{"id":592,"date":"2025-11-25T20:32:28","date_gmt":"2025-11-25T19:32:28","guid":{"rendered":"https:\/\/www.ideas.edu.pl\/?post_type=publikacje&#038;p=592"},"modified":"2025-11-28T14:05:42","modified_gmt":"2025-11-28T13:05:42","slug":"mirage-editable-2d-images-using-gaussian-splatting","status":"publish","type":"publikacje","link":"https:\/\/www.ideas.edu.pl\/en\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/","title":{"rendered":"MiraGe: Editable 2D Images using Gaussian Splatting"},"content":{"rendered":"<p>Implicit Neural Representations (INRs) approximate discrete data through continuous functions and are commonly used for encoding 2D images. Traditional image-based INRs employ neural networks to map pixel coordinates to RGB values, capturing shapes, colors, and textures within the network\u2019s weights. <\/p>\n\n\n\n<p>Recently, GaussianImage has been proposed as an alternative, using Gaussian functions instead of neural networks to achieve comparable quality and compression. Such a solution obtains a quality and compression ratio similar to classical INR models but does not allow image modification. In contrast, our work introduces a novel method, MiraGe, which uses mirror reflections to perceive 2D images in 3D space and employs flat-controlled Gaussians for precise 2D image editing. <\/p>\n\n\n\n<p>Our approach improves rendering quality and allows realistic image modifications, including human-inspired perception of photos in the 3D world. Thanks to modeling images in 3D space, we obtain the illusion of 3D-based modification in 2D images. We also show that our Gaussian representation can be easily combined with a physics engine to produce physics-based modification of 2D images. Consequently, MiraGe allows for better quality than the standard approach and natural modification of 2D images.<\/p>\n\n\n\n<p>Authors: Joanna Waczynska, Tomasz Szczepanik, Piotr Borycki, Slawomir Tadeja, Thomas Bohn\u00e9, Przemys\u0142aw Spurek<\/p>\n\n\n\n<div style=\"height:64px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-e2bd5cb0 wp-block-group-is-layout-grid\">\n<figure class=\"wp-block-image size-full wp-container-content-64aeeb98\"><img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"480\" src=\"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_11.gif\" alt=\"\" class=\"wp-image-595\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"612\" height=\"408\" src=\"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_22.gif\" alt=\"\" class=\"wp-image-597\"\/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-e2bd5cb0 wp-block-group-is-layout-grid\">\n<figure class=\"wp-block-image size-full wp-container-content-64aeeb98\"><img decoding=\"async\" width=\"500\" height=\"500\" src=\"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_3.gif\" alt=\"\" class=\"wp-image-598\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_4.gif\" alt=\"\" class=\"wp-image-596\"\/><\/figure>\n<\/div>","protected":false},"template":"","nazwa-konferencji":[17],"rodzaj-publikacji":[13],"rok-publikacji":[14],"class_list":["post-592","publikacje","type-publikacje","status-publish","hentry","nazwa-konferencji-konferencja-ecai","rodzaj-publikacji-artykul-konferencyjny","rok-publikacji-14"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>MiraGe: Editable 2D Images using Gaussian Splatting &#8226; IDEAS Instytut Badawczy<\/title>\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.ideas.edu.pl\/en\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MiraGe: Editable 2D Images using Gaussian Splatting &#8226; IDEAS Instytut Badawczy\" \/>\n<meta property=\"og:description\" content=\"Implicit Neural Representations (INRs) approximate discrete data through continuous functions and are commonly used for encoding 2D images. Traditional image-based INRs employ neural networks to map pixel coordinates to RGB values, capturing shapes, colors, and textures within the network&#8217;s weights. Recently, GaussianImage has been proposed as an alternative, using Gaussian functions instead of neural networks [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ideas.edu.pl\/en\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/\" \/>\n<meta property=\"og:site_name\" content=\"IDEAS Instytut Badawczy\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-28T13:05:42+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_11.gif\" \/>\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=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/\",\"url\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/\",\"name\":\"MiraGe: Editable 2D Images using Gaussian Splatting &#8226; IDEAS Instytut Badawczy\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/www.ideas.edu.pl\\\/wp-content\\\/uploads\\\/Publikacja-3_11.gif\",\"datePublished\":\"2025-11-25T19:32:28+00:00\",\"dateModified\":\"2025-11-28T13:05:42+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/#primaryimage\",\"url\":\"http:\\\/\\\/www.ideas.edu.pl\\\/wp-content\\\/uploads\\\/Publikacja-3_11.gif\",\"contentUrl\":\"http:\\\/\\\/www.ideas.edu.pl\\\/wp-content\\\/uploads\\\/Publikacja-3_11.gif\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/mirage-editable-2d-images-using-gaussian-splatting\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Strona g\u0142\u00f3wna\",\"item\":\"https:\\\/\\\/www.ideas.edu.pl\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Publikacje\",\"item\":\"https:\\\/\\\/www.ideas.edu.pl\\\/publikacje\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"MiraGe: Editable 2D Images using Gaussian Splatting\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/#website\",\"url\":\"https:\\\/\\\/www.ideas.edu.pl\\\/\",\"name\":\"IDEAS Instytut Badawczy\",\"description\":\"Pa\u0144stwowa jednostka badawczo-naukowa\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/#organization\"},\"alternateName\":\"IDEAS\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.ideas.edu.pl\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/#organization\",\"name\":\"IDEAS Instytut Badawczy\",\"url\":\"https:\\\/\\\/www.ideas.edu.pl\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.ideas.edu.pl\\\/wp-content\\\/uploads\\\/e90241d6e73025d0d829abc28d67cb84.svg\",\"contentUrl\":\"https:\\\/\\\/www.ideas.edu.pl\\\/wp-content\\\/uploads\\\/e90241d6e73025d0d829abc28d67cb84.svg\",\"width\":152,\"height\":43,\"caption\":\"IDEAS Instytut Badawczy\"},\"image\":{\"@id\":\"https:\\\/\\\/www.ideas.edu.pl\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"MiraGe: Editable 2D Images using Gaussian Splatting &#8226; IDEAS Instytut Badawczy","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.ideas.edu.pl\/en\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/","og_locale":"en_US","og_type":"article","og_title":"MiraGe: Editable 2D Images using Gaussian Splatting &#8226; IDEAS Instytut Badawczy","og_description":"Implicit Neural Representations (INRs) approximate discrete data through continuous functions and are commonly used for encoding 2D images. Traditional image-based INRs employ neural networks to map pixel coordinates to RGB values, capturing shapes, colors, and textures within the network&#8217;s weights. Recently, GaussianImage has been proposed as an alternative, using Gaussian functions instead of neural networks [&hellip;]","og_url":"https:\/\/www.ideas.edu.pl\/en\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/","og_site_name":"IDEAS Instytut Badawczy","article_modified_time":"2025-11-28T13:05:42+00:00","og_image":[{"url":"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_11.gif","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/","url":"https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/","name":"MiraGe: Editable 2D Images using Gaussian Splatting &#8226; IDEAS Instytut Badawczy","isPartOf":{"@id":"https:\/\/www.ideas.edu.pl\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/#primaryimage"},"image":{"@id":"https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/#primaryimage"},"thumbnailUrl":"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_11.gif","datePublished":"2025-11-25T19:32:28+00:00","dateModified":"2025-11-28T13:05:42+00:00","breadcrumb":{"@id":"https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/#primaryimage","url":"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_11.gif","contentUrl":"http:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Publikacja-3_11.gif"},{"@type":"BreadcrumbList","@id":"https:\/\/www.ideas.edu.pl\/publikacje\/mirage-editable-2d-images-using-gaussian-splatting\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Strona g\u0142\u00f3wna","item":"https:\/\/www.ideas.edu.pl\/"},{"@type":"ListItem","position":2,"name":"Publikacje","item":"https:\/\/www.ideas.edu.pl\/publikacje\/"},{"@type":"ListItem","position":3,"name":"MiraGe: Editable 2D Images using Gaussian Splatting"}]},{"@type":"WebSite","@id":"https:\/\/www.ideas.edu.pl\/#website","url":"https:\/\/www.ideas.edu.pl\/","name":"IDEAS Research Institute","description":"State research and scientific unit","publisher":{"@id":"https:\/\/www.ideas.edu.pl\/#organization"},"alternateName":"IDEAS","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.ideas.edu.pl\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.ideas.edu.pl\/#organization","name":"IDEAS Research Institute","url":"https:\/\/www.ideas.edu.pl\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.ideas.edu.pl\/#\/schema\/logo\/image\/","url":"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/e90241d6e73025d0d829abc28d67cb84.svg","contentUrl":"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/e90241d6e73025d0d829abc28d67cb84.svg","width":152,"height":43,"caption":"IDEAS Instytut Badawczy"},"image":{"@id":"https:\/\/www.ideas.edu.pl\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.ideas.edu.pl\/en\/wp-json\/wp\/v2\/publikacje\/592","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ideas.edu.pl\/en\/wp-json\/wp\/v2\/publikacje"}],"about":[{"href":"https:\/\/www.ideas.edu.pl\/en\/wp-json\/wp\/v2\/types\/publikacje"}],"wp:attachment":[{"href":"https:\/\/www.ideas.edu.pl\/en\/wp-json\/wp\/v2\/media?parent=592"}],"wp:term":[{"taxonomy":"nazwa-konferencji","embeddable":true,"href":"https:\/\/www.ideas.edu.pl\/en\/wp-json\/wp\/v2\/nazwa-konferencji?post=592"},{"taxonomy":"rodzaj-publikacji","embeddable":true,"href":"https:\/\/www.ideas.edu.pl\/en\/wp-json\/wp\/v2\/rodzaj-publikacji?post=592"},{"taxonomy":"rok-publikacji","embeddable":true,"href":"https:\/\/www.ideas.edu.pl\/en\/wp-json\/wp\/v2\/rok-publikacji?post=592"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}