"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,1]]},"ISBN":["9789819537280","9789819537297"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-981-95-3729-7_27","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,1]]},"assertion":[{"value":"1 November 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIG","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Image and Graphics","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Xuzhou","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 October 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 November 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icig2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/icig.csig.org.cn\/2025\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}