{"id":966,"date":"2025-04-10T13:25:59","date_gmt":"2025-04-10T13:25:59","guid":{"rendered":"https:\/\/liipetti.net\/visual\/?page_id=966"},"modified":"2025-04-10T13:47:42","modified_gmt":"2025-04-10T13:47:42","slug":"personally-diffused","status":"publish","type":"page","link":"https:\/\/liipetti.net\/visual\/personally-diffused\/","title":{"rendered":"Personally diffused"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Personally diffused<\/h2>\n\n\n\n<p><a class=\"works-prev\" href=\"https:\/\/liipetti.net\/visual\/unstable-views-2024\/\"><img loading=\"lazy\" decoding=\"async\" width=\"32\" height=\"32\" class=\"wp-image-380\" style=\"width: 32px;\" src=\"http:\/\/liipetti.net\/visual\/wp-content\/uploads\/2019\/02\/Arrow-Left.png\" alt=\"\"><\/a><a class=\"works-next\" href=\"https:\/\/liipetti.net\/visual\/confused-cityscapes\/\"><img loading=\"lazy\" decoding=\"async\" width=\"32\" height=\"32\" class=\"wp-image-381 alignright\" style=\"width: 32px;\" src=\"http:\/\/liipetti.net\/visual\/wp-content\/uploads\/2019\/02\/Arrow-Right.png\" alt=\"\"><\/a><\/p>\n\n\n\n<p>From 2018 to 2020, I mainly used GAN models that I coded and trained myself, using my own image material, to generate new works which were based on visual features derived from the images used in training. More recently I have tried the same approach using diffusion models. For training I use very small datasets of visually consistent images, and training times are of the order of one or two days. I have released the software in GitHub as <a href=\"https:\/\/github.com\/htoyryla\/urdiffusion\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opens in a new tab)\">urdiffusion<\/a>.<\/p>\n\n\n\n<p>Urdiffusion is not for everyone, it is difficult to control and absolutely not for realistic images. After all, I developed it in order to explore visuality from my own point of view, according to my preferences. <\/p>\n\n\n\n<ul class=\"wp-block-gallery columns-3 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-image-880-standard-scale-4_00xed.jpg\" alt=\"\" data-id=\"969\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp2x-image-880-standard-scale-4_00xed\/\" class=\"wp-image-969\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-image-880-standard-scale-4_00xed.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-image-880-standard-scale-4_00xed-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-image-880-standard-scale-4_00xed-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-image-880-standard-scale-4_00xed-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Fields of myth<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-IMG_2228-hq-scale-4_00xed.jpg\" alt=\"\" data-id=\"970\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp2x-img_2228-hq-scale-4_00xed-2\/\" class=\"wp-image-970\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-IMG_2228-hq-scale-4_00xed.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-IMG_2228-hq-scale-4_00xed-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-IMG_2228-hq-scale-4_00xed-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-IMG_2228-hq-scale-4_00xed-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Fjord<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-207-hq-scale-4_00xed_tusby.jpg\" alt=\"\" data-id=\"971\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp2x-latest-207-hq-scale-4_00xed_tusby\/\" class=\"wp-image-971\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-207-hq-scale-4_00xed_tusby.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-207-hq-scale-4_00xed_tusby-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-207-hq-scale-4_00xed_tusby-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-207-hq-scale-4_00xed_tusby-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Tusby tr\u00e4sk<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-227ed-hq-scale-3_00xed_gullfoss.jpg\" alt=\"\" data-id=\"972\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp2x-latest-227ed-hq-scale-3_00xed_gullfoss-2\/\" class=\"wp-image-972\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-227ed-hq-scale-3_00xed_gullfoss.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-227ed-hq-scale-3_00xed_gullfoss-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-227ed-hq-scale-3_00xed_gullfoss-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-227ed-hq-scale-3_00xed_gullfoss-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Gullfoss<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-229-hq-scale-3_00xed_saltsjon.jpg\" alt=\"\" data-id=\"973\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp2x-latest-229-hq-scale-3_00xed_saltsjon-2\/\" class=\"wp-image-973\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-229-hq-scale-3_00xed_saltsjon.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-229-hq-scale-3_00xed_saltsjon-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-229-hq-scale-3_00xed_saltsjon-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp2x-latest-229-hq-scale-3_00xed_saltsjon-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Saltsj\u00f6n<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1813kinged-standard-scale-4_00xed.jpg\" alt=\"\" data-id=\"974\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp4x-img_1813kinged-standard-scale-4_00xed\/\" class=\"wp-image-974\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1813kinged-standard-scale-4_00xed.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1813kinged-standard-scale-4_00xed-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1813kinged-standard-scale-4_00xed-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1813kinged-standard-scale-4_00xed-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Auctoritas<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1814philosopher-low_res-scale-4_00xed.jpg\" alt=\"\" data-id=\"975\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp4x-img_1814philosopher-low_res-scale-4_00xed\/\" class=\"wp-image-975\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1814philosopher-low_res-scale-4_00xed.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1814philosopher-low_res-scale-4_00xed-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1814philosopher-low_res-scale-4_00xed-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-IMG_1814philosopher-low_res-scale-4_00xed-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Eruditio<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-latest-173ed-hq-height-2048pxed.jpg\" alt=\"\" data-id=\"976\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/gp4x-latest-173ed-hq-height-2048pxed\/\" class=\"wp-image-976\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-latest-173ed-hq-height-2048pxed.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-latest-173ed-hq-height-2048pxed-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-latest-173ed-hq-height-2048pxed-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/gp4x-latest-173ed-hq-height-2048pxed-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Oikokatu<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/t0ingste-41-finalp-hq-scale-4_00xed.jpg\" alt=\"\" data-id=\"977\" data-link=\"https:\/\/liipetti.net\/visual\/personally-diffused\/t0ingste-41-finalp-hq-scale-4_00xed\/\" class=\"wp-image-977\" srcset=\"https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/t0ingste-41-finalp-hq-scale-4_00xed.jpg 1024w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/t0ingste-41-finalp-hq-scale-4_00xed-150x150.jpg 150w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/t0ingste-41-finalp-hq-scale-4_00xed-300x300.jpg 300w, https:\/\/liipetti.net\/visual\/wp-content\/uploads\/2025\/04\/t0ingste-41-finalp-hq-scale-4_00xed-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Tweeting<\/figcaption><\/figure><\/li><\/ul>\n\n\n\n<p><br><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Personally diffused From 2018 to 2020, I mainly used GAN models that I coded and trained myself, using my own image material, to generate new works which were based on visual features derived from the images used in training. More recently I have tried the same approach using diffusion models&#8230;.<\/p>\n<p class=\"continue-reading-button\"> <a class=\"continue-reading-link\" href=\"https:\/\/liipetti.net\/visual\/personally-diffused\/\">Continue reading<i class=\"crycon-right-dir\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-966","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/pages\/966","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/comments?post=966"}],"version-history":[{"count":9,"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/pages\/966\/revisions"}],"predecessor-version":[{"id":994,"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/pages\/966\/revisions\/994"}],"wp:attachment":[{"href":"https:\/\/liipetti.net\/visual\/wp-json\/wp\/v2\/media?parent=966"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}