{"id":3113,"date":"2026-08-10T14:18:58","date_gmt":"2026-08-10T11:18:58","guid":{"rendered":"https:\/\/marshallai.com\/?post_type=solution&#038;p=3113"},"modified":"2026-08-28T13:36:55","modified_gmt":"2026-08-28T10:36:55","slug":"automaattinen-rekisterikilven-tunnistus","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/fi\/solution\/automatic-number-plate-recognition-anpr\/","title":{"rendered":"Automaattinen rekisterikilven tunnistus"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-3c142d71\">\n<div class=\"gb-element-3ef954b0 mai-reveal\">\n<p class=\"gb-text\"><a href=\"https:\/\/marshallai.com\/fi\/\" data-type=\"page\" data-id=\"25\">Koti<\/a> \/ <a href=\"https:\/\/marshallai.com\/fi\/ratkaisut\/\" data-type=\"page\" data-id=\"2395\">Ratkaisut<\/a> \/ Automaattinen rekisterikilven tunnistus (ANPR)<\/p>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\"><strong><strong>Reuna-ALPR\/ANPR \u00e4lykk\u00e4\u00e4seen liikenne- ja rajakompleksiin<\/strong><\/strong><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Muunna tavalliset IP-valvontakameroiden sy\u00f6tteet \u00e4lykk\u00e4iksi ajoneuvojen tunnistussolmueiksi. Tunnista, lue ja ristiinvertaa rekisterikilpi\u00e4 v\u00e4litt\u00f6m\u00e4sti reunalaskennassa \u2013 t\u00e4ysin integroituna eurooppalaisiin ITS-ohjaimiin ja turvallisuustietokantoihin.<\/p>\n\n\n\n<div class=\"gb-element-1c3832b0\">\n<a class=\"gb-text gb-text-10574e93 mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/ota-yhteytta\/\">Pyyd\u00e4 tarjous<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aca582b9acb6&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aca582b9acb6\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"218\" height=\"218\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_traffic-surveillance3_licenseplate.webp\" alt=\"\" class=\"wp-image-2370\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_traffic-surveillance3_licenseplate.webp 218w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_traffic-surveillance3_licenseplate-150x150.webp 150w\" sizes=\"auto, (max-width: 218px) 100vw, 218px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gbp-section gb-element-207c56eb mai-bg-alt-1\">\n<div class=\"gb-element-0ed52b43\">\n<div class=\"gb-element-367c01c4\">\n<div class=\"gb-text gb-text-a7fb84b8 mai-eyebrow\">Luotettu<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0fbd3479\">\n<div>\n<img decoding=\"async\" class=\"gb-media-5a172836\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Helsingin-kaupunki-logo-svg.svg\" alt=\"\" title=\"Helsingin kaupunki logo svg\"\/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png\" alt=\"\" title=\"Lappeenrannan kaupungin logo\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo-300x60.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/>\n<\/div>\n\n\n\n<div>\n<img decoding=\"async\" class=\"gb-media-33d33dd4\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Finnish_customs_Tulli_logo_svg.svg\" alt=\"\" title=\"Suomen tulli Tulli logo svg\"\/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-5a38e4b6\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png\" alt=\"\" title=\"Tukholman kaupungin logo\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo-300x60.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-a7cd9bbe\">\n<div class=\"gbp-section__inner gb-element-32ffddf5\">\n<div class=\"gb-element-575113d7 mai-reveal\">\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Suver\u00e4\u00e4ni reunak\u00e4sittely:<\/strong> k\u00e4sitell\u00e4 kaikki tiedot yksityisesti paikan p\u00e4\u00e4ll\u00e4. Ei pilvi- tai kolmannen osapuolen yhteyksi\u00e4.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Sis\u00e4\u00e4nrakennettu Yksityisyysmaskaus:<\/strong> sumenna kasvot ja rekisterikilvet ennen operaattori- tai vianm\u00e4\u00e4ritysn\u00e4kym\u00e4\u00e4.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>98%+ todellisen maailman tarkkuus:<\/strong> Lue ajoneuvojen rekisterikilvet tarkasti vaihtelevissa s\u00e4\u00e4olosuhteissa.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Monikaistaseuranta: <\/strong>K\u00e4sittele rekisterikilpi\u00e4 samanaikaisesti useilta kaistoilta yhdest\u00e4 kamerasy\u00f6tteest\u00e4.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Nopea tietokannan t\u00e4sm\u00e4ytys: <\/strong>Vertaile rekisterikilpi\u00e4 hetkess\u00e4 tulli-, logistiikka- tai turvallisuusalan sallittujen luetteloiden kanssa standardiprotokollien, kuten REST API:n tai JSONin, kautta.<\/span><\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aca582b9b610&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aca582b9b610\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1396\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-scaled.png\" alt=\"\" class=\"wp-image-2312\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-scaled.png 2560w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-500x273.png 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1500x818.png 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1536x838.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-2048x1117.png 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"wp-block-heading has-text-align-center mai-reveal mai-headline\">Teollisuuden k\u00e4ytt\u00f6tapaukset<\/h2>\n\n\n\n<div class=\"mai-container_inner-content gb-element-8f1e8c57\">\n<div class=\"gb-element-cc5a6eed\">\n<div class=\"gb-element-79f91d7c\">\n<div class=\"gb-element-def79192\">\n<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1396\" class=\"gb-media-5bc34334\" alt=\"\" title=\"MarshallAI_Case-Study_Tulli_Truck\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-scaled.png\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-scaled.png 2560w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-500x273.png 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1500x818.png 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1536x838.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-2048x1117.png 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-149c1c88\">\n<h3 class=\"gb-text\">Tulli- ja rajatarkastus<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kaupallisen rahdin rekister\u00f6innin ja tulliselvitysasiakirjojen k\u00e4sittelyn automatisointi, vastaten Suomen Tullin k\u00e4ytt\u00e4mi\u00e4, kent\u00e4ll\u00e4 todistettuja tuloksia.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-b5aee065\">\n<div class=\"gb-element-cf2c8214\">\n<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1918\" class=\"gb-media-701bde1c\" alt=\"Kuorma-autot logistiikkakeskuksessa\" title=\"MAI_Logistiikkakeskus\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-scaled.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-scaled.webp 2560w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-500x375.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-1201x900.webp 1201w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-768x576.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-1536x1151.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-2048x1535.webp 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-a5aaa8ca\">\n<h3 class=\"gb-text gb-text-040109f7\">Logistiikka- ja jakelukeskukset<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Teollisuuslaitoksen kulunvalvonnan hallinta ohjaamalla portteja ja puomeja suoraan Modbus- tai TCP-komennoilla, kun sallittujen ajoneuvojen lista kuuluviin ajoneuvoja saapuu.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-59b58b80\">\n<div class=\"gb-element-797f833b\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" class=\"gb-media-a099da91\" alt=\"\" title=\"MarshallAI_ANPR_car-gate\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate.webp 1920w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-500x281.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-1500x844.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-1536x864.webp 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-f9348d66\">\n<h3 class=\"gb-text\">\u00c4lykk\u00e4\u00e4t kaupungit ja kaupunkiruuhkamaksut<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ajoneuvojen saapumisalueiden seuranta ja pys\u00e4k\u00f6innin valvonta ilman erillisten, suljettujen anturiasennusten aiheuttamia k\u00e4ytt\u00f6kustannuksia.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-1475a085\">\n<div class=\"gb-element-531a117a\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">S\u00e4\u00e4nkest\u00e4v\u00e4 reunalaskennan suorituskyky<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ulkoilmaymp\u00e4rist\u00f6t aiheuttavat haasteita monille OCR-j\u00e4rjestelmille pelkkien vaihtelevien s\u00e4\u00e4olosuhteiden vuoksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alusta MarshallAI<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reunaprosessointi minimaalisen viiveen saavuttamiseksi.<\/li>\n\n\n\n<li>Syv\u00e4oppimismallit, jotka tunnistavat, j\u00e4ljitt\u00e4v\u00e4t ja ratkaisevat rekisterikilvet tarkasti vaihtelevissa s\u00e4\u00e4olosuhteissa.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aca582b9c5bd&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aca582b9c5bd\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-1024x575.webp\" alt=\"\" class=\"wp-image-2135\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-1024x575.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view.webp 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-d9662ad5\">\n<div class=\"gb-element-4557cc4c\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Vertaansa vailla olevat ominaisuudet<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong><strong>Toiminnallinen n\u00e4k\u00f6kohta<\/strong><\/strong><\/th><th>Tekninen toimitustapa<\/th><th>Eurooppalainen s\u00e4\u00e4nn\u00f6stenmukaisuus \/ Etu<\/th><\/tr><\/thead><tbody><tr><td><strong><strong><strong><strong>Tietosuojatoimet<\/strong><\/strong><\/strong><\/strong><\/td><td>Paikallinen sumentamissolmu<\/td><td>Sumentaa ihmisten kasvot ja arkaluonteiset kuvat reaaliaikaisesti ennen operaattorin n\u00e4kym\u00e4\u00e4.<\/td><\/tr><tr><td><strong><strong><strong><strong>Suoraohjaus<\/strong><\/strong><\/strong><\/strong><\/td><td>RSMP \/ OCIT -protokollat<\/td><td>L\u00e4het\u00e4 suoria komentoja Swarcolle, Yunexille tai paikallisille PLC-porteille perimetrin kulkuviiveiden poistamiseksi.<\/td><\/tr><tr><td><strong><strong>VMS-yhteensopivuus<\/strong><\/strong><\/td><td>Milestone \/ Genetec<\/td><td>Yhdist\u00e4\u00e4 datalokit ja tapahtumailmoitukset suoraan nykyisen valvomosi hallintapaneelin n\u00e4kym\u00e4\u00e4n.<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-62641e3d\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-62143277\">\n<h2 class=\"gb-text gb-text-d1064ca6 mai-reveal mai-headline\">Asiakastarinat<\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div><ul class=\"gbp-list--unstyled gb-looper-5cf487fa\">\n<li class=\"gb-loop-item post-2174 case-study type-case-study status-publish has-post-thumbnail hentry category-smart-cities category-traffic-management tag-case-study tag-computer-vision tag-edge-computing tag-smart-cities tag-traffic-control tag-traffic-counting tag-traffic-management tag-traffic-statistics\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/vantaa-traffic-infrastructure-actuation\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" alt=\"\" data-media-id=\"2135\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-768x432.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-1024x575.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view.webp 1500w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/fi\/case-study\/vantaa-traffic-infrastructure-actuation\/\">Fyysisen infrastruktuurin k\u00e4ytt\u00f6\u00f6notto: Miten MarshallAI saavutti 99,8%:n luotettavuuden vaativissa olosuhteissa<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Tutustu siihen, kuinka MarshallAI:n reunakuvantunnistusj\u00e4rjestelm\u00e4 seuraa moitteettomasti monimutkaisia kohteita \u00e4\u00e4rimm\u00e4isiss\u00e4 olosuhteissa ja saavuttaa 99,8%:n luotettavuusasteen jalankulkijoiden tunnistuksessa samalla, kun se laukaisee turvallisesti fyysisen infrastruktuurin ohjauslaitteet reaaliajassa.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>\u00c4lykaupungit<\/span> <span>Liikenteenohjaus<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2123 case-study type-case-study status-publish has-post-thumbnail hentry category-smart-cities category-traffic-management tag-ai-vision tag-case-study tag-computer-vision tag-emission-reduction tag-machine-vision tag-traffic-control tag-traffic-counting tag-traffic-management\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/ai4cities-intelligent-traffic-intersection-management\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" alt=\"\" data-media-id=\"2133\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-768x432.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-1024x576.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction.webp 1500w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/fi\/case-study\/ai4cities-intelligent-traffic-intersection-management\/\">\u00c4lykk\u00e4\u00e4mm\u00e4t risteykset, v\u00e4hemm\u00e4n p\u00e4\u00e4st\u00f6j\u00e4: MarshallAI ja AI4Cities<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">MarshallAI on osoittanut toimivuutensa kriittisiss\u00e4 j\u00e4rjestelmiss\u00e4 ja jatkuvassa k\u00e4yt\u00f6ss\u00e4. Helsingiss\u00e4 ja Pariisissa k\u00e4ytt\u00f6\u00f6notettu syv\u00e4oppimisalustamme ohjasi itsen\u00e4isesti reaaliaikaista infrastruktuuria, mink\u00e4 ansiosta p\u00e4\u00e4st\u00f6j\u00e4 saatiin v\u00e4hennetty\u00e4 jopa 8%. <\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>\u00c4lykaupungit<\/span> <span>Liikenteenohjaus<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2091 case-study type-case-study status-publish has-post-thumbnail hentry category-security category-smart-cities tag-ai-security-monitoring tag-case-study tag-crowd-analytics tag-crowd-counting tag-intrusion-detection tag-ip-camera-security tag-legacy-camera-integration tag-local-network tag-privacy-first-ai tag-security tag-security-monitoring tag-theme-park tag-video-management-system tag-visitor-flow tag-vms\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" alt=\"\" data-media-id=\"2092\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-768x512.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-768x512.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-300x200.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-1024x683.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero.webp 1500w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/fi\/case-study\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\">Vanhentuneen infrastruktuurin p\u00e4ivitt\u00e4minen: Joukko-analytiikka ja tietoturva ilman pilviriippuvuutta<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Opi, miten hy\u00f6dynsimme S\u00e4rk\u00e4nniemen huvipuiston olemukseltaan valmista kamerainfrastruktuuria reaaliaikaisen videon k\u00e4sittelyyn suljetussa l\u00e4hiverkossa \u2013 mik\u00e4 mahdollistaa turvallisuus- ja yleis\u00f6virta-analytiikan s\u00e4ilytt\u00e4en samalla yksityisyyden.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Turvallisuus<\/span> <span>\u00c4lykaupungit<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n<\/ul><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-002df6c4\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Kysymykset ja vastaukset<\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-accordion\" data-transition=\"fade\">\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-a91230e8\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-95a2a1e6\" id=\"gb-accordion-toggle-95a2a1e6\">\n<h3 class=\"gb-text gbp-card__title gb-text-8462845e\"><strong>Miten j\u00e4rjestelm\u00e4 noudattaa eurooppalaisen GDPR-tietosuoja-asetuksen vaatimuksia?<\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-837853b1\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-78547f3f\">\n<div class=\"gb-element-32d8ed4e\">\n<p class=\"gb-text\">J\u00e4rjestelm\u00e4 muuttaa rekisterikilvet tekstimerkkijonoiksi paikallisesti reunalaitteella millisekunneissa ja hylk\u00e4\u00e4 maskaamattoman videokehyksen v\u00e4litt\u00f6m\u00e4sti. Alkuper\u00e4inen sumennussolmumme est\u00e4\u00e4 kasvot ja ymp\u00e4r\u00f6iv\u00e4t muuhun kuin kohteeseen liittyv\u00e4t tiedot reaaliajassa ennen niiden p\u00e4\u00e4tymist\u00e4 mihink\u00e4\u00e4n hallintapaneeliin, mik\u00e4 varmistaa tietojen t\u00e4ydellisen minimoinnin.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-ea60d4d0\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-0a3cc5d2\" id=\"gb-accordion-toggle-0a3cc5d2\">\n<h3 class=\"gb-text gbp-card__title gb-text-2e32a8ee\"><strong>Pystyyk\u00f6 MarshallAI lukemaan eri maiden kilpi\u00e4, joissa on erilaisia asetteluja?<\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-875e7dfc\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-7b045ed7\">\n<div class=\"gb-element-aa0bdc02\">\n<p class=\"gb-text\">Kyll\u00e4. AFSA-alusta voidaan opettaa tunnistamaan ja j\u00e4sentelem\u00e4\u00e4n monen eri maan aakkosnumeerisia asetteluja, merkkikokoja ja vaihtelevia kirjasinkokoja saumattomasti eri puolilla maailmaa.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Automatisoitu ajoneuvon rekisterikilven luku ja k\u00e4ytt\u00f6oikeus pys\u00e4k\u00f6intiin, rajanylityksiin, lainvalvontaan, tulliin ja logistiikkaan.<\/p>","protected":false},"featured_media":2370,"template":"","meta":{"content-type":"","footnotes":""},"categories":[63,69,44,26],"tags":[],"class_list":["post-3113","solution","type-solution","status-publish","has-post-thumbnail","hentry","category-border-security","category-logistics-supply-chain","category-smart-cities","category-traffic-management"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3113","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution"}],"about":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/types\/solution"}],"version-history":[{"count":13,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3113\/revisions"}],"predecessor-version":[{"id":3755,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3113\/revisions\/3755"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2370"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=3113"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/categories?post=3113"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/tags?post=3113"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}