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A few surveys have been conducted on IAQA models; however, details of recent deep learning models and challenges have not been fully mentioned. This article aims to fill these gaps by providing a review of deep learning IAQA over the past decade, based on input, process, and output phases. Methodologies for deep learning\u2013based IAQA can be categorized into general and task-specific approaches, depending on the type and diversity of input images. The processing phase involves considerations related to network architecture, learning structures, and feature extraction methods. The output phase generates results such as scoring, distribution, attributes, and description. Despite achieving a maximum accuracy of 91.5%, further improvements in deep learning models are still required. Our study highlights several challenges, including adapting models for task-specific methodology, accounting for environmental factors influencing aesthetics, the lack of substantial datasets with appropriate labels, imbalanced data, preserving image aspect ratio and integrity in network architecture design, and the need for explainable AI to understand the causative factors behind aesthetic judgments.<\/jats:p>","DOI":"10.1145\/3716820","type":"journal-article","created":{"date-parts":[[2025,2,8]],"date-time":"2025-02-08T09:10:00Z","timestamp":1739005800000},"page":"1-36","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":18,"title":["Deep Learning Based Image Aesthetic Quality Assessment- A Review"],"prefix":"10.1145","volume":"57","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-3892-7016","authenticated-orcid":false,"given":"Maedeh","family":"Daryanavard Chounchenani","sequence":"first","affiliation":[{"name":"Computer Science, Groningen University Faculty of Science and Engineering, Groningen, Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5195-1688","authenticated-orcid":false,"given":"Asadollah","family":"Shahbahrami","sequence":"additional","affiliation":[{"name":"Computer Engineering, University of Guilan, Rasht, Iran (the Islamic Republic of)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8649-9671","authenticated-orcid":false,"given":"Reza","family":"Hassanpour","sequence":"additional","affiliation":[{"name":"Computer Science, Groningen University Faculty of Science and Engineering, Groningen, Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3678-7007","authenticated-orcid":false,"given":"Georgi","family":"Gaydadjiev","sequence":"additional","affiliation":[{"name":"Delft University of Technology Faculty of Electrical Engineering Mathematics and Computer Science, Delft, Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2025,2,21]]},"reference":[{"key":"e_1_3_1_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/IROS51168.2021.9636788"},{"key":"e_1_3_1_3_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3209196"},{"key":"e_1_3_1_4_2","doi-asserted-by":"publisher","DOI":"10.1080\/13527260500247827"},{"key":"e_1_3_1_5_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-015-2663-9"},{"key":"e_1_3_1_6_2","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2016.01596"},{"key":"e_1_3_1_7_2","doi-asserted-by":"publisher","DOI":"10.1109\/CISS48834.2020.1570617383"},{"key":"e_1_3_1_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2019.12.012"},{"key":"e_1_3_1_9_2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3191853"},{"key":"e_1_3_1_10_2","doi-asserted-by":"publisher","DOI":"10.1201\/9780429441134"},{"key":"e_1_3_1_11_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.380"},{"key":"e_1_3_1_12_2","doi-asserted-by":"publisher","DOI":"10.1145\/3582015"},{"key":"e_1_3_1_13_2","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2004.03015"},{"key":"e_1_3_1_14_2","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2017.2758350"},{"key":"e_1_3_1_15_2","doi-asserted-by":"publisher","DOI":"10.1145\/3447239"},{"key":"e_1_3_1_16_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP40778.2020.9191130"},{"key":"e_1_3_1_17_2","volume-title":"Symbols in Arts, Religion and Culture: The Soul of Nature","author":"Chwalkowski Farrin","year":"2016","unstructured":"Farrin Chwalkowski. 2016. 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