{"id":23899,"date":"2025-10-10T20:58:18","date_gmt":"2025-10-10T19:58:18","guid":{"rendered":"https:\/\/www.arhns.uns.ac.rs\/givsf\/?p=23899"},"modified":"2025-10-10T21:23:46","modified_gmt":"2025-10-10T20:23:46","slug":"kako-dodatni-render-passovi-uticu-na-preciznost-i-realisticnost-ai-editovanja-rendera-enterijera-faza-iii","status":"publish","type":"post","link":"https:\/\/www.arhns.uns.ac.rs\/givsf\/kako-dodatni-render-passovi-uticu-na-preciznost-i-realisticnost-ai-editovanja-rendera-enterijera-faza-iii\/","title":{"rendered":"Kako dodatni render passovi uti\u010du na preciznost i realisti\u010dnost AI editovanja rendera enterijera \u2013 Faza III"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><strong><span style=\"text-decoration: underline\">Upro\u0161\u0107ena scena i analiza uticaja render pass-ova<\/span><\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<p>*Za AI editovanje rendera kori\u0161\u0107en je Stable Diffusion XL Inpainting model u okviru ComfyUI. U proces su integrisani dodatni render pass-ovi (Material ID, Z-Depth i Normal), kroz ControlNet\/T2I-Adapter \u010dvorove, kako bi se ispitalo u kojoj meri oni doprinose ta\u010dnosti i realisti\u010dnosti izmena.<\/p>\n\n\n\n<p>U ovoj fazi istra\u017eivanja scena je namerno upro\u0161\u0107ena, kako bi se efekti pojedina\u010dnih pass-ova lak\u0161e analizirali.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb-1024x768.png\" alt=\"\" class=\"wp-image-23901\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb-1024x768.png 1024w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb-768x576.png 768w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb-1536x1152.png 1536w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb-1568x1176.png 1568w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/rgb.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p><br>Za usmeravanje AI izmena kori\u0161\u0107eni su slede\u0107i <strong>pozitivni<\/strong> i <strong>negativni<\/strong> promptovi:<\/p>\n\n\n\n<p><strong>Positive:<\/strong><strong><br><\/strong>-vertical wood grain, planks running top to bottom, no horizontal grain, thin planks, dark wood, walnut, mahogany, deep brown tones, realistic texture, natural grain, cozy interior, soft lighting, high detail, high resolution, dark oak:2, espresso wood:1.0, chocolate brown wood:0.5<\/p>\n\n\n\n<p><strong>Negative:<\/strong><strong><br><\/strong>-light wood, pale wood, metal panels, concrete, brick, wallpaper, paint, plastic, cartoonish, low quality, blurry, distorted, unrealistic, fantasy, sci-fi, horizontal panels, thick planks, text, flooring style, blond, golden, horizontal grain, cartoon, artifact<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><span style=\"text-decoration: underline\">Parametri generisanja:<\/span><\/strong><\/h3>\n\n\n\n<p><br>Za sve iteracije kori\u0161\u0107ene su iste vrednosti u <strong>KSampler<\/strong> \u010dvoru, radi lak\u0161e uporedivosti rezultata:<\/p>\n\n\n\n<p><strong>Steps:<\/strong> 40<br><strong>CFG:<\/strong> 13<br><strong>Denoise strength:<\/strong> 0.6<br><strong>Sampler:<\/strong> Heun<br><strong>Randomized seed:<\/strong> uklju\u010den<br><br>Vrednosti ControlNet strength-a za pojedina\u010dne pass-ove:<\/p>\n\n\n\n<p><strong>Material ID:<\/strong> 1.00<br><strong>Z-Depth:<\/strong> 0.50<br><strong>Normal map:<\/strong> 0.80<br><br>Ove vrednosti su izabrane u zavisnosti od va\u017enosti uloge pojedinih render pass-ova. Material ID je najva\u017eniji, jer daje ta\u010dnu granicu zida koji \u017eelimo da menjamo, zatim Normal map doprinosi percepciji orijentacije i volumena, dok Z-Depth daje ose\u0107aj udaljenosti i prostorne dubine.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><span style=\"text-decoration: underline\">Rezultati i zapa\u017eanja:<\/span><\/strong><\/h3>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Situacija 0 (bez pass-ova):<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00155_-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00155_-1.png\" alt=\"\" class=\"wp-image-23905\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00155_-1.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00155_-1-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00155_-1-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Situacija A (<strong>Material ID<\/strong>): <\/li>\n<\/ul>\n\n\n\n<p>AI je ispravno prepoznao regiju zida za zamenu materijala, ali nije imao dovoljno informacija o nagibu i perspektivi. Rezultat su bili 2D nalepljeni paneli koje deluju samo povr\u0161no zalepljeni i bez stvarne dubine. Ova pojava potvr\u0111uje da sam ID pass ne pru\u017ea dovoljne prostorne informacije da bi materijal bio uverljivo integrisan u scenu.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00120_-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00120_-1.png\" alt=\"\" class=\"wp-image-23906\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00120_-1.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00120_-1-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00120_-1-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-1 wp-block-group-is-layout-flex\">\n<ul class=\"wp-block-list\">\n<li>Situacija B (<strong>Material ID+Normal pass<\/strong>): <\/li>\n<\/ul>\n\n\n\n<p>Zna\u010dajno pobolj\u0161anje u percepciji orijentacije povr\u0161ine, naro\u010dito u delovima gde je zid blago pod uglom u odnosu na kameru. Normal mapa poma\u017ee da razume nagibe i osvetljenje povr\u0161ina, \u0161to doprinosi realisti\u010dnijem sen\u010denju panela.<\/p>\n\n\n\n<p>Me\u0111utim, pojavili su se problemi u razumevanju kompleksnijih geometrijskih odnosa, naro\u010dito oko lustera.&nbsp;Tako\u0111e, AI i dalje nije uspevao da ispravno interpretira tra\u017eenu orijentaciju \u0161are: iako su promptovi jasno definisali vertikalne panele, rezultati su u vi\u0161e navrata prikazivali horizontalne \u0161are.<br><br>Boja drveta tako\u0111e nije bila dosledna, bez obzira na visok CFG parametar (13) i nagla\u0161avanju tamnih nijansi (dark wood, mahogany, deep brown tones). AI je \u010desto generisao svetlije drvo. Ovo pokazuje da, \u010dak i uz kombinaciju dva precizna render pass-a, AI i dalje ima ograni\u010denu kontrolu nad specifi\u010dnostima.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-2 wp-block-group-is-layout-grid\">\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00129_.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00129_.png\" alt=\"\" class=\"wp-image-23929\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00129_.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00129_-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00129_-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00157_-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00157_-1.png\" alt=\"\" class=\"wp-image-23930\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00157_-1.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00157_-1-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00157_-1-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00158_-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00158_-1.png\" alt=\"\" class=\"wp-image-23932\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00158_-1.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00158_-1-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00158_-1-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Situacija C (<strong>Material ID+Z-Depth<\/strong>):<\/li>\n<\/ul>\n\n\n\n<p>Donosi blago pobolj\u0161anje u percepciji dubine, ali su ivice zamu\u0107ene, naro\u010dito na prelazima izme\u0111u zida i plafona.<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-3 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00136_.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00136_.png\" alt=\"\" class=\"wp-image-23935\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00136_.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00136_-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00136_-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00135_.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00135_.png\" alt=\"\" class=\"wp-image-23936\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00135_.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00135_-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00135_-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00138_-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00138_-1.png\" alt=\"\" class=\"wp-image-23939\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00138_-1.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00138_-1-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00138_-1-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Situacija D (<strong>Material ID+Z-Depth+Normal pass<\/strong>):<\/li>\n<\/ul>\n\n\n\n<p>Kada su kori\u0161\u0107eni svi pass-ovi zajedno, rezultati su bili najstabilniji i najrealisti\u010dniji. AI je bolje razumeo geometriju prostora, sen\u010denje i orijentaciju povr\u0161ina. Ipak, ni tada nije postignuta potpuna kontrola. Teksture su se povremeno deformisane, a nijanse drveta i dalje nisu uvek odgovarale zadatim promptovima. Menjanjem zadatih pozitivnih i negativnig promptova, nije se puno postizalo. Tako\u0111e, menjanjem parametara u KSampleru, sa ciljem davanja ve\u0107e kontrole AI-ju,&nbsp; dovodilo je do nerealisti\u010dnih rezultata, a ni ve\u0107i broj iteracija sa vi\u0161im CFG faktorom nije doneo \u017eeljeni kvalitet.<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-5 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-4 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00139_.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00139_.png\" alt=\"\" class=\"wp-image-23949\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00139_.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00139_-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00139_-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00144_.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00144_.png\" alt=\"\" class=\"wp-image-23950\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00144_.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00144_-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00144_-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00162_-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00162_-1.png\" alt=\"\" class=\"wp-image-23953\" srcset=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00162_-1.png 960w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00162_-1-300x225.png 300w, https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-content\/uploads\/2025\/10\/ComfyUI_00162_-1-768x576.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Situacija E (pretpostavka kombinacije<strong> Z-Depth+Normal map<\/strong>)<\/li>\n<\/ul>\n\n\n\n<p>Ova kombinacija nije testirana, ali se mo\u017ee pretpostaviti da bi dovela do gubitka preciznosti granica i prelivanja materijala po okolnim objektima, jer bez Material ID-a, AI nema preciznu informaciju o ta\u010dno regiji koju treba da menja.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><span style=\"text-decoration: underline\">Zaklju\u010dak:<\/span><\/strong><\/h3>\n\n\n\n<p>Tokom istra\u017eivanja uo\u010deno je da AI generisanje stvara visok stepen nepredvidivosti, \u010dak i pri jasno definisanim promptovima i kontrolisanjem parametara. Kori\u0161\u0107enjem ComfyUI-ja nisu dobijeni zadovoljavaju\u0107i rezultati i ne preporu\u010duje se njegova upotreba u ove svrhe, jer nije doprineo u\u0161tedi vremena. Ovaj proces je zahtevao razli\u010dita isprobavanja razli\u010ditih kombinacija i parametara. Razli\u010diti parametri bili bi karakteristi\u010dni za svaku scenu i u slu\u010daju njene promene, morali bi se menjati, \u0161to zahteva dodatno vreme. <\/p>\n\n\n\n<p>Mo\u017ee se zaklju\u010diti da render pass-ovi, iako u ovom slu\u010daju nisu doveli do \u017eeljenih rezultata, imaju veliku ulogu pri pomaganju AI alatima da interpretiraju prostorne odnose i materijale. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Upro\u0161\u0107ena scena i analiza uticaja render pass-ova *Za AI editovanje rendera kori\u0161\u0107en je Stable Diffusion XL Inpainting model u okviru ComfyUI. U proces su integrisani dodatni render pass-ovi (Material ID, Z-Depth i Normal), kroz ControlNet\/T2I-Adapter \u010dvorove, kako bi se ispitalo u kojoj meri oni doprinose ta\u010dnosti i realisti\u010dnosti izmena. U ovoj fazi istra\u017eivanja scena je&hellip; <a class=\"more-link\" href=\"https:\/\/www.arhns.uns.ac.rs\/givsf\/kako-dodatni-render-passovi-uticu-na-preciznost-i-realisticnost-ai-editovanja-rendera-enterijera-faza-iii\/\">Continue reading <span class=\"screen-reader-text\">Kako dodatni render passovi uti\u010du na preciznost i realisti\u010dnost AI editovanja rendera enterijera \u2013 Faza III<\/span><\/a><\/p>\n","protected":false},"author":661,"featured_media":23968,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[656],"tags":[],"coauthors":[644],"class_list":["post-23899","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-24-25-radovi","entry"],"_links":{"self":[{"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/posts\/23899","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/users\/661"}],"replies":[{"embeddable":true,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/comments?post=23899"}],"version-history":[{"count":2,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/posts\/23899\/revisions"}],"predecessor-version":[{"id":23964,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/posts\/23899\/revisions\/23964"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/media\/23968"}],"wp:attachment":[{"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/media?parent=23899"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/categories?post=23899"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/tags?post=23899"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.arhns.uns.ac.rs\/givsf\/wp-json\/wp\/v2\/coauthors?post=23899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}