{"id":2678,"date":"2020-06-01T23:36:32","date_gmt":"2020-06-02T03:36:32","guid":{"rendered":"https:\/\/melindaozel.com\/?p=2678"},"modified":"2025-03-18T12:03:56","modified_gmt":"2025-03-18T16:03:56","slug":"arkit-other-face-tracking-mistakes","status":"publish","type":"post","link":"https:\/\/melindaozel.com\/tr\/arkit-other-face-tracking-mistakes\/","title":{"rendered":"ARKit ve Di\u011fer Y\u00fcz \u0130zleme Hatalar\u0131"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2678\" class=\"elementor elementor-2678\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1eb70452 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1eb70452\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-42ddc1c4\" data-id=\"42ddc1c4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-27f6f858 elementor-widget elementor-widget-text-editor\" data-id=\"27f6f858\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><em>Neden bu kadar \u00e7ok y\u00fcz takip cihaz\u0131 ve avatar yanl\u0131\u015f pozitif ka\u015f d\u00fc\u015f\u00fcrme sorunu ya\u015f\u0131yor? Apple'\u0131n ARKit'ini bir vaka \u00e7al\u0131\u015fmas\u0131 olarak kullanan bu d\u00f6k\u00fcm, sorunun k\u00f6kenini ara\u015ft\u0131r\u0131yor ve sonunda \u015fa\u015f\u0131rt\u0131c\u0131 derecede basit bir \u00e7\u00f6z\u00fcm ortaya koyuyor.\u00a0<\/em><\/p><h2>Avatarlar ve G\u00fcl\u00fcmsemeler: Memoji S\u00fcr\u00fcm\u00fc<\/h2><p>Yanl\u0131\u015f pozitif ka\u015f indirme, y\u00fcz izleme ve avatar animasyonunda yayg\u0131n bir sorundur. Belirgin olmasa da, bu hatalar bir avatar\u0131n ifadelerini bozarak \u00fcz\u00fcnt\u00fc, \u00f6fke veya endi\u015fe i\u00e7in istenmeyen ipu\u00e7lar\u0131 ortaya \u00e7\u0131karabilir. A\u015fa\u011f\u0131daki videoda bu sorunu g\u00f6stermek i\u00e7in Apple'\u0131n Memoji'sini stres testine tabi tutuyorum.<\/p><p>\u00a0<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe class=\"youtube-player\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/3LjvYjHRADc?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=tr-TR&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span><\/p><p>Yukar\u0131daki klipte Memoji'min g\u00fcl\u00fcmsememi nas\u0131l \"yans\u0131tt\u0131\u011f\u0131n\u0131\" g\u00f6zlemleyin. Garip ya da ho\u015f olmayan bir \u015fey fark ettiniz mi? Ka\u015flar\u0131m\u0131n i\u00e7 k\u00f6\u015feleri yanl\u0131\u015fl\u0131kla al\u00e7alt\u0131lm\u0131\u015f. Yanl\u0131\u015f atfedilen ka\u015f al\u00e7altma eklentisi \u00e7e\u015fitli g\u00fcl\u00fcmseme t\u00fcrlerinde devam ediyor. Bu durum di\u011fer kullan\u0131c\u0131larda da devam ediyor.<\/p><p>Al\u00e7alt\u0131lm\u0131\u015f i\u00e7 ka\u015flar, kalk\u0131k bir \u00fcst dudakla birle\u015fti\u011finde (neden <em>burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131 <\/em>veya <em>\u00fcst dudak y\u00fckseltici<\/em>) genellikle ho\u015f olmayan duygularla ili\u015fkilendirilir. D\u00fc\u015f\u00fck ka\u015f u\u00e7lar\u0131 da g\u00fcl\u00fcmseme ile negatif ili\u015fkilidir. Bu t\u00fcr anlamsal a\u00e7\u0131dan \u00f6nemli izleme hatalar\u0131, istemeden de olsa olumsuz duygular\u0131 ima edebilir.<\/p><h2>Bu Hatalar Nas\u0131l Ortaya \u00c7\u0131k\u0131yor?<\/h2><p>Yanl\u0131\u015f pozitif ka\u015f d\u00fc\u015f\u00fcrme genellikle veri kalitesindeki sorunlardan, etiketleme hatalar\u0131ndan ve sanatsal se\u00e7imlerden kaynaklan\u0131r. \u0130\u015fte bu sorunlar\u0131n devam etmesinin nedeni:<\/p><ol><li>Veri kalitesine yeterince odaklan\u0131lm\u0131yor.<\/li><li>Sanata yeterince odaklan\u0131lm\u0131yor.<\/li><\/ol><p>\u00c7al\u0131\u015ft\u0131\u011f\u0131m her yerde, belirli bir ge\u00e7mi\u015fe sahip m\u00fchendisleri i\u015fe alma konusunda o kadar \u00e7ok endi\u015fe vard\u0131 ki <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/melindaozel.com\/big-techs-homogeneous-hiring-habits-are-harming-our-data\/\" target=\"_blank\" rel=\"noopener noreferrer\">personel say\u0131s\u0131 di\u011fer temel rollerden uzakla\u015ft\u0131r\u0131l\u0131r.<\/a><\/span><\/p><p>Bir\u00e7ok teknoloji lideri, modellerini e\u011fitmek i\u00e7in yeterli veri elde ettiklerinde kalite ile ilgili sorunlar\u0131n kendili\u011finden \u00e7\u00f6z\u00fclece\u011fini varsaymaktad\u0131r. Vay can\u0131na! Sihir. Bu varsay\u0131m genellikle, saf olmayan verilerin yaln\u0131zca ihmal edilebilir bir y\u00fczdesi oldu\u011funa dair ek (ancak yanl\u0131\u015f) bir inan\u00e7 alt\u0131nda \u00e7al\u0131\u015f\u0131r.<\/p><p>Veri siperlerinin derinliklerinde bulundum ve y\u00fcz izleme alan\u0131nda neredeyse m\u00fchendislik d\u0131\u015f\u0131 her rolde \u00e7al\u0131\u015ft\u0131m:<\/p><ul><li><strong>veri\u0307 planlamasi<\/strong> - ne t\u00fcr ifade verilerinin toplanaca\u011f\u0131n\u0131n ve nas\u0131l toplanaca\u011f\u0131n\u0131n belirlenmesi<\/li><li><strong>veri\u0307 toplama<\/strong> - asl\u0131nda kat\u0131l\u0131mc\u0131larla \u00e7al\u0131\u015fmak ve onlar\u0131 do\u011fru ifade pozlar\u0131n\u0131 yakalamalar\u0131 i\u00e7in e\u011fitmek<\/li><li><strong>veri ek a\u00e7\u0131klamas\u0131<\/strong> - yer i\u015faretlerini etiketlemenin en iyi yollar\u0131n\u0131 belirleme<\/li><li><strong>veri\u0307 siniflandirmasi<\/strong> - Hangi s\u0131n\u0131flar\u0131n var olmas\u0131 gerekti\u011fi, parametrelerinin ne oldu\u011fu ve ka\u00e7\u0131n\u0131lmaz u\u00e7 durumlar\u0131n\u0131n nas\u0131l ele al\u0131naca\u011f\u0131 konusunda m\u00fchendislik dan\u0131\u015fmanl\u0131\u011f\u0131<\/li><li><strong>\u00f6l\u00e7ek b\u00fcy\u00fctme<\/strong> - a\u00e7\u0131klama ve s\u0131n\u0131fland\u0131rma kurallar\u0131n\u0131n standartla\u015ft\u0131r\u0131lmas\u0131n\u0131 ve b\u00fcy\u00fck \u00f6l\u00e7ekli etiketleyiciler taraf\u0131ndan kolay anla\u015f\u0131l\u0131r olmas\u0131n\u0131 sa\u011flamak<\/li><li><strong>izleme takibi<\/strong> - temel ger\u00e7e\u011fi izleme sonu\u00e7lar\u0131 ile kar\u015f\u0131la\u015ft\u0131rma<\/li><li><strong>iyile\u015ftirme i\u00e7in alanlar\u0131n belirlenmesi<\/strong> - hangi sorunlar\u0131n var oldu\u011funu ve bunlar\u0131n planlama, toplama, a\u00e7\u0131klama ve\/veya s\u0131n\u0131fland\u0131rma yoluyla nas\u0131l iyile\u015ftirilebilece\u011fini bulmak<\/li><li><strong>avatar geli\u015ftirme<\/strong> - gibi hususlar\u0131n kar\u0131\u015f\u0131m\u0131na dayal\u0131 olarak hangi \u015fekillere \u00f6ncelik verilece\u011fi konusunda strateji belirleme<ul><li>izleyicinin ba\u015far\u0131s\u0131z oldu\u011fu yerler<\/li><li>nihai \u00fcr\u00fcn kullan\u0131m durumlar\u0131n\u0131n ne oldu\u011fu<\/li><li>Estetik a\u00e7\u0131dan en ho\u015f olacak \u015fey<\/li><li>anlamsal olarak en \u00f6nemli olan \u015fey<\/li><\/ul><\/li><\/ul><p>\u0130fade bilimi, y\u00fcz anatomisi ve y\u00fcz verileriyle ilgili kapsaml\u0131 \u00e7al\u0131\u015fma ge\u00e7mi\u015fimle, saf olmayan verilerin y\u00fcz izlemede k\u00fc\u00e7\u00fck de\u011fil b\u00fcy\u00fck bir sorun oldu\u011funu rahatl\u0131kla s\u00f6yleyebilirim. K\u0131sacas\u0131, algoritma m\u00fckemmel olsa bile, sorunlar \u015funlardan kaynaklan\u0131r:<\/p><p><strong>Saf Olmayan Pozlanm\u0131\u015f Veri<\/strong><\/p><ul><li>\u0130nsan kat\u0131l\u0131mc\u0131lardan pozlanm\u0131\u015f ifade verileri toplan\u0131rken, veriler her zaman kirli olacakt\u0131r. Garantilidir.<\/li><li>\u00c7o\u011fu insan her hedef ifadeye ula\u015famaz. Saf y\u00fcz eylemi verisi bulmak nadirdir. Kat\u0131l\u0131mc\u0131lar saf olmayan ifadeler sergiledi\u011finde, bunun nedeni ya yanl\u0131\u015f y\u00fcz eylemini sergilemeleri ya da hedef olmayan ek y\u00fcz kaslar\u0131n\u0131 kullanmadan hedef ifadeyi izole edememeleridir.<\/li><li>\u00dcst\u00fcne \u00fcstl\u00fck, veri toplama uzmanlar\u0131 \u00e7o\u011fu zaman kat\u0131l\u0131mc\u0131n\u0131n hedef ifadeye ula\u015f\u0131p ula\u015fmad\u0131\u011f\u0131n\u0131 bile s\u00f6yleyememektedir. Bu bilgi eksikli\u011fi veri toplama uzmanlar\u0131n\u0131n hatas\u0131 de\u011fil, daha ziyade X \u015eirketinin yanl\u0131\u015f \u00f6ncelikleri ve do\u011fru yetenekleri i\u015fe alma veya elde tutma konusundaki dikkat eksikli\u011finden kaynaklanmaktad\u0131r.<\/li><\/ul><p><strong>K\u00f6t\u00fc Veri Etiketleme<\/strong><\/p><ul><li>M\u00fchendislik yeteneklerine a\u015f\u0131r\u0131 odaklanma nedeniyle \u015firketler genellikle veri etiketleme rollerine \u00f6ncelik vermeyi ihmal etmektedir. Bunun yerine, ek a\u00e7\u0131klama \u00e7abalar\u0131 genellikle belirli bir uzmanl\u0131\u011f\u0131 olmayan y\u00fckleniciler i\u00e7in belirlenmi\u015f d\u00fc\u015f\u00fck seviyeli pozisyonlar olarak ele al\u0131n\u0131r.<\/li><li>\u00c7ok az deneyimle i\u015fe ba\u015flayan y\u00fckleniciler sonunda uzmanl\u0131k kazanacak kadar verilerle uyumlu hale gelebilir; ancak bu nadiren ger\u00e7ekle\u015fir, \u00e7\u00fcnk\u00fc s\u00f6zle\u015fmeli etiketleme rolleri genellikle y\u00fcksek devir oran\u0131na sahiptir.<\/li><\/ul><p><strong>Bilin\u00e7siz Sanat Se\u00e7imleri<\/strong><\/p><ul><li>Sanat\u0131n teknolojiyi, teknolojinin de sanat\u0131 anlamas\u0131 \u00f6nemlidir. Teknoloji \u015firketlerinde sanat ve m\u00fchendislik aras\u0131nda \u015fa\u015f\u0131rt\u0131c\u0131 bir kopukluk var. \u00c7o\u011fu durumda, iyi izleyiciler, izleyicilerin kendileri nedeniyle de\u011fil, perde arkas\u0131nda olgunla\u015fmam\u0131\u015f teknolojiyle m\u00fccadele etmek i\u00e7in yap\u0131lan sanatsal se\u00e7imler nedeniyle iyi g\u00f6r\u00fcn\u00fcyor. Sanat ve m\u00fchendislik aras\u0131ndaki bo\u015flu\u011fu doldurmak i\u00e7in daha fazla kaynak harcanmal\u0131d\u0131r.<\/li><\/ul><h2>Memoji ve Yanl\u0131\u015f Pozitif Ka\u015f D\u00fc\u015f\u00fcrmeye Geri D\u00f6n<\/h2><p>Bu yaz\u0131n\u0131n ba\u015f\u0131nda da belirtildi\u011fi gibi, Memoji ne zaman g\u00fcl\u00fcmsememi yans\u0131tmaya \u00e7al\u0131\u015fsa, ka\u015f\u0131m\u0131n i\u00e7 k\u00f6\u015felerinde gereksiz bir ka\u015f al\u00e7altma eklemesi oluyor. Yine, bu ekleme \u00e7e\u015fitli g\u00fcl\u00fcmseme t\u00fcrlerinde devam ediyor.<\/p><p>A\u015fa\u011f\u0131daki grafik, veri kalitesi ve sanat aras\u0131ndaki etkile\u015fimin \u00e7e\u015fitli ifadeleri nas\u0131l olumsuz y\u00f6nde etkileyebilece\u011fini ve g\u00fcl\u00fcmsemelerde ka\u015flar\u0131n d\u00fc\u015fmesi gibi sorunlara neden olabilece\u011fini g\u00f6steren bir \u00f6rnektir.<\/p><p><span style=\"text-decoration: underline;\">NOT<\/span>: Elbette algoritman\u0131n kendisiyle ilgili sorunlar da dahil olmak \u00fczere birden fazla potansiyel neden olabilir; ancak bu taslak, belirli bir dizi ko\u015fulla belirli bir senaryoyu vurgulamak i\u00e7in yap\u0131lm\u0131\u015ft\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2209aca elementor-widget elementor-widget-image\" data-id=\"2209aca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"527\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2025\/03\/face-tracking-avatars-FACS-issues.webp?fit=900%2C527&amp;ssl=1\" class=\"attachment-large size-large wp-image-12234\" alt=\"FACS \u015fekillerini kullanarak y\u00fcz izleme ve avatarlar\u0131n sorunlar\u0131n\u0131n diyagram\u0131\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2025\/03\/face-tracking-avatars-FACS-issues.webp?w=900&amp;ssl=1 900w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2025\/03\/face-tracking-avatars-FACS-issues.webp?resize=300%2C176&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2025\/03\/face-tracking-avatars-FACS-issues.webp?resize=768%2C450&amp;ssl=1 768w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2025\/03\/face-tracking-avatars-FACS-issues.webp?resize=18%2C12&amp;ssl=1 18w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-615d487 elementor-widget elementor-widget-text-editor\" data-id=\"615d487\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>Par\u00e7alara Ay\u0131rma<\/h2><p><em>Burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131 ve \u00fcst dudak kald\u0131r\u0131c\u0131<\/em> birbirine benzeyen iki y\u00fcz eylemidir.<\/p><ul><li>Hem veri toplama d\u00fczeyinde hem de veri etiketleme d\u00fczeyinde genellikle birbirleriyle kar\u0131\u015ft\u0131r\u0131l\u0131rlar.<\/li><li>Teknoloji \u015firketleri veri kalitesine gerekti\u011fi gibi yat\u0131r\u0131m yapmad\u0131klar\u0131 i\u00e7in, genellikle veri kalitesinin nas\u0131l ay\u0131rt edilece\u011fini do\u011fru bir \u015fekilde tan\u0131mlayabilen veya a\u00e7\u0131klayabilen \u00e7al\u0131\u015fanlar yeti\u015ftirmezler. <em>burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131<\/em> ve <em>\u00fcst dudak y\u00fckseltici<\/em>.<\/li><li>Hem veri toplama hem de veri etiketlemedeki hatalar fark edilmiyor ve yetenekler izleme hatalar\u0131n\u0131 yakalayam\u0131yor.<\/li><\/ul><p>Sanatta yayg\u0131n olarak kullan\u0131lan bir teknik de <em>\u00fcst dudak y\u00fckseltici<\/em> g\u00fcl\u00fcmsemeler i\u00e7in birle\u015fik \u015fekil eklentisi olarak.<\/p><ul><li>Dudak k\u00f6\u015fesi \u00e7ektirme hareketi, g\u00fcl\u00fcmseme yo\u011fun oldu\u011funda \u00fcst duda\u011f\u0131 kald\u0131rd\u0131\u011f\u0131 i\u00e7in, bir\u00e7ok ki\u015fi bu hareketin <em>\u00fcst dudak kald\u0131r\u0131c\u0131.\u00a0<\/em>Bu o kadar basit de\u011fil.<\/li><li>Bir\u00e7ok sanat\u00e7\u0131 <em>\u00fcst dudak y\u00fckseltici\u00a0<\/em>ile birle\u015ftirmek i\u00e7in \u015fekil\u00a0<em>dudak k\u00f6\u015fe \u00e7ektirmesi <\/em>g\u00fc\u00e7l\u00fc bir g\u00fcl\u00fcmseme yaratmak i\u00e7in. <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/melindaozel.com\/building-smiles-the-right-way\/\" target=\"_blank\" rel=\"noopener noreferrer\">Daha fazla ayr\u0131nt\u0131 burada.<\/a><\/span><\/li><li>Estetik ve do\u011fruluk sorunlar\u0131 bir yana, g\u00f6ze \u00e7arpan bir sorun devam ediyor: E\u011fer <em>\u00fcst dudak y\u00fckseltici<\/em> ba\u011fl\u0131 oldu\u011fu <em>burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131,<\/em> g\u00fc\u00e7l\u00fc bir g\u00fcl\u00fcmseme ba\u015flat\u0131ld\u0131\u011f\u0131nda, harekete ge\u00e7ecektir <em>\u00fcst dudak kald\u0131r\u0131c\u0131,<\/em> bu da daha sonra <em>burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131<\/em>. Bu nedenle, biri g\u00fcl\u00fcmsedi\u011finde ka\u015flar\u0131 a\u015fa\u011f\u0131 inecektir. K\u00f6t\u00fc.<\/li><\/ul><p>Veri kalitesine yeterince dikkat edilmiyor.<br \/>Sanata yeterince de\u011fer verilmiyor.<\/p><h2>Sorunun D\u00fczeltilmesi<\/h2><p>En basit \u00e7\u00f6z\u00fcm? <a href=\"https:\/\/melindaozel.com\/reasons-the-facs-manual-is-not-for-you\/\" target=\"_blank\" rel=\"noopener\"><b>FACS'den uzakla\u015f\u0131n ve y\u00fcz anatomisine e\u011filin.<\/b><\/a> Yanl\u0131\u015f pozitifli\u011fi azaltmak i\u00e7in en kolay \u00e7\u00f6z\u00fcm<em> burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131<\/em> ve <em>\u00fcst dudak y\u00fckseltici<\/em> bu eylemlerin arkas\u0131ndaki kaslar\u0131n \u00f6zelliklerini onurland\u0131rmakt\u0131r.<\/p><p>Anatomik a\u00e7\u0131dan bak\u0131ld\u0131\u011f\u0131nda, ne levator palpebrae superioris (<em>\u00fcst dudak y\u00fckseltici<\/em> kas\u0131) veya levator palpebrae superioris alaeque nasi (<em>burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131<\/em> kas\u0131) ka\u015flar\u0131 indirir. Sadece FACS y\u00fcz kodlama kurallar\u0131n\u0131n s\u0131n\u0131rlar\u0131 dahilinde ka\u015f al\u00e7altma burun k\u0131r\u0131\u015fmas\u0131na ba\u011flan\u0131r.\u00a0<\/p><p>Basit\u00e7e yaparsan\u0131z kendinizi ba\u015f a\u011fr\u0131s\u0131ndan kurtarabilirsiniz:<\/p><ol><li><strong>Etiketleme kurallar\u0131n\u0131z\u0131, ka\u015f indiriciyi ka\u015f kald\u0131r\u0131c\u0131dan ayr\u0131 bir eylem olarak s\u0131n\u0131fland\u0131racak \u015fekilde yeniden tasarlay\u0131n <em>burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131<\/em><\/strong><\/li><li><strong>Kar\u0131\u015f\u0131m \u015fekillerinizi bir <em>burun k\u0131r\u0131\u015ft\u0131r\u0131c\u0131<\/em> do\u011fal ka\u015f d\u00fc\u015f\u00fcrme olmadan<\/strong><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Y\u00fcz izleyiciler ve avatarlar neden yanl\u0131\u015f pozitif ka\u015f d\u00fc\u015f\u00fcrme sorunu ya\u015f\u0131yor? Burada temel nedeni ara\u015ft\u0131r\u0131yor ve \u015fa\u015f\u0131rt\u0131c\u0131 derecede basit bir \u00e7\u00f6z\u00fcm \u00f6neriyoruz.<\/p>","protected":false},"author":60486633,"featured_media":2680,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[676756913,676756994,676756915,676757008,676756993],"tags":[676757222,676757219],"class_list":["post-2678","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-action-units","category-ar-vr","category-facial-expressions","category-free","category-tech","tag-face-tracking","tag-facial-action-coding-system-facs","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>ARKit &amp; Other Face Tracking Mistakes - Face the FACS | Facial Expressions in Animation, AI, &amp; Behavior<\/title>\n<meta name=\"description\" content=\"Why do face trackers and avatars suffer from false positive brow lowering? 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