{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,26]],"date-time":"2026-02-26T15:33:27Z","timestamp":1772120007807,"version":"3.50.1"},"reference-count":54,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2023,8,14]],"date-time":"2023-08-14T00:00:00Z","timestamp":1691971200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,8,14]],"date-time":"2023-08-14T00:00:00Z","timestamp":1691971200000},"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":["SIViP"],"published-print":{"date-parts":[[2023,11]]},"DOI":"10.1007\/s11760-023-02622-y","type":"journal-article","created":{"date-parts":[[2023,8,14]],"date-time":"2023-08-14T12:02:11Z","timestamp":1692014531000},"page":"3923-3931","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["A new method of facial image compression based on meta-heuristic algorithms with variable bit budget allocation"],"prefix":"10.1007","volume":"17","author":[{"given":"Reza","family":"Khodadadi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gholamreza","family":"Ardeshir","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hadi","family":"Grailu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,8,14]]},"reference":[{"key":"2622_CR1","doi-asserted-by":"crossref","unstructured":"Lin, C.H., Chung, K.L., Fang, J.P,: Adjusted 4:2:2 Chroma Subsampling Strategy for Compressing Mosaic Videos with Arbitrary RGB Color Filter Arrays in HEVC. APSIPA (2014)","DOI":"10.1109\/APSIPA.2014.7041544"},{"key":"2622_CR2","first-page":"100017","volume":"1","author":"RB Mohammed","year":"2021","unstructured":"Mohammed, R.B., van Silfhout, R.: High bandwidth data and image transmission using a scalable link model with integrated real-time data compression. Adv. Electr. Eng. Electron. Energy 1, 100017 (2021)","journal-title":"Adv. Electr. Eng. Electron. Energy"},{"key":"2622_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2018\/9475142","volume":"2018","author":"K Joshi","year":"2018","unstructured":"Joshi, K., Gill, S., Yadav, R.: A new method of image steganography using 7th bit of a pixel as indicator by introducing the successive temporary pixel in the gray scale image. J. Comput. Netw. Commun. 2018, 1 (2018)","journal-title":"J. Comput. Netw. Commun."},{"key":"2622_CR4","doi-asserted-by":"publisher","first-page":"244","DOI":"10.1016\/j.procs.2020.03.218","volume":"167","author":"P Chaudhary","year":"2020","unstructured":"Chaudhary, P., Gupta, R., Singh, A., Majumder, P., Pandey, A.: Joint image compression and encryption using a novel column-wise scanning and optimization algorithm. Proc. Comput. Sci. 167, 244\u2013253 (2020)","journal-title":"Proc. Comput. Sci."},{"key":"2622_CR5","unstructured":"Lakshmi Praba, V., Anitha, S: removing coding and inter pixel redundancy in high intensity part of image. J. Emerg. Technol. Innov. Res. 6(2) (2019)"},{"issue":"2","key":"2622_CR6","doi-asserted-by":"publisher","first-page":"225","DOI":"10.25046\/aj050229","volume":"5","author":"A Bajit","year":"2020","unstructured":"Bajit, A., Nahid, M., Tamtaoui, A., Benbrahim, M.: A psychovisual optimization of wavelet foveation-based image coding and quality assessment based on human quality criterions. Adv. Sci. Technol. Eng. Syst. J. 5(2), 225\u2013234 (2020)","journal-title":"Adv. Sci. Technol. Eng. Syst. J."},{"issue":"3","key":"2622_CR7","first-page":"251","volume":"6","author":"H Rajabi Moshtaghi","year":"2019","unstructured":"Rajabi Moshtaghi, H., Toloie Eshlaghy, A., Motadel, M.R.: A comprehensive review on meta-heuristic algorithms and their classification with novel approach. J. Appl. Res. Ind. Eng. 6(3), 251\u2013267 (2019)","journal-title":"J. Appl. Res. Ind. Eng."},{"issue":"1","key":"2622_CR8","first-page":"301","volume":"11","author":"A Rikhtegara","year":"2020","unstructured":"Rikhtegara, A., Pooyanb, M., Manzuric, M.T.: Comparing performance of metaheuristic algorithms for. Int. J. Nonlinear Anal. Appl. 11(1), 301\u2013319 (2020)","journal-title":"Int. J. Nonlinear Anal. Appl."},{"key":"2622_CR9","doi-asserted-by":"publisher","DOI":"10.12720\/jcm.12.5.271-278","author":"ME Emara","year":"2017","unstructured":"Emara, M.E., Abdel-Kader, R.F., Yasein, M.S.: Image compression using advanced optimization algorithms. J. Commun. (2017). https:\/\/doi.org\/10.12720\/jcm.12.5.271-278","journal-title":"J. Commun."},{"key":"2622_CR10","volume-title":"Nature inspired optimization techniques for image processing applications","author":"SR Jino Ramson","year":"2019","unstructured":"Jino Ramson, S.R., Lova Raju, K., Vishnu, S., Anagnostopoulos, T.: Nature inspired optimization techniques for image processing: a short review. In: Hemanth, J., Balas, V.E. (eds.) Nature inspired optimization techniques for image processing applications. Springer, Cham (2019)"},{"key":"2622_CR11","unstructured":"Omari, M., Yaichi, S.: Image compression based on genetic algorithm optimization. 978-1-4799-8172-4\/15\/$31.00 \u00a92015 IEEE"},{"key":"2622_CR12","doi-asserted-by":"publisher","DOI":"10.1080\/09540091.2020.1806206","author":"Xu Shuying","year":"2020","unstructured":"Shuying, Xu., Chang, C.C., Liu, Y.: A novel image compression technology based on vector quantisation and linear regression prediction. Connect. Sci. (2020). https:\/\/doi.org\/10.1080\/09540091.2020.1806206","journal-title":"Connect. Sci."},{"issue":"1","key":"2622_CR13","first-page":"38","volume":"12","author":"SS AL-Bundi","year":"2020","unstructured":"AL-Bundi, S.S., Abd, M.S.: A review on fractal image compression using optimization techniques. J. Al-Qadisiyah Comput. Sci. Math. 12(1), 38\u201348 (2020)","journal-title":"J. Al-Qadisiyah Comput. Sci. Math."},{"key":"2622_CR14","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/j.advengsoft.2013.12.007","volume":"69","author":"S Mirjalili","year":"2014","unstructured":"Mirjalili, S., Mirjalili, S.M., Lewis, A.: Grey wolf optimizer. Adv. Eng. Softw. 69, 46\u201361 (2014)","journal-title":"Adv. Eng. Softw."},{"issue":"12","key":"2622_CR15","doi-asserted-by":"publisher","first-page":"998","DOI":"10.23940\/ijpe.21.12.p4.9981004","volume":"17","author":"S Sehgal","year":"2021","unstructured":"Sehgal, S., Ahuja, L., Hima Bindu, M.: Image compression using PSO-ALO hybrid metaheuristic technique. Int. J. Perform. Eng. 17(12), 998\u20131004 (2021)","journal-title":"Int. J. Perform. Eng."},{"key":"2622_CR16","doi-asserted-by":"publisher","unstructured":"Shahid, Z., Dupont, F. and Baskurt, A.: A novel efficient Image compression system based on independent component analysis. In: The International society for optical engineering 7248, February 2009, https:\/\/doi.org\/10.1117\/12.806159","DOI":"10.1117\/12.806159"},{"issue":"1","key":"2622_CR17","doi-asserted-by":"publisher","first-page":"1059","DOI":"10.2991\/ijcis.d.200729.001","volume":"13","author":"E Cuevas","year":"2020","unstructured":"Cuevas, E., Trujillo, A., Navarro, M.A., Diaz, P.: Comparison of recent metaheuristic algorithms for shape detection in images. Int. J. Comput. Intell. Syst. 13(1), 1059\u20131071 (2020)","journal-title":"Int. J. Comput. Intell. Syst."},{"key":"2622_CR18","doi-asserted-by":"crossref","unstructured":"Sheraj, M. and Chopra, A: Data compression algorithm for audio and image using feature extraction. In: 2020 4th international conference on computer, communication and signal processing (ICCCSP)","DOI":"10.1109\/ICCCSP49186.2020.9315248"},{"key":"2622_CR19","unstructured":"Cuevas, E., Zald\u00edvar, D. and Perez-Cisneros, M: Applications of evolutionary computation in image processing and pattern recognition. In: Springer, Intelligent Systems Reference Library Volume 100"},{"key":"2622_CR20","doi-asserted-by":"publisher","DOI":"10.1111\/exsy.12508","author":"K Geetha","year":"2020","unstructured":"Geetha, K., Anitha, V., Elhoseny, M., Kathiresan, S., Shamsolmoali, P., Selim, M.M.: An evolutionary lion optimization algorithm-based image compression technique for biomedical applications. Exp. Syst. (2020). https:\/\/doi.org\/10.1111\/exsy.12508","journal-title":"Exp. Syst."},{"key":"2622_CR21","unstructured":"Bian, N., Liang, F., Fu, H. and Lei, B.: A Deep image compression framework for face recognition nding the optimum structure of CNN for face recognition. 978-1-7281-4091-9\/19\/$31.00 \u00a92019 IEEE"},{"key":"2622_CR22","doi-asserted-by":"publisher","first-page":"2912","DOI":"10.3390\/math10162912","volume":"10","author":"E-SM El-Kenawy","year":"2022","unstructured":"El-Kenawy, E.-S.M., Mirjalili, S., Abdelhamid, A.A., Ibrahim, A., Khodadadi, N., Eid, M.M.: Meta-heuristic optimization and keystroke dynamics for authentication of smartphone users. Mathematics 10, 2912 (2022). https:\/\/doi.org\/10.3390\/math10162912","journal-title":"Mathematics"},{"issue":"1","key":"2622_CR23","first-page":"75","volume":"6","author":"CH Venugopal Reddy","year":"2015","unstructured":"Venugopal Reddy, C.H., Siddaiah, P.: Hybrid LWT-SVD watermarking optimized using metaheuristic algorithms along with encryption for medical image security. Sig. Image Process. Int. J. 6(1), 75 (2015)","journal-title":"Sig. Image Process. Int. J."},{"key":"2622_CR24","doi-asserted-by":"publisher","first-page":"2354","DOI":"10.3390\/electronics10192354","volume":"10","author":"MK Hasan","year":"2021","unstructured":"Hasan, M.K., Shamim Ahsan, Md., Abdullah-Al-Mamun, S.H., Newaz, S., Lee, G.M.: Human face detection techniques: a comprehensive review and future research directions. Electronics 10, 2354 (2021). https:\/\/doi.org\/10.3390\/electronics10192354","journal-title":"Electronics"},{"issue":"9","key":"2622_CR25","doi-asserted-by":"publisher","first-page":"2379","DOI":"10.1109\/TIP.2007.903259","volume":"16","author":"M Elad","year":"2007","unstructured":"Elad, M., Goldenberg, R., Kimmel, R.: Low bit-rate compression of facial images. IEEE Trans. Image Process. 16(9), 2379\u20132383 (2007). https:\/\/doi.org\/10.1109\/TIP.2007.903259","journal-title":"IEEE Trans. Image Process."},{"key":"2622_CR26","doi-asserted-by":"publisher","first-page":"101352","DOI":"10.1016\/j.jocs.2021.101352","volume":"51","author":"N Soni","year":"2021","unstructured":"Soni, N., Sharma, E.K., Kapoor, A.: Hybrid meta-heuristic algorithm based deep neural network for face recognition. J. Comput. Sci. 51, 101352 (2021)","journal-title":"J. Comput. Sci."},{"key":"2622_CR27","doi-asserted-by":"crossref","unstructured":"Mascher-Kampfer, A., St\u00f6gner, H. and Uhl, A.: Comparison of compression algorithms impact on fingerprint and face recognition accuracy. In: Proc. SPIE 6508, Visual Communications and Image Processing 2007,650810, 12 pages, 29 (2007)","DOI":"10.1117\/12.699199"},{"issue":"69042","key":"2622_CR28","first-page":"1","volume":"2006","author":"JE Vila-Forcen","year":"2006","unstructured":"Vila-Forcen, J.E., Voloshynovskiy, S., Koval, O., Pun, T.: Facial image compression based on structured codebooks in overcomplete domain. EURASIP J. Appl. Signal Process. 2006(69042), 1\u201311 (2006)","journal-title":"EURASIP J. Appl. Signal Process."},{"key":"2622_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2014.03.027","author":"Y Liang","year":"2014","unstructured":"Liang, Y., et al.: Face hallucination with imprecise-alignment using iterative sparse representation. Pattern Recognit. (2014). https:\/\/doi.org\/10.1016\/j.patcog.2014.03.027","journal-title":"Pattern Recognit."},{"key":"2622_CR30","unstructured":"Subban, R., Mankame, D., Nayeem, S., Pasupathi, P. and Muthukumar, S.: Genetic algorithm based human face recognition. Elsevier, 2014, In: Proc. of Int. Conf. on Advances in Communication, Network, and Computing, CNC"},{"key":"2622_CR31","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1016\/j.asoc.2019.02.041","volume":"80","author":"Y Yang","year":"2019","unstructured":"Yang, Y., Liu, J., Tan, S., Wang, H.: A multi-objective differential evolutionary algorithm for constrained multi-objective optimization problems with low feasible ratio. Appl. Soft Comput. J. 80, 42\u201356 (2019)","journal-title":"Appl. Soft Comput. J."},{"issue":"2","key":"2622_CR32","first-page":"51","volume":"2","author":"RM Ramadan","year":"2009","unstructured":"Ramadan, R.M., Abdel-Kader, R.F.: Face recognition using particle swarm optimization-based selected features. Int. J. Signal Process. Image Process. Pattern Recogn. 2(2), 51 (2009)","journal-title":"Int. J. Signal Process. Image Process. Pattern Recogn."},{"issue":"2","key":"2622_CR33","first-page":"173","volume":"2","author":"S Kaur","year":"2011","unstructured":"Kaur, S., Agarwal, P., Rana, R.S.: Ant colony optimization: a technique used for image processing. Int J Comput Sci Technol 2(2), 173 (2011)","journal-title":"Int J Comput Sci Technol"},{"key":"2622_CR34","doi-asserted-by":"publisher","first-page":"29753","DOI":"10.1007\/s11042-022-12978-x","volume":"81","author":"A Bencherqui","year":"2022","unstructured":"Bencherqui, A., Daoui, A., Karmouni, H., Qjidaa, H., Alfidi, M., Sayyouri, M.: Optimal reconstruction and compression of signals and images by Hahn moments and artificial bee Colony (ABC) algorithm. Multimedia Tools Appl. 81, 29753\u201329783 (2022)","journal-title":"Multimedia Tools Appl."},{"key":"2622_CR35","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2021\/5541522","volume":"2021","author":"L Asiedu","year":"2021","unstructured":"Asiedu, L., Essah, B.O., Iddi, S., Doku-Amponsah, K., Mettle, F.O.: Evaluation of the DWT-PCA\/SVD recognition algorithm on reconstructed frontal face images. J Appl Math 2021, 1\u20138 (2021). https:\/\/doi.org\/10.1155\/2021\/5541522","journal-title":"J Appl Math"},{"key":"2622_CR36","unstructured":"Lu, L., Hu, X., Chen, S., Sun, L. and Li, C: Face recognition based on weighted wavelet transform and compressed sensing. 978-1-5090-2860-3\/16\/$31.00 \u00a92016 IEEE"},{"key":"2622_CR37","unstructured":"https:\/\/paperswithcode.com\/dataset\/orl."},{"key":"2622_CR38","doi-asserted-by":"publisher","first-page":"1090","DOI":"10.1109\/34.879790","volume":"22","author":"PJ Phillips","year":"2000","unstructured":"Phillips, P.J., Moon, H., Rizvi, S.A., Rauss, P.J.: The FERET evaluation methodology for face recognition algorithms. IEEE Trans. Pattern Anal. Mach. Intell. 22, 1090\u20131104 (2000)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"2622_CR39","doi-asserted-by":"crossref","unstructured":"He, T., Chen, Z.: End-to-end facial image compression with integrated semantic distortion metric. 978-1-5386-4458-4\/18\/$31.00 \u00a92018 IEEE","DOI":"10.1109\/VCIP.2018.8698708"},{"key":"2622_CR40","doi-asserted-by":"publisher","unstructured":"Selimovi\u0107, A., Hladnik, A.: Content-aware image compression with convolutional neural networks. Original scientific paper. https:\/\/doi.org\/10.24867\/GRID-2018-p56","DOI":"10.24867\/GRID-2018-p56"},{"key":"2622_CR41","doi-asserted-by":"publisher","first-page":"722","DOI":"10.1016\/j.compeleceng.2017.11.009","volume":"70","author":"S Biswas","year":"2017","unstructured":"Biswas, S., Sil, J., Maity, S.P.: On prediction error compressive sensing image reconstruction for face recognition. Comput. Electr. Eng. 70, 722 (2017)","journal-title":"Comput. Electr. Eng."},{"key":"2622_CR42","doi-asserted-by":"publisher","first-page":"2379","DOI":"10.1109\/TIP.2007.903259","volume":"16","author":"M Elad","year":"2007","unstructured":"Elad, M., Goldenberg, R., Kimmel, R.: Low bit-rate compression of facial images. IEEE Trans Image Process 16, 2379\u20132383 (2007)","journal-title":"IEEE Trans Image Process"},{"key":"2622_CR43","unstructured":"Qiuyu, Z., Suozhong, W.: Color personal ID photo compression based on object segmentation. In: IEEE Pacific Rim conference on communications, computers and signal processing, China (2005)"},{"key":"2622_CR44","first-page":"719","volume":"1","author":"J Bala","year":"2012","unstructured":"Bala, J., Huang, J., Vafaie, H.: Hybrid learning using genetic algorithms and decision trees for pattern classification. Proc. Fourteenth Int. Joint Conf. Artif. Intell. 1, 719\u2013724 (2012)","journal-title":"Proc. Fourteenth Int. Joint Conf. Artif. Intell."},{"key":"2622_CR45","unstructured":"Sun, Y., & Yin, L.: A genetic algorithm based feature selection approach for 3D face recognition. In: Biometric consortium conference. USA, (2005)"},{"issue":"6","key":"2622_CR46","doi-asserted-by":"publisher","first-page":"570","DOI":"10.1109\/34.862196","volume":"22","author":"C Liu","year":"2000","unstructured":"Liu, C., Wechsler, H.: Evolutionary pursuit and its application to face recognition. IEEE Trans. Pattern Anal. Mach. Intell. 22(6), 570\u2013582 (2000)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"2622_CR47","unstructured":"https:\/\/www.researchgate.net\/figure\/Example-images-of-CIE-database_fig3_343240268"},{"key":"2622_CR48","unstructured":"https:\/\/fei.edu.br\/~cet\/facedatabase.html"},{"key":"2622_CR49","doi-asserted-by":"publisher","DOI":"10.3837\/tiis.2018.10.023","author":"SY Kahu","year":"2018","unstructured":"Kahu, S.Y., Bhurchandi, K.M.: JPEG-based Variable Block-Size Image Compression using CIE La*b* Color Space. KSII Trans. Internet Inf. Syst. (2018). https:\/\/doi.org\/10.3837\/tiis.2018.10.023","journal-title":"KSII Trans. Internet Inf. Syst."},{"key":"2622_CR50","doi-asserted-by":"publisher","first-page":"39","DOI":"10.4103\/jpi.jpi_46_17","volume":"8","author":"L Pantanowitz","year":"2017","unstructured":"Pantanowitz, L., Liu, C., Huang, Y., Guo, H., Rohde, G.K.: Impact of altering various image parameters on human epidermal growth factor receptor 2 image analysis data quality. J Pathol Inform 8, 39 (2017)","journal-title":"J Pathol Inform"},{"key":"2622_CR51","doi-asserted-by":"publisher","DOI":"10.3390\/jimaging8010006","author":"D Giuliani","year":"2022","unstructured":"Giuliani, D.: Metaheuristic algorithms applied to color image segmentation on HSV space. J. Imag. (2022). https:\/\/doi.org\/10.3390\/jimaging8010006","journal-title":"J. Imag."},{"issue":"1","key":"2622_CR52","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1007\/s11263-011-0444-0","volume":"95","author":"H Mobahi","year":"2011","unstructured":"Mobahi, H., Rao, S.R., Yang, A.Y., Sastry, S.S., Ma, Y.: Segmentation of natural images by texture and boundary compression. Int. J. Comput. Vis. 95(1), 86\u201398 (2011). https:\/\/doi.org\/10.1007\/s11263-011-0444-0","journal-title":"Int. J. Comput. Vis."},{"issue":"7","key":"2622_CR53","doi-asserted-by":"publisher","first-page":"1064","DOI":"10.1109\/TCSVT.2012.2189793","volume":"22","author":"Y Jin","year":"2012","unstructured":"Jin, Y., Lee, H.J.: A block-based pass-parallel SPIHT algorithm. IEEE Trans. Circuits Syst. Video Technol 22(7), 1064\u20131075 (2012)","journal-title":"IEEE Trans. Circuits Syst. Video Technol"},{"key":"2622_CR54","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1016\/j.asoc.2014.03.009","volume":"21","author":"T Xiang","year":"2014","unstructured":"Xiang, T., Qu, J., Xiao: Joint SPIHT compression and selective encryption. Appl. Soft Comput. 21, 159\u2013170 (2014)","journal-title":"Appl. Soft Comput."}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-023-02622-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11760-023-02622-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-023-02622-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,26]],"date-time":"2024-10-26T00:35:36Z","timestamp":1729902936000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11760-023-02622-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,14]]},"references-count":54,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2023,11]]}},"alternative-id":["2622"],"URL":"https:\/\/doi.org\/10.1007\/s11760-023-02622-y","relation":{"has-preprint":[{"id-type":"doi","id":"10.21203\/rs.3.rs-2263917\/v2","asserted-by":"object"},{"id-type":"doi","id":"10.21203\/rs.3.rs-2263917\/v1","asserted-by":"object"}]},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"value":"1863-1703","type":"print"},{"value":"1863-1711","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,14]]},"assertion":[{"value":"11 November 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 April 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 May 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 August 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Always applicable and includes interests of a financial or personal nature.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"It can be used for human studies in the field of image compression.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}]}}