{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,20]],"date-time":"2026-03-20T04:10:17Z","timestamp":1773979817464,"version":"3.50.1"},"reference-count":18,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T00:00:00Z","timestamp":1768176000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000199","name":"U.S. Department of Agriculture","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000199","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100006351","name":"North Dakota State University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100006351","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100005825","name":"National Institute of Food and Agriculture","doi-asserted-by":"publisher","award":["2024\\u201367022-42001"],"award-info":[{"award-number":["2024\\u201367022-42001"]}],"id":[{"id":"10.13039\/100005825","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100005825","name":"National Institute of Food and Agriculture","doi-asserted-by":"publisher","award":["ND01493"],"award-info":[{"award-number":["ND01493"]}],"id":[{"id":"10.13039\/100005825","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["SoftwareX"],"published-print":{"date-parts":[[2026,2]]},"DOI":"10.1016\/j.softx.2026.102516","type":"journal-article","created":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T19:54:23Z","timestamp":1769111663000},"page":"102516","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["An-augmenter: A unified platform for efficient image annotation and data augmentation"],"prefix":"10.1016","volume":"33","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-5155-5230","authenticated-orcid":false,"given":"Samriddha","family":"Das","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8884-7959","authenticated-orcid":false,"given":"C.","family":"Igathinathane","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0658-7522","authenticated-orcid":false,"given":"Xin","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/j.softx.2026.102516_bib0005","series-title":"2023 seventh IEEE international conference on robotic computing (IRC)","first-page":"31","article-title":"Multi-Label annotation for visual Multi-Task learning models","author":"Sharma","year":"2023"},{"key":"10.1016\/j.softx.2026.102516_bib0010","series-title":"2022 international conference on applied artificial intelligence and computing (ICAAIC)","first-page":"976","article-title":"A review of image annotation tools for object detection","author":"Pande","year":"2022"},{"key":"10.1016\/j.softx.2026.102516_bib0015","series-title":"Product-Focused software process improvement","first-page":"202","article-title":"Data labeling: an empirical investigation into industrial challenges and mitigation strategies","author":"Fredriksson","year":"2020"},{"issue":"1","key":"10.1016\/j.softx.2026.102516_bib0020","article-title":"Capturing requirements for a data annotation tool for intensive care: experimental User-Centered design study","volume":"12","author":"Wac","year":"2025","journal-title":"JMIR Hum Factors"},{"key":"10.1016\/j.softx.2026.102516_bib0025","series-title":"Large language models for data annotation and synthesis: a survey","author":"Tan","year":"2024"},{"key":"10.1016\/j.softx.2026.102516_bib0030","series-title":"On efficient and statistical quality estimation for data annotation","author":"Klie","year":"2024"},{"issue":"1","key":"10.1016\/j.softx.2026.102516_bib0035","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1186\/s40537-019-0197-0","article-title":"A survey on image data augmentation for deep learning","volume":"6","author":"Shorten","year":"2019","journal-title":"J Big Data"},{"key":"10.1016\/j.softx.2026.102516_bib0040","series-title":"A comprehensive survey on data augmentation","author":"Wang","year":"2024"},{"key":"10.1016\/j.softx.2026.102516_bib0045","author":"Jocher"},{"key":"10.1016\/j.softx.2026.102516_bib0050","author":"exhibitb"},{"key":"10.1016\/j.softx.2026.102516_bib0055","doi-asserted-by":"crossref","DOI":"10.1016\/j.cose.2023.103605","article-title":"Preserving data privacy in machine learning systems","volume":"137","author":"El Mestari","year":"2024","journal-title":"Computers & Security"},{"issue":"2","key":"10.1016\/j.softx.2026.102516_bib0060","first-page":"11:1","article-title":"A survey of data quality requirements that matter in ML development pipelines","volume":"15","author":"Priestley","year":"2023","journal-title":"J Data Inf Qual"},{"key":"10.1016\/j.softx.2026.102516_bib0065","doi-asserted-by":"crossref","DOI":"10.3389\/fdata.2020.587139","article-title":"Securing machine learning in the cloud: a systematic review of cloud machine learning security","volume":"3","author":"Qayyum","year":"2020","journal-title":"Frontiers in Big Data"},{"key":"10.1016\/j.softx.2026.102516_bib0070","doi-asserted-by":"crossref","DOI":"10.1016\/j.softx.2025.102089","article-title":"Herschel vision: a hyperspectral image processing software for data preparation in machine learning pipelines","volume":"30","author":"Ram","year":"2025","journal-title":"SoftwareX"},{"key":"10.1016\/j.softx.2026.102516_bib0080","author":"Corporation"},{"key":"10.1016\/j.softx.2026.102516_bib0085","author":"Dwyer"},{"key":"10.1016\/j.softx.2026.102516_bib0090","unstructured":"Wada K, et al. wkentaro\/labelme: v4.6.0 (v4.6.0). Zenodo; 2021. 10.5281\/zenodo.5711226"},{"key":"10.1016\/j.softx.2026.102516_bib0095","author":"Tkachenko"}],"container-title":["SoftwareX"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2352711026000105?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2352711026000105?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,3,20]],"date-time":"2026-03-20T03:06:05Z","timestamp":1773975965000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2352711026000105"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2]]},"references-count":18,"alternative-id":["S2352711026000105"],"URL":"https:\/\/doi.org\/10.1016\/j.softx.2026.102516","relation":{},"ISSN":["2352-7110"],"issn-type":[{"value":"2352-7110","type":"print"}],"subject":[],"published":{"date-parts":[[2026,2]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"An-augmenter: A unified platform for efficient image annotation and data augmentation","name":"articletitle","label":"Article Title"},{"value":"SoftwareX","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.softx.2026.102516","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Author(s). Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"102516"}}