{"id":2069,"date":"2026-08-24T16:58:06","date_gmt":"2026-08-24T07:58:06","guid":{"rendered":"https:\/\/www.initiative.ifs.isct.ac.jp\/?post_type=report&#038;p=2069"},"modified":"2026-08-24T16:58:07","modified_gmt":"2026-08-24T07:58:07","slug":"%e3%80%90spti%e3%80%91%e9%99%b6%e5%99%a8%e5%bd%a2%e7%8a%b6%e3%81%8b%e3%82%89%e3%80%81%e8%a8%98%e9%8c%b2%e3%81%ab%e3%81%aa%e3%81%84%e6%b1%9f%e6%88%b8%e6%99%82%e4%bb%a3%e3%81%ae%e6%9a%ae%e3%82%89","status":"publish","type":"report","link":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/","title":{"rendered":"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI"},"content":{"rendered":"\n<p>Edo-period \u201cOgame\u201d (\u201clarge jars\u201d) became increasingly standardized over time, developing distinct shapes for everyday and burial use, reports a new archeological study from Institute of Science Tokyo, Japan. Using AI-assisted techniques and geometric morphometrics, Associate Professor James Frances Loftus from the Institute of Future Science, analyzed 243 historic vessels to quantitatively track these changes. The findings provide the first quantitative evidence that major Edo-period historical events influenced not only expensive porcelains production but also everyday ceramics, offering new insights into early modern Japanese society.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee-1024x576.webp\" alt=\"\" class=\"wp-image-2053\" srcset=\"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee-1024x576.webp 1024w, https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee-800x450.webp 800w, https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee-768x432.webp 768w, https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee.webp 1440w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Edo-period \u201cOgame\u201d (\u201clarge jars\u201d) became increasingly standardized over time<\/figcaption><\/figure>\n<\/div>\n\n\n<p><strong>Reference<\/strong><br>James Frances Loftus. Water, Soy Sauce, Feces, and Death: A Geometric Morphometric and Machine Learning Analysis of Edo-Period Ogame Jars, Japan <strong><i>Open Archaeology<\/i><\/strong> DOI: <a href=\"https:\/\/doi.org\/10.1515\/opar-2025-0083\">10.1515\/opar-2025-0083<\/a><\/p>\n\n\n\n<p>The full press release is available on <a href=\"https:\/\/www.isct.ac.jp\/en\/news\/efap5x5vudz7\">this page<\/a>.<\/p>\n\n\n\n<p>For more information on Future of Humanity Research Center, please visit <a href=\"https:\/\/www.fhrc.ila.titech.ac.jp\/en\/\">the website<\/a>.<\/p>\n","protected":false},"featured_media":2053,"template":"","initiative":[4],"report_theme":[53],"media":[13],"report_tag":[],"member":[79],"class_list":["post-2069","report","type-report","status-publish","has-post-thumbnail","hentry","initiative-social-phase-transition","report_theme-report_theme-53","media-media-13","member-member-79","en-US"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI | IFs<\/title>\n<meta name=\"description\" content=\"Associate Professor James Frances Loftus uses machine learning and geometric morphometrics to reveal how major Edo-period historical developments reshaped everyday ceramic production\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI | IFs\" \/>\n<meta property=\"og:description\" content=\"Associate Professor James Frances Loftus uses machine learning and geometric morphometrics to reveal how major Edo-period historical developments reshaped everyday ceramic production\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/\" \/>\n<meta property=\"og:site_name\" content=\"IFs\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-24T07:58:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1440\" \/>\n\t<meta property=\"og:image:height\" content=\"810\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/\",\"url\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/\",\"name\":\"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI | IFs\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/kanri\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/90b11b9bc4204bc697c96e6ae9ea05ee.webp\",\"datePublished\":\"2026-08-24T07:58:06+00:00\",\"dateModified\":\"2026-08-24T07:58:07+00:00\",\"description\":\"Associate Professor James Frances Loftus uses machine learning and geometric morphometrics to reveal how major Edo-period historical developments reshaped everyday ceramic production\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/kanri\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/90b11b9bc4204bc697c96e6ae9ea05ee.webp\",\"contentUrl\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/kanri\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/90b11b9bc4204bc697c96e6ae9ea05ee.webp\",\"width\":1440,\"height\":810,\"caption\":\"\u5927\u578b\u9676\u5668\u300c\u5927\u7515\uff08\u304a\u304a\u304c\u3081\uff09\u300d\u306e\u5f62\u614b\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/report\\\/rid2069\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u30db\u30fc\u30e0\",\"item\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Report\",\"item\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/report\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/#website\",\"url\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/\",\"name\":\"IFs\",\"description\":\"\u73fe\u5728\u306e\u5ef6\u9577\u7dda\u4e0a\u306b\u306f\u306a\u3044\u3001\u30aa\u30eb\u30bf\u30ca\u30c6\u30a3\u30d6\u306a\u672a\u6765\u3092\u518d\u69cb\u7bc9\u3059\u308b\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/#organization\",\"name\":\"IFs\",\"url\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/kanri\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/logo.svg\",\"contentUrl\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/kanri\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/logo.svg\",\"width\":242,\"height\":50,\"caption\":\"IFs\"},\"image\":{\"@id\":\"https:\\\/\\\/www.initiative.ifs.isct.ac.jp\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI | IFs","description":"Associate Professor James Frances Loftus uses machine learning and geometric morphometrics to reveal how major Edo-period historical developments reshaped everyday ceramic production","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/","og_locale":"en_US","og_type":"article","og_title":"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI | IFs","og_description":"Associate Professor James Frances Loftus uses machine learning and geometric morphometrics to reveal how major Edo-period historical developments reshaped everyday ceramic production","og_url":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/","og_site_name":"IFs","article_modified_time":"2026-08-24T07:58:07+00:00","og_image":[{"width":1440,"height":810,"url":"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee.webp","type":"image\/webp"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/","url":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/","name":"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI | IFs","isPartOf":{"@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/#primaryimage"},"image":{"@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/#primaryimage"},"thumbnailUrl":"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee.webp","datePublished":"2026-08-24T07:58:06+00:00","dateModified":"2026-08-24T07:58:07+00:00","description":"Associate Professor James Frances Loftus uses machine learning and geometric morphometrics to reveal how major Edo-period historical developments reshaped everyday ceramic production","breadcrumb":{"@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/#primaryimage","url":"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee.webp","contentUrl":"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2026\/08\/90b11b9bc4204bc697c96e6ae9ea05ee.webp","width":1440,"height":810,"caption":"\u5927\u578b\u9676\u5668\u300c\u5927\u7515\uff08\u304a\u304a\u304c\u3081\uff09\u300d\u306e\u5f62\u614b"},{"@type":"BreadcrumbList","@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/report\/rid2069\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u30db\u30fc\u30e0","item":"https:\/\/www.initiative.ifs.isct.ac.jp\/en\/"},{"@type":"ListItem","position":2,"name":"Report","item":"https:\/\/www.initiative.ifs.isct.ac.jp\/report\/"},{"@type":"ListItem","position":3,"name":"\u3010SPTI\u3011Uncovering the evolution of Edo-period Japanese ceramic jars with AI"}]},{"@type":"WebSite","@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/#website","url":"https:\/\/www.initiative.ifs.isct.ac.jp\/","name":"IFs","description":"\u73fe\u5728\u306e\u5ef6\u9577\u7dda\u4e0a\u306b\u306f\u306a\u3044\u3001\u30aa\u30eb\u30bf\u30ca\u30c6\u30a3\u30d6\u306a\u672a\u6765\u3092\u518d\u69cb\u7bc9\u3059\u308b","publisher":{"@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.initiative.ifs.isct.ac.jp\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/#organization","name":"IFs","url":"https:\/\/www.initiative.ifs.isct.ac.jp\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/#\/schema\/logo\/image\/","url":"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2025\/06\/logo.svg","contentUrl":"https:\/\/www.initiative.ifs.isct.ac.jp\/kanri\/wp-content\/uploads\/2025\/06\/logo.svg","width":242,"height":50,"caption":"IFs"},"image":{"@id":"https:\/\/www.initiative.ifs.isct.ac.jp\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/report\/2069","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/report"}],"about":[{"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/types\/report"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/media\/2053"}],"wp:attachment":[{"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/media?parent=2069"}],"wp:term":[{"taxonomy":"initiative","embeddable":true,"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/initiative?post=2069"},{"taxonomy":"report_theme","embeddable":true,"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/report_theme?post=2069"},{"taxonomy":"media","embeddable":true,"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/media?post=2069"},{"taxonomy":"report_tag","embeddable":true,"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/report_tag?post=2069"},{"taxonomy":"member","embeddable":true,"href":"https:\/\/www.initiative.ifs.isct.ac.jp\/wp-json\/wp\/v2\/member?post=2069"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}