{"id":236531,"date":"2025-10-24T02:43:10","date_gmt":"2025-10-24T02:43:10","guid":{"rendered":"https:\/\/www.newsbeep.com\/au\/236531\/"},"modified":"2025-10-24T02:43:10","modified_gmt":"2025-10-24T02:43:10","slug":"historical-images-made-with-ai-recycle-colonial-stereotypes-and-bias-new-research","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/au\/236531\/","title":{"rendered":"Historical images made with AI recycle colonial stereotypes and bias \u2013 new research"},"content":{"rendered":"<p>Generative AI has revolutionised how we make and consume images. Tools such as Midjourney, DALL-E and Sora can now conjure anything, from realistic photos to oil-like paintings \u2013 all from a short text prompt.<\/p>\n<p>These images circulate through social media in ways that make their artificial origins difficult to discern. But the ease of producing and sharing AI imagery also comes with serious social risks. <\/p>\n<p>Studies show that by drawing on training data scraped from online and other digital sources, generative AI models routinely mirror <a href=\"https:\/\/www.mdpi.com\/2076-0760\/13\/5\/250\" rel=\"nofollow noopener\" target=\"_blank\">sexist<\/a> and <a href=\"https:\/\/www.nature.com\/articles\/d41586-024-00674-9\" rel=\"nofollow noopener\" target=\"_blank\">racist<\/a> stereotypes \u2013 portraying pilots as men, for example, or criminals as people of colour.<\/p>\n<p>My soon-to-be-published <a href=\"https:\/\/www.researchgate.net\/publication\/396746408_Colonial_bias_in_AI_training_data_Prompting_Sora_to_generate_images_of_Aotearoa_New_Zealand&#039;s_historical_past\" rel=\"nofollow noopener\" target=\"_blank\">new research<\/a> finds generative AI also carries a colonial bias. <\/p>\n<p>When prompted to visualise Aotearoa New Zealand\u2019s past, Sora privileges the European settler viewpoint: pre-colonial landscapes are rendered as empty wilderness, Captain Cook appears as a calm civiliser, and M\u0101ori are cast as timeless, peripheral figures.<\/p>\n<p>As generative AI tools become increasingly influential in how we communicate, such depictions matter. They naturalise myths of benevolent colonisation and undermine M\u0101ori claims to political sovereignty, redress and cultural revitalisation.<\/p>\n<p>\u2018Sora, what did the past look like?\u2019<\/p>\n<p>To explore how AI imagines the past, OpenAI\u2019s text-to-image model Sora was prompted to create visual scenes from Aotearoa New Zealand\u2019s history, from the 1700s to the 1860s. <\/p>\n<p>The prompts were deliberately left open-ended \u2013 a common approach in critical AI research \u2013 to reveal the model\u2019s default visual assumptions rather than prescribe what should appear.<\/p>\n<p>Because generative AI systems operate on probabilities, predicting the most likely combination of visual elements based on their training data, the results were remarkably consistent: the same prompts produced near-identical images, again and again. <\/p>\n<p>Two examples help illustrate the kinds of visual patterns that kept recurring.<\/p>\n<p>            <a href=\"https:\/\/images.theconversation.com\/files\/697931\/original\/file-20251022-64-ckolzl.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" alt=\"\" class=\"lazyload\" src=\"https:\/\/www.newsbeep.com\/au\/wp-content\/uploads\/2025\/10\/file-20251022-64-ckolzl.png\"  \/><\/a><\/p>\n<p>              Sora-generated image from the prompt \u2018New Zealand in the 1700s\u2019.<\/p>\n<p>In Sora\u2019s vision of \u201cNew Zealand in the 1700s\u201d, a steep forested valley is bathed in golden light, with M\u0101ori figures arranged as ornamental details. There are no food plantations or p\u0101 fortifications, only wilderness awaiting European discovery. <\/p>\n<p>This aesthetic draws directly on the Romantic landscape tradition of 19th-century colonial painting, such as the work of <a href=\"https:\/\/collections.tepapa.govt.nz\/object\/38528\" rel=\"nofollow noopener\" target=\"_blank\">John Gully<\/a>, which framed the land as pristine and unclaimed (so-called terra nullius) to justify colonisation.<\/p>\n<p>            <a href=\"https:\/\/images.theconversation.com\/files\/697932\/original\/file-20251022-74-4enztj.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" alt=\"\" class=\"lazyload\" src=\"https:\/\/www.newsbeep.com\/au\/wp-content\/uploads\/2025\/10\/file-20251022-74-4enztj.png\"  \/><\/a><\/p>\n<p>              Sora-generated image from the prompt \u2018a M\u0101ori in the 1860s\u2019.<\/p>\n<p>When asked to portray \u201ca M\u0101ori in the 1860s\u201d, Sora defaults to a sepia-toned studio portrait: a dignified man in a cloak, posed against a neutral backdrop. <\/p>\n<p>The resemblance to cartes de visite photographs of the late 19th century is striking. Such <a href=\"https:\/\/digitalnz.org\/records\/43110111\/ratene-hihitawa\" rel=\"nofollow noopener\" target=\"_blank\">portraits<\/a> were typically staged by European photographers, who provided props to produce an image of the \u201cauthentic native\u201d. <\/p>\n<p>It\u2019s revealing that Sora instinctively reaches for this format, even though the 1860s were defined by armed and political resistance by M\u0101ori communities, as colonial forces sought to impose British authority and confiscate land.<\/p>\n<p>Recycling old sources<\/p>\n<p>Visual imagery has always played a central role in legitimising colonisation. In recent decades, however, this colonial visual regime has been steadily challenged. <\/p>\n<p>As part of the M\u0101ori rights movement and a broader historical reckoning, <a href=\"https:\/\/www.rnz.co.nz\/news\/te-manu-korihi\/418833\/controversial-statue-of-captain-john-hamilton-has-been-removed\" rel=\"nofollow noopener\" target=\"_blank\">statues<\/a> have been removed, <a href=\"https:\/\/www.routledge.com\/Exhibiting-Maori-A-History-of-Colonial-Cultures-of-Display\/McCarthy\/p\/book\/9781845204754\" rel=\"nofollow noopener\" target=\"_blank\">museum exhibitions<\/a> revised, and representations of M\u0101ori in visual media have shifted. <\/p>\n<p>Yet the old imagery has not disappeared. It survives in digital archives and online museum collections, often de-contextualised and lacking critical interpretation. <\/p>\n<p>And while the precise sources of generative AI training data are unknown, it is highly likely these archives and collections form part of what systems such as Sora learn from. <\/p>\n<p>Generative AI tools effectively recycle those sources, thereby reproducing the very conventions that once served the project of empire.<\/p>\n<p>But imagery that portrays colonisation as peaceful and consensual can blunt the perceived urgency of M\u0101ori claims to political sovereignty and redress through institutions such as the Waitangi Tribunal, as well as calls for cultural revitalisation. <\/p>\n<p>By rendering M\u0101ori of the past as passive, timeless figures, these AI-generated visions obscure the continuity of the M\u0101ori self-determination movement for <a href=\"https:\/\/maoridictionary.co.nz\/word\/8124\" rel=\"nofollow noopener\" target=\"_blank\">tino rangatiratanga<\/a> and <a href=\"https:\/\/maoridictionary.co.nz\/word\/3436\" rel=\"nofollow noopener\" target=\"_blank\">mana motuhake<\/a>.<\/p>\n<p>            <a href=\"https:\/\/images.theconversation.com\/files\/697986\/original\/file-20251023-64-b2jorc.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" alt=\"\" class=\"lazyload\" src=\"https:\/\/www.newsbeep.com\/au\/wp-content\/uploads\/2025\/10\/file-20251023-64-b2jorc.jpg\"  \/><\/a><\/p>\n<p>              An AI-generated social media post visualising history from a M\u0101ori perspective.<br \/>\n              <a class=\"source\" href=\"https:\/\/www.facebook.com\/photo.php?fbid=1365529805574448&amp;set=pb.100063523242082.-2207520000&amp;type=3\" rel=\"nofollow noopener\" target=\"_blank\">Facebook<\/a><\/p>\n<p>AI literacy is the key<\/p>\n<p>Across the world, researchers and communities are working to decolonise AI, developing ethical frameworks that embed Indigenous data sovereignty and collective consent. <\/p>\n<p>Yet visual generative AI presents distinct challenges, because it deals not only in data but also in images that shape how people see history and identity. Technical fixes can help, but they each have their limitations.<\/p>\n<p>Extending datasets to include M\u0101ori-curated archives or images of resistance might diversify what the model learns \u2013 but only if done under principles of Indigenous data and visual sovereignty.<\/p>\n<p>Addressing the bias in algorithms could, in theory, balance what Sora shows when prompted about colonial rule. But defining \u201cfair\u201d representation is a political question, not just a technical one.<\/p>\n<p>Filters might block the most biased outputs, but they can also erase uncomfortable truths, such as depictions of colonial violence.<\/p>\n<p>Perhaps the most promising solution lies in AI literacy. We need to understand how these systems think, what data they draw on, and how to prompt them effectively. <\/p>\n<p>Approached critically and creatively \u2013 as some social media users are already doing \u2013 AI can move beyond recycling colonial tropes to become a medium for re-seeing the past through Indigenous and other perspectives.<\/p>\n","protected":false},"excerpt":{"rendered":"Generative AI has revolutionised how we make and consume images. Tools such as Midjourney, DALL-E and Sora can&hellip;\n","protected":false},"author":2,"featured_media":236532,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[256,254,255,64,63,105],"class_list":{"0":"post-236531","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-artificialintelligence","11":"tag-au","12":"tag-australia","13":"tag-technology"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts\/236531","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/comments?post=236531"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts\/236531\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/media\/236532"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/media?parent=236531"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/categories?post=236531"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/tags?post=236531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}