{"id":30171,"date":"2025-09-24T15:00:24","date_gmt":"2025-09-24T12:00:24","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/"},"modified":"2025-09-24T15:00:24","modified_gmt":"2025-09-24T12:00:24","slug":"emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/","title":{"rendered":"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f"},"content":{"rendered":"<p>Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f<\/p>\n<p>Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r.  M\u00fclklerin daha etkili bir \u015fekilde pazarlanmas\u0131 i\u00e7in yeni teknolojilerin kullan\u0131m\u0131 giderek artmaktad\u0131r.  Bu makalede, bilgisayarl\u0131 g\u00f6r\u00fc (computer vision) teknolojisinin emlak ilanlar\u0131n\u0131 nas\u0131l d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ve daha fazla g\u00f6r\u00fcnt\u00fc kullanarak daha h\u0131zl\u0131 sat\u0131\u015flara nas\u0131l katk\u0131da bulundu\u011funu ele alaca\u011f\u0131z.  Bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak\u00e7\u0131lar\u0131n ve sat\u0131c\u0131lar\u0131n i\u015flerini kolayla\u015ft\u0131ran, potansiyel al\u0131c\u0131lar\u0131n deneyimini zenginle\u015ftiren pratik y\u00f6ntemleri ve ileri teknikleri inceleyece\u011fiz.<\/p>\n<h2>Bilgisayarl\u0131 G\u00f6r\u00fc Nedir ve Emlakta Nas\u0131l Kullan\u0131l\u0131r?<\/h2>\n<p>Bilgisayarl\u0131 g\u00f6r\u00fc, bilgisayarlar\u0131n dijital g\u00f6r\u00fcnt\u00fclerden ve videolardan bilgi \u00e7\u0131karmas\u0131n\u0131 sa\u011flayan bir yapay zek\u00e2 dal\u0131d\u0131r.  Bu teknoloji, nesne tan\u0131ma, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131, nesne tespiti gibi \u00e7e\u015fitli g\u00f6revleri yerine getirebilir.  Emlak sekt\u00f6r\u00fcnde bilgisayarl\u0131 g\u00f6r\u00fc, y\u00fcksek kaliteli foto\u011fraf ve video analizinden, sanal turlar olu\u015fturmaya, otomatik fiyatland\u0131rmaya kadar bir\u00e7ok alanda kullan\u0131lmaktad\u0131r.  \u00d6rne\u011fin, bir bilgisayarl\u0131 g\u00f6r\u00fc algoritmas\u0131, bir evin foto\u011fraf\u0131n\u0131 analiz ederek oda say\u0131s\u0131n\u0131, banyo say\u0131s\u0131n\u0131, mutfak \u00f6zelliklerini ve genel durumunu otomatik olarak tespit edebilir. Bu veriler, emlak ilanlar\u0131n\u0131 daha zengin ve detayl\u0131 hale getirerek, potansiyel al\u0131c\u0131lar i\u00e7in daha bilgilendirici bir deneyim sunar.<\/p>\n<p>Bunun yan\u0131 s\u0131ra, bilgisayarl\u0131 g\u00f6r\u00fc, 360 derece sanal turlar olu\u015fturmay\u0131 kolayla\u015ft\u0131r\u0131r.  Bir m\u00fclk\u00fcn farkl\u0131 a\u00e7\u0131lardan \u00e7ekilen foto\u011fraflar\u0131ndan veya videolar\u0131ndan olu\u015fturulan sanal turlar, al\u0131c\u0131lar\u0131n evleri uzaktan ziyaret etmelerini ve detayl\u0131 bir \u015fekilde incelemelerini sa\u011flar.  Bu, hem zaman hem de kaynak tasarrufu sa\u011flar ve fiziksel bir ziyarete gerek kalmadan al\u0131c\u0131lar\u0131n karar verme s\u00fcre\u00e7lerini h\u0131zland\u0131r\u0131r. Ayr\u0131ca, bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak foto\u011fraflar\u0131 otomatik olarak d\u00fczenlenebilir, renk dengesi ayarlanabilir ve istenmeyen detaylar kald\u0131r\u0131labilir. Bu da daha profesyonel ve \u00e7ekici ilanlar olu\u015fturulmas\u0131na yard\u0131mc\u0131 olur.<\/p>\n<h2>Emlak Foto\u011fraflar\u0131n\u0131 Optimize Etme: Nas\u0131l Yap\u0131l\u0131r?<\/h2>\n<p>Bilgisayarl\u0131 g\u00f6r\u00fc ile optimize edilmi\u015f emlak foto\u011fraflar\u0131, daha fazla dikkat \u00e7eker ve daha h\u0131zl\u0131 sat\u0131\u015flara yol a\u00e7ar.  \u00d6ncelikle, y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc ve iyi ayd\u0131nlat\u0131lm\u0131\u015f foto\u011fraflar \u00e7ekmek olduk\u00e7a \u00f6nemlidir.  Daha sonra, bilgisayarl\u0131 g\u00f6r\u00fc algoritmalar\u0131 kullanarak foto\u011fraflar\u0131n renk dengesi, parlakl\u0131\u011f\u0131 ve kontrast\u0131 ayarlanabilir.  Ayr\u0131ca, algoritmalar, foto\u011fraftaki gereksiz nesneleri otomatik olarak kald\u0131rabilir veya bulan\u0131kla\u015ft\u0131r\u0131p arka plan\u0131 daha temiz hale getirebilir.  \u00d6rne\u011fin, \u00e7\u00f6p kutular\u0131, y\u0131pranm\u0131\u015f duvarlar veya gereksiz e\u015fyalar gibi dikkat da\u011f\u0131tan unsurlar, bilgisayarl\u0131 g\u00f6r\u00fc algoritmalar\u0131 sayesinde kolayca giderilebilir.<\/p>\n<p>Bir di\u011fer \u00f6nemli ad\u0131m ise, foto\u011fraflar\u0131n do\u011fru \u015fekilde etiketlenmesidir.  Bilgisayarl\u0131 g\u00f6r\u00fc algoritmalar\u0131, foto\u011fraflar\u0131n i\u00e7eri\u011fini anlamak ve do\u011fru \u015fekilde s\u0131n\u0131fland\u0131rmak i\u00e7in etiketlere ihtiya\u00e7 duyar.  \u00d6rne\u011fin, bir foto\u011frafta bir havuz varsa, bu foto\u011fraf &#8220;havuzlu&#8221; etiketiyle etiketlenmelidir.  Do\u011fru etiketleme, emlak arama motorlar\u0131nda daha etkili bir \u015fekilde indekslenmeyi sa\u011flar ve do\u011fru kitleye ula\u015f\u0131lmas\u0131n\u0131 kolayla\u015ft\u0131r\u0131r.  Bu, potansiyel al\u0131c\u0131lar\u0131n arad\u0131klar\u0131 \u00f6zellikleri daha kolay bulmalar\u0131n\u0131 ve ilgi duyduklar\u0131 m\u00fclklere daha h\u0131zl\u0131 eri\u015fmelerini sa\u011flar.  Etiketleme i\u015flemi manuel olarak yap\u0131labilece\u011fi gibi, otomatik etiketleme ara\u00e7lar\u0131 da kullan\u0131labilir.  Bu ara\u00e7lar, foto\u011fraflar\u0131n i\u00e7eri\u011fini analiz ederek otomatik olarak etiketler olu\u015fturur ve zaman tasarrufu sa\u011flar.<\/p>\n<h2>Sanal Tur Olu\u015fturma: Ad\u0131m Ad\u0131m Rehber<\/h2>\n<p>Bilgisayarl\u0131 g\u00f6r\u00fc, 360 derece sanal turlar olu\u015fturmay\u0131 kolayla\u015ft\u0131r\u0131r.  Bu turlar, potansiyel al\u0131c\u0131lar\u0131n m\u00fclk\u00fc uzaktan gezmelerini ve detayl\u0131 bir inceleme yapmalar\u0131n\u0131 sa\u011flar.  \u00d6ncelikle, m\u00fclk\u00fcn her odas\u0131ndan ve \u00f6nemli noktalar\u0131ndan y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc foto\u011fraflar \u00e7ekmeniz gerekir.  Foto\u011fraflar\u0131n iyi ayd\u0131nlat\u0131lm\u0131\u015f ve odaklanm\u0131\u015f olmas\u0131 \u00f6nemlidir.  Ard\u0131ndan, bu foto\u011fraflar\u0131 bir 360 derece sanal tur olu\u015fturma yaz\u0131l\u0131m\u0131na y\u00fcklersiniz.  Bir\u00e7ok farkl\u0131 yaz\u0131l\u0131m se\u00e7ene\u011fi mevcuttur; bunlardan baz\u0131lar\u0131 \u00fccretsiz, baz\u0131lar\u0131 ise \u00fccretlidir.  Yaz\u0131l\u0131m, foto\u011fraflar\u0131 birle\u015ftirerek etkile\u015fimli bir sanal tur olu\u015fturur.  Baz\u0131 yaz\u0131l\u0131mlar ayr\u0131ca, sanal tura ek olarak bilgi eklemek, 3D modeller eklemek veya video eklemek gibi ekstra \u00f6zellikler sunar.<\/p>\n<p>Sanal tur olu\u015fturma i\u015fleminin kalitesi, kullan\u0131lan foto\u011fraflar\u0131n kalitesine do\u011frudan ba\u011fl\u0131d\u0131r.  Y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc ve iyi ayd\u0131nlat\u0131lm\u0131\u015f foto\u011fraflar kullanarak daha ger\u00e7ek\u00e7i ve etkileyici bir sanal tur olu\u015fturabilirsiniz.  Ayr\u0131ca, do\u011fru a\u00e7\u0131lardan \u00e7ekilmi\u015f foto\u011fraflar, al\u0131c\u0131lar\u0131n m\u00fclk\u00fcn t\u00fcm detaylar\u0131n\u0131 g\u00f6rmelerini sa\u011flar.  Bir di\u011fer \u00f6nemli fakt\u00f6r ise, sanal turun kullan\u0131c\u0131 dostu olmas\u0131d\u0131r.  Kullan\u0131c\u0131lar, kolayca gezinme ve odalar aras\u0131nda ge\u00e7i\u015f yapabilmelidir.  Bunun i\u00e7in, iyi tasarlanm\u0131\u015f bir navigasyon sistemi kullanmak olduk\u00e7a \u00f6nemlidir.  Son olarak, sanal turu emlak ilan\u0131na entegre etmek ve  bir QR kodu ile kolayca eri\u015filebilir hale getirmek, potansiyel al\u0131c\u0131lar\u0131n ilgisini \u00e7eker ve h\u0131zl\u0131 bir \u015fekilde ke\u015ffetmelerini sa\u011flar.<\/p>\n<h2>\u0130leri D\u00fczey Teknikler: Yapay Zeka Destekli Fiyatland\u0131rma ve Pazar Analizi<\/h2>\n<p>Bilgisayarl\u0131 g\u00f6r\u00fc, ileri d\u00fczey uygulamalarda emlak fiyatland\u0131rmas\u0131nda ve pazar analizinde de kullan\u0131labilir.  Yapay zek\u00e2 algoritmalar\u0131, bir m\u00fclk\u00fcn \u00f6zelliklerini analiz ederek piyasa de\u011ferini tahmin edebilir.  Bu tahminler, emlak de\u011ferleme uzmanlar\u0131n\u0131n \u00e7al\u0131\u015fmalar\u0131na yard\u0131mc\u0131 olabilir ve daha do\u011fru fiyatland\u0131rma stratejilerinin olu\u015fturulmas\u0131n\u0131 sa\u011flar.  Algoritmalar, konum, b\u00fcy\u00fckl\u00fck, oda say\u0131s\u0131, banyo say\u0131s\u0131, bina ya\u015f\u0131,  yap\u0131 malzemesi, m\u00fclk\u00fcn genel durumu gibi bir\u00e7ok fakt\u00f6r\u00fc dikkate alarak bir fiyat aral\u0131\u011f\u0131 belirler.  Ayr\u0131ca, yapay zek\u00e2 modelleri, emlak piyasas\u0131ndaki trendleri analiz ederek gelecekteki fiyat hareketlerini tahmin edebilir. Bu, emlak yat\u0131r\u0131mc\u0131lar\u0131 i\u00e7in \u00f6nemli bir ara\u00e7t\u0131r ve do\u011fru yat\u0131r\u0131m kararlar\u0131 almalar\u0131na yard\u0131mc\u0131 olabilir.<\/p>\n<p>Bunun yan\u0131 s\u0131ra, bilgisayarl\u0131 g\u00f6r\u00fc, pazar analizinde de kullan\u0131labilir.  \u00d6rne\u011fin, algoritmalar, belirli bir b\u00f6lgedeki emlak ilanlar\u0131n\u0131 analiz ederek, talep edilen \u00f6zelliklerin ve fiyatlar\u0131n da\u011f\u0131l\u0131m\u0131n\u0131 belirleyebilir.  Bu bilgiler, emlak\u00e7\u0131lar\u0131n pazarlama stratejilerini optimize etmelerine ve do\u011fru hedef kitlelere ula\u015fmalar\u0131na yard\u0131mc\u0131 olur.  \u00d6rne\u011fin, bir b\u00f6lgede havuzlu evlere olan talebin y\u00fcksek oldu\u011funu belirleyen bir analiz, emlak\u00e7\u0131lar\u0131n pazarlama mesajlar\u0131nda bu \u00f6zelli\u011fi \u00f6ne \u00e7\u0131karmalar\u0131n\u0131 sa\u011flar.  Yapay zek\u00e2 destekli bu analizler,  rekabet\u00e7i bir piyasada daha etkili bir \u015fekilde konumlanmay\u0131 ve sat\u0131\u015flar\u0131 art\u0131rmay\u0131 sa\u011flar.<\/p>\n<h2>Ger\u00e7ek D\u00fcnya Senaryolar\u0131: Vaka Analizleri<\/h2>\n<p><strong>Vaka 1:<\/strong>  ABD merkezli bir emlak \u015firketi, bilgisayarl\u0131 g\u00f6r\u00fc ve sanal tur teknolojilerini kullanarak m\u00fclklerinin sat\u0131\u015f s\u00fcrelerini %25 oran\u0131nda k\u0131saltm\u0131\u015ft\u0131r.  Algoritmalar sayesinde ilanlardaki foto\u011fraflar optimize edilmi\u015f, sanal turlar eklenmi\u015f ve bu sayede daha fazla potansiyel al\u0131c\u0131ya ula\u015f\u0131lm\u0131\u015ft\u0131r. Bu da h\u0131zl\u0131 ve etkili bir \u015fekilde sat\u0131\u015flar\u0131n tamamlanmas\u0131na yol a\u00e7m\u0131\u015ft\u0131r.<\/p>\n<p><strong>Vaka 2:<\/strong>  Avrupa&#8217;da faaliyet g\u00f6steren bir emlak platformu, yapay zek\u00e2 destekli bir fiyatland\u0131rma sistemi geli\u015ftirerek, m\u00fclk de\u011ferleme s\u00fcre\u00e7lerini otomatikle\u015ftirmi\u015f ve de\u011ferleme hatalar\u0131n\u0131 %10 oran\u0131nda azaltm\u0131\u015ft\u0131r. Bu, hem \u015firket i\u00e7in zaman tasarrufu sa\u011flam\u0131\u015f hem de m\u00fc\u015fteriler i\u00e7in daha do\u011fru de\u011ferlemeler sunmu\u015ftur. Daha fazla bilgi i\u00e7in (https:\/\/fatihsoysal.com) inceleyebilirsiniz.<\/p>\n<h2>\u00d6\u011frenme Yol Haritas\u0131<\/h2>\n<h3>Yeni Ba\u015flayanlar \u0130\u00e7in<\/h3>\n<ul>\n<li>Bilgisayarl\u0131 g\u00f6r\u00fc ve yapay zek\u00e2 kavramlar\u0131n\u0131 temel seviyede \u00f6\u011frenin.<\/li>\n<li>Emlak foto\u011fraflar\u0131n\u0131 d\u00fczenlemek i\u00e7in basit ara\u00e7lar kullanmay\u0131 \u00f6\u011frenin.<\/li>\n<li>Haz\u0131r sanal tur olu\u015fturma platformlar\u0131n\u0131 kullanarak basit sanal turlar olu\u015fturun.<\/li>\n<\/ul>\n<h3>Orta Seviye<\/h3>\n<ul>\n<li>Python programlama dili ve temel bilgisayarl\u0131 g\u00f6r\u00fc k\u00fct\u00fcphanelerini \u00f6\u011frenin.<\/li>\n<li>Daha geli\u015fmi\u015f g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullanarak emlak foto\u011fraflar\u0131n\u0131 optimize edin.<\/li>\n<li>API\u2019ler kullanarak otomatik etiketleme ve foto\u011fraf d\u00fczenleme i\u015flemlerini ger\u00e7ekle\u015ftirin.<\/li>\n<\/ul>\n<h3>\u0130leri Seviye<\/h3>\n<ul>\n<li>Derin \u00f6\u011frenme modelleri kullanarak kendi g\u00f6r\u00fcnt\u00fc i\u015fleme algoritmalar\u0131n\u0131z\u0131 geli\u015ftirin.<\/li>\n<li>Yapay zek\u00e2 destekli fiyatland\u0131rma ve pazar analizi modelleri olu\u015fturun.<\/li>\n<li>Bulut tabanl\u0131 platformlar kullanarak b\u00fcy\u00fck \u00f6l\u00e7ekli veri analizleri yap\u0131n.<\/li>\n<\/ul>\n<h2>Sonu\u00e7<\/h2>\n<p>Bilgisayarl\u0131 g\u00f6r\u00fc, emlak sekt\u00f6r\u00fcnde devrim yaratma potansiyeline sahip g\u00fc\u00e7l\u00fc bir teknolojidir.  Daha etkili pazarlama stratejileri, daha h\u0131zl\u0131 sat\u0131\u015flar ve daha do\u011fru fiyatland\u0131rmalar sa\u011flayarak sekt\u00f6r\u00fc d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor.  Bu makalede ele ald\u0131\u011f\u0131m\u0131z temel ve ileri d\u00fczey teknikler, emlak profesyonellerinin i\u015flerini optimize etmelerine ve m\u00fc\u015fteri deneyimini geli\u015ftirmelerine yard\u0131mc\u0131 olacakt\u0131r.  Teknolojinin geli\u015fmesiyle birlikte bilgisayarl\u0131 g\u00f6r\u00fc uygulamalar\u0131 daha da yayg\u0131nla\u015facak ve emlak sekt\u00f6r\u00fcnde daha da \u00f6nemli bir rol oynayacakt\u0131r.<\/p>\n<h2>S\u0131k\u00e7a Sorulan Sorular<\/h2>\n<ul>\n<li><strong>Bilgisayarl\u0131 g\u00f6r\u00fc kullanman\u0131n maliyeti nedir?<\/strong>  Maliyet, kullan\u0131lan teknolojiye ve \u00e7\u00f6z\u00fcm\u00fcn kapsam\u0131na ba\u011fl\u0131 olarak de\u011fi\u015fir.  Baz\u0131 \u00fccretsiz ara\u00e7lar mevcutken, daha geli\u015fmi\u015f \u00f6zellikler sunan \u00fccretli yaz\u0131l\u0131mlar da vard\u0131r.<\/li>\n<li><strong>Bilgisayarl\u0131 g\u00f6r\u00fc, emlak foto\u011fraflar\u0131n\u0131n gizlili\u011fini nas\u0131l koruyor?<\/strong>  Veri gizlili\u011fi \u00f6nemlidir ve foto\u011fraflar\u0131n i\u015flenmesi s\u0131ras\u0131nda ki\u015fisel verilerin korunmas\u0131 i\u00e7in gerekli \u00f6nlemler al\u0131nmal\u0131d\u0131r.<\/li>\n<li><strong>Bilgisayarl\u0131 g\u00f6r\u00fc algoritmalar\u0131 her zaman do\u011fru sonu\u00e7lar m\u0131 verir?<\/strong>  Hay\u0131r, algoritmalar her zaman m\u00fckemmel de\u011fildir ve hatalar olabilir.  Do\u011fru sonu\u00e7lar elde etmek i\u00e7in algoritmalar\u0131n d\u00fczenli olarak e\u011fitilmesi ve test edilmesi gerekir.<\/li>\n<li><strong>Bilgisayarl\u0131 g\u00f6r\u00fc teknolojisini kullanmaya nereden ba\u015flayabilirim?<\/strong>  Temel seviyede, haz\u0131r ara\u00e7lar ve platformlar kullanarak ba\u015flayabilirsiniz.  Daha geli\u015fmi\u015f uygulamalar i\u00e7in programlama becerilerinizi geli\u015ftirmeniz gerekebilir.<\/li>\n<li><strong>Bilgisayarl\u0131 g\u00f6r\u00fc, k\u00fc\u00e7\u00fck emlak \u015firketleri i\u00e7in de uygun bir \u00e7\u00f6z\u00fcm m\u00fcd\u00fcr?<\/strong> Evet,  bulut tabanl\u0131 \u00e7\u00f6z\u00fcmler ve haz\u0131r ara\u00e7lar sayesinde k\u00fc\u00e7\u00fck \u015firketler de bu teknolojiden faydalanabilir.<\/li>\n<\/ul>\n<p>Yazar: Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r.&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-30171","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f<\/title>\n<meta name=\"description\" content=\"Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r. M\u00fclklerin daha etkili bir \u015fekilde pazarlanmas\u0131 i\u00e7in yeni teknolojilerin kullan\u0131m\u0131 giderek artmaktad\u0131r. Bu makalede, bilgisayarl\u0131 g\u00f6r\u00fc (computer vision) teknolojisinin emlak ilanlar\u0131n\u0131 nas\u0131l d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ve daha fazla g\u00f6r\u00fcnt\u00fc kullanarak daha h\u0131zl\u0131 sat\u0131\u015flara nas\u0131l katk\u0131da bulundu\u011funu ele alaca\u011f\u0131z. Bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak\u00e7\u0131lar\u0131n ve sat\u0131c\u0131lar\u0131n i\u015flerini kolayla\u015ft\u0131ran, potansiyel al\u0131c\u0131lar\u0131n deneyimini zenginle\u015ftiren pratik y\u00f6ntemleri ve ileri teknikleri inceleyece\u011fiz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f\" \/>\n<meta property=\"og:description\" content=\"Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r. M\u00fclklerin daha etkili bir \u015fekilde pazarlanmas\u0131 i\u00e7in yeni teknolojilerin kullan\u0131m\u0131 giderek artmaktad\u0131r. Bu makalede, bilgisayarl\u0131 g\u00f6r\u00fc (computer vision) teknolojisinin emlak ilanlar\u0131n\u0131 nas\u0131l d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ve daha fazla g\u00f6r\u00fcnt\u00fc kullanarak daha h\u0131zl\u0131 sat\u0131\u015flara nas\u0131l katk\u0131da bulundu\u011funu ele alaca\u011f\u0131z. Bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak\u00e7\u0131lar\u0131n ve sat\u0131c\u0131lar\u0131n i\u015flerini kolayla\u015ft\u0131ran, potansiyel al\u0131c\u0131lar\u0131n deneyimini zenginle\u015ftiren pratik y\u00f6ntemleri ve ileri teknikleri inceleyece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-24T12:00:24+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f\",\"datePublished\":\"2025-09-24T12:00:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/\"},\"wordCount\":1728,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/\",\"name\":\"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-09-24T12:00:24+00:00\",\"description\":\"Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r. M\u00fclklerin daha etkili bir \u015fekilde pazarlanmas\u0131 i\u00e7in yeni teknolojilerin kullan\u0131m\u0131 giderek artmaktad\u0131r. Bu makalede, bilgisayarl\u0131 g\u00f6r\u00fc (computer vision) teknolojisinin emlak ilanlar\u0131n\u0131 nas\u0131l d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ve daha fazla g\u00f6r\u00fcnt\u00fc kullanarak daha h\u0131zl\u0131 sat\u0131\u015flara nas\u0131l katk\u0131da bulundu\u011funu ele alaca\u011f\u0131z. Bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak\u00e7\u0131lar\u0131n ve sat\u0131c\u0131lar\u0131n i\u015flerini kolayla\u015ft\u0131ran, potansiyel al\u0131c\u0131lar\u0131n deneyimini zenginle\u015ftiren pratik y\u00f6ntemleri ve ileri teknikleri inceleyece\u011fiz.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f","description":"Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r. M\u00fclklerin daha etkili bir \u015fekilde pazarlanmas\u0131 i\u00e7in yeni teknolojilerin kullan\u0131m\u0131 giderek artmaktad\u0131r. Bu makalede, bilgisayarl\u0131 g\u00f6r\u00fc (computer vision) teknolojisinin emlak ilanlar\u0131n\u0131 nas\u0131l d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ve daha fazla g\u00f6r\u00fcnt\u00fc kullanarak daha h\u0131zl\u0131 sat\u0131\u015flara nas\u0131l katk\u0131da bulundu\u011funu ele alaca\u011f\u0131z. Bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak\u00e7\u0131lar\u0131n ve sat\u0131c\u0131lar\u0131n i\u015flerini kolayla\u015ft\u0131ran, potansiyel al\u0131c\u0131lar\u0131n deneyimini zenginle\u015ftiren pratik y\u00f6ntemleri ve ileri teknikleri inceleyece\u011fiz.","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:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/","og_locale":"tr_TR","og_type":"article","og_title":"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f","og_description":"Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r. M\u00fclklerin daha etkili bir \u015fekilde pazarlanmas\u0131 i\u00e7in yeni teknolojilerin kullan\u0131m\u0131 giderek artmaktad\u0131r. Bu makalede, bilgisayarl\u0131 g\u00f6r\u00fc (computer vision) teknolojisinin emlak ilanlar\u0131n\u0131 nas\u0131l d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ve daha fazla g\u00f6r\u00fcnt\u00fc kullanarak daha h\u0131zl\u0131 sat\u0131\u015flara nas\u0131l katk\u0131da bulundu\u011funu ele alaca\u011f\u0131z. Bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak\u00e7\u0131lar\u0131n ve sat\u0131c\u0131lar\u0131n i\u015flerini kolayla\u015ft\u0131ran, potansiyel al\u0131c\u0131lar\u0131n deneyimini zenginle\u015ftiren pratik y\u00f6ntemleri ve ileri teknikleri inceleyece\u011fiz.","og_url":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-09-24T12:00:24+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"9 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f","datePublished":"2025-09-24T12:00:24+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/"},"wordCount":1728,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/","url":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/","name":"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-09-24T12:00:24+00:00","description":"Emlak sekt\u00f6r\u00fc, dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla ilerledi\u011fi bir aland\u0131r. M\u00fclklerin daha etkili bir \u015fekilde pazarlanmas\u0131 i\u00e7in yeni teknolojilerin kullan\u0131m\u0131 giderek artmaktad\u0131r. Bu makalede, bilgisayarl\u0131 g\u00f6r\u00fc (computer vision) teknolojisinin emlak ilanlar\u0131n\u0131 nas\u0131l d\u00f6n\u00fc\u015ft\u00fcrd\u00fc\u011f\u00fcn\u00fc ve daha fazla g\u00f6r\u00fcnt\u00fc kullanarak daha h\u0131zl\u0131 sat\u0131\u015flara nas\u0131l katk\u0131da bulundu\u011funu ele alaca\u011f\u0131z. Bilgisayarl\u0131 g\u00f6r\u00fc sayesinde emlak\u00e7\u0131lar\u0131n ve sat\u0131c\u0131lar\u0131n i\u015flerini kolayla\u015ft\u0131ran, potansiyel al\u0131c\u0131lar\u0131n deneyimini zenginle\u015ftiren pratik y\u00f6ntemleri ve ileri teknikleri inceleyece\u011fiz.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/emlak-ilanlarinda-goruntu-isleme-daha-fazla-goruntu-daha-hizli-satis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Emlak \u0130lanlar\u0131nda G\u00f6r\u00fcnt\u00fc \u0130\u015fleme: Daha Fazla G\u00f6r\u00fcnt\u00fc, Daha H\u0131zl\u0131 Sat\u0131\u015f"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/30171","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=30171"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/30171\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=30171"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=30171"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=30171"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}