.<\/span><\/p>\nG\u00f6r\u00fcnt\u00fc \u0130\u015fleme T\u00fcrleri<\/h2>\n
A\u015fa\u011f\u0131dakiler dahil bir\u00e7ok farkl\u0131 g\u00f6r\u00fcnt\u00fc i\u015fleme t\u00fcr\u00fc vard\u0131r:<\/p>\n
1. Noktasal i\u015flemler<\/h3>\n
Noktasal i\u015flemler, kom\u015fu piksellerin de\u011ferlerini dikkate almadan bir g\u00f6r\u00fcnt\u00fcdeki her piksele ba\u011f\u0131ms\u0131z olarak bir algoritma uygulamay\u0131 i\u00e7erir.<\/p>\n
2. Uzamsal alanda g\u00f6r\u00fcnt\u00fc i\u015fleme<\/h3>\n
Uzamsal alan i\u015fleme, bir g\u00f6r\u00fcnt\u00fcdeki piksel de\u011ferlerinin do\u011frudan manip\u00fcle edilmesini i\u00e7erir.<\/p>\n
3. Frekans alan\u0131nda g\u00f6r\u00fcnt\u00fc i\u015flem<\/h3>\n
Frekans alan\u0131nda g\u00f6r\u00fcnt\u00fc i\u015flem, bir g\u00f6r\u00fcnt\u00fcn\u00fcn bir spektrum \u015feklinde temsil edilebilen frekans bile\u015fenlerinin manip\u00fcle edilmesini i\u00e7erir.<\/p>\n
4. Renkli g\u00f6r\u00fcnt\u00fc i\u015fleme<\/h3>\n
Renkli g\u00f6r\u00fcnt\u00fc i\u015fleme, RGB g\u00f6r\u00fcnt\u00fcleri gibi renk bilgisi i\u00e7eren g\u00f6r\u00fcnt\u00fclerin i\u015flenmesini i\u00e7erir.<\/p>\n
5. \u0130kili g\u00f6r\u00fcnt\u00fc i\u015fleme<\/h3>\n
\u0130kili g\u00f6r\u00fcnt\u00fc i\u015fleme, sadece siyah ve beyaz piksellerden olu\u015fan g\u00f6r\u00fcnt\u00fclerin i\u015flenmesini i\u00e7erir.<\/p>\n
6. Morfolojik g\u00f6r\u00fcnt\u00fc i\u015fleme<\/h3>\n
Morfolojik g\u00f6r\u00fcnt\u00fc i\u015fleme; geni\u015fleme, a\u015f\u0131nd\u0131rma, a\u00e7ma ve kapama gibi morfolojik i\u015flemleri kullanarak g\u00f6r\u00fcnt\u00fclerin i\u015flenmesini i\u00e7erir.<\/p>\n
7. Geometrik g\u00f6r\u00fcnt\u00fc i\u015fleme<\/h3>\n
Geometrik g\u00f6r\u00fcnt\u00fc i\u015fleme, d\u00f6nd\u00fcrme, \u00f6l\u00e7ekleme ve \u00e7arp\u0131tma gibi geometrik d\u00f6n\u00fc\u015f\u00fcmler kullanarak g\u00f6r\u00fcnt\u00fclerin i\u015flenmesini i\u00e7erir.<\/p>\n
8. G\u00f6r\u00fcnt\u00fc geli\u015ftirme<\/h3>\n
G\u00f6r\u00fcnt\u00fc geli\u015ftirme, kontrast\u0131 art\u0131rarak bir g\u00f6r\u00fcnt\u00fcn\u00fcn g\u00f6rsel kalitesini iyile\u015ftirmeyi i\u00e7erir.<\/p>\n
9. G\u00f6r\u00fcnt\u00fc restorasyonu<\/h3>\n
G\u00f6r\u00fcnt\u00fc restorasyonu, bulan\u0131kl\u0131\u011f\u0131 gidermek veya eksik pikselleri doldurmak gibi bozulmu\u015f veya hasar g\u00f6rm\u00fc\u015f bir g\u00f6r\u00fcnt\u00fcn\u00fcn onar\u0131lmas\u0131n\u0131 veya geri y\u00fcklenmesini i\u00e7erir.<\/p>\n
10. G\u00f6r\u00fcnt\u00fc b\u00f6l\u00fcmleme<\/h3>\n
G\u00f6r\u00fcnt\u00fc b\u00f6l\u00fcmleme, bir g\u00f6r\u00fcnt\u00fcn\u00fcn her biri farkl\u0131 bir nesneye veya arka plana kar\u015f\u0131l\u0131k gelen ayr\u0131 b\u00f6lgelere veya b\u00f6l\u00fcmlere b\u00f6l\u00fcnmesini i\u00e7erir.<\/p>\n
11. G\u00f6r\u00fcnt\u00fc tan\u0131ma<\/h3>\n
G\u00f6r\u00fcnt\u00fc tan\u0131ma, bir g\u00f6r\u00fcnt\u00fcdeki nesnelerin tan\u0131mlanmas\u0131n\u0131 ve etiketlenmesini i\u00e7erir.<\/p>\n
G\u00f6r\u00fcnt\u00fc \u0130\u015flemenin Avantajlar\u0131 Nelerdir?<\/h2>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, a\u015fa\u011f\u0131dakiler de dahil olmak \u00fczere bir\u00e7ok avantaj sa\u011flayabilir. Bunlar a\u015fa\u011f\u0131daki \u015fekildedir:<\/p>\n
1. \u0130yile\u015ftirilmi\u015f g\u00f6r\u00fcnt\u00fc kalitesi<\/h3>\n
G\u00fcr\u00fclt\u00fcy\u00fc azaltarak, kontrast\u0131 iyile\u015ftirerek ve lens bozulmas\u0131n\u0131 d\u00fczelterek g\u00f6r\u00fcnt\u00fclerin kalitesini art\u0131rmak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullan\u0131labilir.<\/p>\n
2. Otomatik analiz<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, g\u00f6r\u00fcnt\u00fclerin analizini otomatikle\u015ftirmek i\u00e7in kullan\u0131labilir, bu da zamandan tasarruf sa\u011flayabilir ve hata riskini azaltabilir.<\/p>\n
3. Art\u0131r\u0131lm\u0131\u015f do\u011fruluk<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, g\u00fcr\u00fclt\u00fcn\u00fcn ve di\u011fer hata kaynaklar\u0131n\u0131n etkilerini azaltarak g\u00f6r\u00fcnt\u00fclerden yap\u0131lan \u00f6l\u00e7\u00fcmlerin do\u011frulu\u011funu art\u0131rabilir.<\/p>\n
4. Geli\u015fmi\u015f \u00f6zellikler<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme; boyut, \u015fekil ve y\u00f6n \u00f6l\u00e7\u00fcmleri gibi g\u00f6r\u00fcnt\u00fclerden ek bilgiler \u00e7\u0131karmak i\u00e7in kullan\u0131labilir.<\/p>\n
5. D\u00fc\u015f\u00fck maliyetler<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, g\u00f6r\u00fcnt\u00fclerin analizini otomatikle\u015ftirerek denetimlerin ve di\u011fer g\u00f6revlerin maliyetini azaltmak i\u00e7in kullan\u0131labilir.<\/p>\n
6. Artan verimlilik<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, g\u00f6r\u00fcnt\u00fclerin analizini otomatikle\u015ftirerek \u00e7e\u015fitli i\u015flemlerin verimlili\u011fini art\u0131rmak i\u00e7in kullan\u0131labilir.<\/p>\n
7. Geli\u015fmi\u015f g\u00fcvenlik<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, insanlar i\u00e7in ger\u00e7ekle\u015ftirmesi tehlikeli olabilecek g\u00f6revlerin otomasyonunu sa\u011flayarak g\u00fcvenli\u011fi art\u0131rmak i\u00e7in kullan\u0131labilir.<\/p>\n
G\u00f6r\u00fcnt\u00fc \u0130\u015flemenin Zorluklar\u0131 Nelerdir?<\/h2>\n
A\u015fa\u011f\u0131dakiler de dahil olmak \u00fczere g\u00f6r\u00fcnt\u00fc i\u015flemede ortaya \u00e7\u0131kabilecek \u00e7e\u015fitli zorluklar vard\u0131r:<\/p>\n
1. Parazit ve g\u00f6r\u00fcnt\u00fc kalitesi<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015flemedeki ana zorluklardan biri, g\u00f6r\u00fcnt\u00fcn\u00fcn kalitesini d\u00fc\u015f\u00fcrebilen ve g\u00f6r\u00fcnt\u00fcden faydal\u0131 bilgilerin \u00e7\u0131kar\u0131lmas\u0131n\u0131 zorla\u015ft\u0131ran parazitle u\u011fra\u015fmakt\u0131r.<\/p>\n
2. G\u00f6r\u00fcnt\u00fc hizalama<\/h3>\n
Di\u011fer bir zorluk da, genellikle birden \u00e7ok g\u00f6r\u00fcnt\u00fcy\u00fc birle\u015ftirirken veya farkl\u0131 zamanlarda veya farkl\u0131 bak\u0131\u015f a\u00e7\u0131lar\u0131ndan \u00e7ekilmi\u015f g\u00f6r\u00fcnt\u00fcleri kar\u015f\u0131la\u015ft\u0131r\u0131rken gerekli olan g\u00f6r\u00fcnt\u00fcleri hizalamakt\u0131r.<\/p>\n
3. G\u00f6r\u00fcnt\u00fc restorasyonu<\/h3>\n
G\u00f6r\u00fcnt\u00fc restorasyonu, g\u00f6r\u00fcnt\u00fclerdeki bulan\u0131kl\u0131k, g\u00fcr\u00fclt\u00fc ve bozulma gibi bozulmalar\u0131 d\u00fczeltme i\u015flemidir. Bu, \u00f6zellikle bozulma \u015fiddetli oldu\u011funda zorlu bir g\u00f6rev olabilir.<\/p>\n
4. \u00d6zellik \u00e7\u0131karma<\/h3>\n
G\u00f6r\u00fcnt\u00fclerden kenarlar, k\u00f6\u015feler ve \u00e7izgiler gibi yararl\u0131 \u00f6zellikleri \u00e7\u0131karmak, \u00f6zellikle g\u00f6r\u00fcnt\u00fcler karma\u015f\u0131k arka planlara sahip oldu\u011funda zor olabilir.<\/p>\n
5. G\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131<\/h3>\n
\u00d6zellikle kategoriler iyi tan\u0131mlanmam\u0131\u015fsa veya g\u00f6r\u00fcnt\u00fcler b\u00fcy\u00fck miktarda de\u011fi\u015fkenlik i\u00e7eriyorsa, g\u00f6r\u00fcnt\u00fcleri farkl\u0131 kategorilere ay\u0131rmak zor olabilir.<\/p>\n
6. G\u00f6r\u00fcnt\u00fc b\u00f6l\u00fcmleme<\/h3>\n
G\u00f6r\u00fcnt\u00fcleri farkl\u0131 b\u00f6lgelere veya nesnelere ay\u0131rmak, \u00f6zellikle nesneler karma\u015f\u0131k \u015fekillere sahip oldu\u011funda veya yetersiz tan\u0131mland\u0131\u011f\u0131nda zor olabilir.<\/p>\n
7. Y\u00fcksek boyutluluk<\/h3>\n
G\u00f6r\u00fcnt\u00fcler genellikle y\u00fcksek boyutlu verilerdir, bu da onlar\u0131 analiz etmeyi ve yorumlamay\u0131 zorla\u015ft\u0131rabilir.<\/p>\n
8. S\u0131n\u0131rl\u0131 veri<\/h3>\n
Baz\u0131 durumlarda, mevcut veriler s\u0131n\u0131rl\u0131 olabilir ve bu da g\u00f6r\u00fcnt\u00fc i\u015fleme problemini do\u011fru bir \u015fekilde modellemeyi zorla\u015ft\u0131rabilir.<\/p>\n
G\u00f6r\u00fcnt\u00fc \u0130\u015fleme Ne \u0130\u00e7in Kullan\u0131l\u0131r?<\/h2>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, a\u015fa\u011f\u0131dakiler de dahil olmak \u00fczere \u00e7ok \u00e7e\u015fitli uygulamalarda kullan\u0131l\u0131r:<\/p>\n
1. Dijital foto\u011fraf\u00e7\u0131l\u0131k<\/h3>\n
Dijital foto\u011fraflar\u0131n pozunu, renk dengesini ve di\u011fer y\u00f6nlerini ayarlamak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullan\u0131l\u0131r.<\/p>\n
2. T\u0131bbi g\u00f6r\u00fcnt\u00fcleme<\/h3>\n
R\u00f6ntgen, CT ve MRI taramalar\u0131 gibi t\u0131bbi g\u00f6r\u00fcnt\u00fclerin kalitesini art\u0131rmak, te\u015fhis ve tedavi i\u00e7in bunlardan bilgi \u00e7\u0131karmak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullan\u0131l\u0131r.<\/p>\n
3. Uydu g\u00f6r\u00fcnt\u00fcleri<\/h3>\n
Haritalama, arazi kullan\u0131m\u0131 ve \u00e7evresel izleme gibi \u00e7e\u015fitli ama\u00e7lar i\u00e7in uydu g\u00f6r\u00fcnt\u00fclerini geli\u015ftirmek ve analiz etmek i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullan\u0131l\u0131r.<\/p>\n
4. Bilgisayarl\u0131 g\u00f6r\u00fc<\/h3>\n
Bilgisayarl\u0131 g\u00f6r\u00fc sistemlerinde g\u00f6r\u00fcnt\u00fcleri ve videolar\u0131 yorumlamak ve anlamak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullan\u0131l\u0131r.<\/p>\n
5. G\u00fcvenlik ve g\u00f6zetleme<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri, ilgili nesneleri veya ki\u015fileri tespit etmek ve izlemek i\u00e7in g\u00fcvenlik kameralar\u0131ndan gelen video beslemelerini analiz etmek i\u00e7in kullan\u0131l\u0131r.<\/p>\n
6. End\u00fcstriyel inceleme<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri, \u00fcr\u00fcn ve malzemeleri kusur veya anormallik a\u00e7\u0131s\u0131ndan incelemek i\u00e7in kullan\u0131l\u0131r.<\/p>\n
7. Bask\u0131 ve yay\u0131nlama<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri, g\u00f6r\u00fcnt\u00fcleri bask\u0131ya haz\u0131rlamak ve farkl\u0131 cihazlarda do\u011fru \u015fekilde \u00e7o\u011falt\u0131lmas\u0131n\u0131 sa\u011flamak i\u00e7in kullan\u0131l\u0131r.<\/p>\n
8. E\u011flence<\/h3>\n
Film ve oyun end\u00fcstrilerinde \u00f6zel efektler yaratmak ve ger\u00e7ek\u00e7i 3D grafikler olu\u015fturmak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullan\u0131l\u0131r.<\/p>\n
Temel G\u00f6r\u00fcnt\u00fc \u0130\u015fleme Ad\u0131mlar\u0131<\/h2>\n
G\u00f6r\u00fcnt\u00fc i\u015flemedeki temel ad\u0131mlar a\u015fa\u011f\u0131dakileri i\u00e7erir:<\/p>\n
1. G\u00f6r\u00fcnt\u00fcy\u00fc i\u00e7e aktarma<\/h3>\n
G\u00f6r\u00fcnt\u00fcy\u00fc i\u00e7e aktarma, g\u00f6r\u00fcnt\u00fcn\u00fcn bir bilgisayarda veya ba\u015fka bir cihazda okunmas\u0131n\u0131 ve uygun bir bi\u00e7imde saklanmas\u0131n\u0131 i\u00e7erir.<\/p>\n
2. \u00d6n i\u015fleme<\/h3>\n
\u00d6n i\u015fleme, daha fazla analize haz\u0131rlamak i\u00e7in g\u00f6r\u00fcnt\u00fcye ilk i\u015flemin uygulanmas\u0131n\u0131 i\u00e7erir. Bu, k\u0131rpma, yeniden boyutland\u0131rma ve renk alan\u0131 d\u00f6n\u00fc\u015ft\u00fcrme gibi ad\u0131mlar\u0131 i\u00e7erebilir.<\/p>\n
3. Geli\u015ftirme<\/h3>\n
Geli\u015ftirme, kontrast\u0131 art\u0131rarak veya g\u00fcr\u00fclt\u00fcy\u00fc kald\u0131rarak g\u00f6r\u00fcnt\u00fcn\u00fcn g\u00f6rsel kalitesini iyile\u015ftirmeyi i\u00e7erir.<\/p>\n
4. \u00d6zellikleri \u00e7\u0131karma<\/h3>\n
\u00d6zellikleri \u00e7\u0131karma, g\u00f6r\u00fcnt\u00fcn\u00fcn \u00e7izgiler, k\u00f6\u015feler veya dokular gibi \u00f6nemli \u00f6zelliklerini tan\u0131mlamay\u0131 ve \u00e7\u0131karmay\u0131 i\u00e7erir.<\/p>\n
5. Analiz<\/h3>\n
Analiz, bilgi \u00e7\u0131karmak veya karar vermek i\u00e7in g\u00f6r\u00fcnt\u00fcye algoritma veya teknikler uygulamay\u0131 i\u00e7erir.<\/p>\n
6. G\u00f6rselle\u015ftirme<\/h3>\n
G\u00f6rselle\u015ftirme, analiz sonu\u00e7lar\u0131n\u0131 \u00e7izelgeler, grafikler veya haritalar gibi a\u00e7\u0131k ve anla\u015f\u0131l\u0131r bir \u015fekilde sunmay\u0131 i\u00e7erir.<\/p>\n
7. Saklama<\/h3>\n
Saklama, i\u015flenmi\u015f g\u00f6r\u00fcnt\u00fcy\u00fc ve analiz sonu\u00e7lar\u0131n\u0131 ileride ba\u015fvurmak veya kullanmak \u00fczere kaydetmeyi i\u00e7erir.<\/p>\n
Bulutistan hizmetlerinin detaylar\u0131na ula\u015fmak i\u00e7in<\/span> t\u0131klay\u0131n\u0131z<\/span><\/a>.<\/span><\/p>\nG\u00f6r\u00fcnt\u00fc \u0130\u015fleme Uygulamalar\u0131<\/h2>\n
A\u015fa\u011f\u0131dakiler gibi \u00e7e\u015fitli alanlarda bir\u00e7ok g\u00f6r\u00fcnt\u00fc i\u015fleme uygulamas\u0131 vard\u0131r:<\/p>\n
1. T\u0131p<\/h3>\n
T\u0131bbi g\u00f6r\u00fcnt\u00fclemede g\u00f6r\u00fcnt\u00fclerin kalitesini art\u0131rmak ve onlardan faydal\u0131 bilgiler \u00e7\u0131karmak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri kullan\u0131l\u0131r. \u00d6rne\u011fin, manyetik rezonans g\u00f6r\u00fcnt\u00fcleme (MRI) ve bilgisayarl\u0131 tomografi (BT) taramalar\u0131, insan v\u00fccudunun ayr\u0131nt\u0131l\u0131 g\u00f6r\u00fcnt\u00fclerini \u00fcretmek i\u00e7in kullan\u0131l\u0131r. Bu g\u00f6r\u00fcnt\u00fcler, hastal\u0131klar\u0131 te\u015fhis etmek ve cerrahi prosed\u00fcrlere rehberlik etmek i\u00e7in kullan\u0131labilir.<\/p>\n
2. End\u00fcstriyel muayene<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, imalat end\u00fcstrisinde \u00fcr\u00fcnlerin kusurlar\u0131n\u0131 incelemek i\u00e7in kullan\u0131l\u0131r. \u00d6rne\u011fin, bir devre kart\u0131n\u0131n g\u00f6r\u00fcnt\u00fcs\u00fc, karttaki bozuk izler veya eksik bile\u015fenler gibi kusurlar\u0131 belirlemek i\u00e7in i\u015flenebilir.<\/p>\n
3. Askeri<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, hedef tan\u0131ma, g\u00f6zetleme ve f\u00fcze g\u00fcd\u00fcm\u00fc gibi askeri uygulamalarda kullan\u0131l\u0131r.<\/p>\n
4. Tar\u0131m<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, tar\u0131mda mahsulleri tespit etmek ve s\u0131n\u0131fland\u0131rmak, mahsul verimini tahmin etmek ve mahsul sa\u011fl\u0131\u011f\u0131n\u0131 izlemek i\u00e7in kullan\u0131l\u0131r.<\/p>\n
5. Robotik<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, robotlar\u0131n \u00e7evrelerini alg\u0131lamalar\u0131n\u0131 ve i\u00e7inde gezinmelerini sa\u011flamak i\u00e7in robotikte kullan\u0131l\u0131r.<\/p>\n
6. G\u00f6zetim<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, ara\u00e7lar veya ki\u015filer gibi ilgili nesneleri otomatik olarak alg\u0131lamak ve izlemek i\u00e7in g\u00f6zetim sistemlerinde kullan\u0131l\u0131r.<\/p>\n
7. Astronomi<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, astronomide teleskoplarla al\u0131nan g\u00f6r\u00fcnt\u00fclerin kalitesini art\u0131rmak ve bunlardan yararl\u0131 bilgiler \u00e7\u0131karmak i\u00e7in kullan\u0131l\u0131r.<\/p>\n
8. E\u011flence<\/h3>\n
G\u00f6r\u00fcnt\u00fc i\u015fleme, e\u011flence end\u00fcstrisinde filmlerde ve oyunlarda \u00f6zel efektler olu\u015fturmak i\u00e7in kullan\u0131l\u0131r.<\/p>\n","protected":false},"excerpt":{"rendered":"G\u00f6r\u00fcnt\u00fc i\u015fleme, yararl\u0131 bilgileri ay\u0131klamak veya g\u00f6r\u00fcnt\u00fcn\u00fcn g\u00f6rsel kalitesini art\u0131rmak i\u00e7in g\u00f6r\u00fcnt\u00fcler \u00fczerinde i\u015flemler ger\u00e7ekle\u015ftirmek \u00fczere hesaplamal\u0131 algoritmalar\u0131n…\n","protected":false},"author":1,"featured_media":3862,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_singular_sidebar":"","csco_page_header_type":"","csco_appearance_grid":"","csco_page_load_nextpost":"","csco_post_video_location":[],"csco_post_video_location_hash":"","csco_post_video_url":"","csco_post_video_bg_start_time":0,"csco_post_video_bg_end_time":0},"categories":[4,3],"tags":[],"yoast_head":"\n
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