{"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\/cs\/arkit-other-face-tracking-mistakes\/","title":{"rendered":"ARKit a dal\u0161\u00ed chyby p\u0159i sledov\u00e1n\u00ed obli\u010deje"},"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>Pro\u010d tolik sledova\u010d\u016f obli\u010deje a avatar\u016f trp\u00ed fale\u0161n\u011b pozitivn\u00edm sn\u00ed\u017een\u00edm obo\u010d\u00ed? Na p\u0159\u00edkladu ARKitu od spole\u010dnosti Apple se v tomto rozboru zab\u00fdv\u00e1me p\u0159\u00ed\u010dinou tohoto probl\u00e9mu a na konci odhalujeme p\u0159ekvapiv\u011b jednoduchou n\u00e1pravu.\u00a0<\/em><\/p><h2>Avatary a \u00fasm\u011bvy: Memoji Edition<\/h2><p>Fale\u0161n\u011b pozitivn\u00ed sn\u00ed\u017een\u00ed obo\u010d\u00ed je roz\u0161\u00ed\u0159en\u00fdm probl\u00e9mem p\u0159i sledov\u00e1n\u00ed obli\u010deje a animaci avatar\u016f. Tyto chyby jsou sice nen\u00e1padn\u00e9, ale mohou zkreslit v\u00fdraz avatara a vn\u00e9st do n\u011bj necht\u011bn\u00e9 n\u00e1znaky smutku, hn\u011bvu nebo obav. V n\u00e1sleduj\u00edc\u00edm videu tento probl\u00e9m demonstruji na z\u00e1t\u011b\u017eov\u00e9m testu Memoji od spole\u010dnosti Apple.<\/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=cs-CZ&#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>Na obr\u00e1zku v\u00fd\u0161e si v\u0161imn\u011bte, jak se v m\u00e9m Memoji \"zrcadl\u00ed\" m\u016fj \u00fasm\u011bv. V\u0161imli jste si n\u011b\u010deho zvl\u00e1\u0161tn\u00edho nebo nep\u0159\u00edjemn\u00e9ho? M\u00e9 vnit\u0159n\u00ed koutky obo\u010d\u00ed jsou chybn\u011b sn\u00ed\u017een\u00e9. P\u0159\u00eddavek chybn\u00e9ho sn\u00ed\u017een\u00ed obo\u010d\u00ed p\u0159etrv\u00e1v\u00e1 u r\u016fzn\u00fdch typ\u016f \u00fasm\u011bv\u016f. P\u0159etrv\u00e1v\u00e1 i u ostatn\u00edch u\u017eivatel\u016f.<\/p><p>Sn\u00ed\u017een\u00e9 vnit\u0159n\u00ed obo\u010d\u00ed spolu se zv\u00fd\u0161en\u00fdm horn\u00edm rtem (zp\u016fsoben\u00e9 <em>vr\u00e1ska na nose <\/em>nebo <em>zved\u00e1k horn\u00edho rtu<\/em>) je \u010dasto spojen s nep\u0159\u00edjemn\u00fdmi emocemi. S \u00fasm\u011bvem negativn\u011b koreluj\u00ed tak\u00e9 sn\u00ed\u017een\u00e9 \u0161pi\u010dky obo\u010d\u00ed. Tyto typy s\u00e9manticky v\u00fdznamn\u00fdch chyb p\u0159i sledov\u00e1n\u00ed mohou ne\u00famysln\u011b implikovat negativn\u00ed sentiment.<\/p><h2>Jak tyto chyby vznikaj\u00ed<\/h2><p>Fale\u0161n\u011b pozitivn\u00ed sn\u00ed\u017een\u00ed obo\u010d\u00ed \u010dasto pramen\u00ed z probl\u00e9m\u016f s kvalitou dat, chyb v ozna\u010dov\u00e1n\u00ed a um\u011bleck\u00fdch rozhodnut\u00ed. Zde jsou d\u016fvody, pro\u010d tyto probl\u00e9my p\u0159etrv\u00e1vaj\u00ed:<\/p><ol><li>Na kvalitu dat nen\u00ed kladen dostate\u010dn\u00fd d\u016fraz.<\/li><li>Um\u011bn\u00ed se nev\u011bnuje dostate\u010dn\u00e1 pozornost.<\/li><\/ol><p>V\u0161ude, kde jsem pracoval, bylo tolik starost\u00ed s naj\u00edm\u00e1n\u00edm in\u017een\u00fdr\u016f se specifick\u00fdm vzd\u011bl\u00e1n\u00edm, \u017ee <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\">po\u010det zam\u011bstnanc\u016f je odebr\u00e1n z jin\u00fdch d\u016fle\u017eit\u00fdch funkc\u00ed.<\/a><\/span><\/p><p>Mnoho vedouc\u00edch pracovn\u00edk\u016f v oblasti technologi\u00ed p\u0159edpokl\u00e1d\u00e1, \u017ee pokud z\u00edskaj\u00ed dostatek dat pro tr\u00e9nink sv\u00e9ho modelu, probl\u00e9my s kvalitou se jednodu\u0161e vy\u0159e\u0161\u00ed samy. Wow! Kouzlo. Tento p\u0159edpoklad \u010dasto funguje na z\u00e1klad\u011b dal\u0161\u00edho (ale fale\u0161n\u00e9ho) p\u0159esv\u011bd\u010den\u00ed, \u017ee existuje pouze zanedbateln\u00e9 procento ne\u010dist\u00fdch dat.<\/p><p>Byl jsem hluboko v datov\u00fdch z\u00e1kopech a pracoval jsem t\u00e9m\u011b\u0159 na v\u0161ech nein\u017een\u00fdrsk\u00fdch pozic\u00edch v oblasti sledov\u00e1n\u00ed tv\u00e1\u0159\u00ed:<\/p><ul><li><strong>pl\u00e1nov\u00e1n\u00ed dat<\/strong> - ur\u010den\u00ed typu dat o vyj\u00e1d\u0159en\u00ed, kter\u00e1 se maj\u00ed shroma\u017e\u010fovat, a zp\u016fsobu jejich shroma\u017e\u010fov\u00e1n\u00ed.<\/li><li><strong>sb\u011br dat<\/strong> - skute\u010dn\u00e1 pr\u00e1ce s \u00fa\u010dastn\u00edky a jejich tr\u00e9nink spr\u00e1vn\u00fdch v\u00fdrazov\u00fdch poloh.<\/li><li><strong>anotace dat<\/strong> - ur\u010dov\u00e1n\u00ed nejlep\u0161\u00edch zp\u016fsob\u016f ozna\u010dov\u00e1n\u00ed orienta\u010dn\u00edch bod\u016f<\/li><li><strong>klasifikace dat<\/strong> - poradenstv\u00ed in\u017een\u00fdr\u016fm ohledn\u011b toho, kter\u00e9 t\u0159\u00eddy by m\u011bly existovat, jak\u00e9 jsou jejich parametry a jak \u0159e\u0161it jejich nevyhnuteln\u00e9 okrajov\u00e9 p\u0159\u00edpady.<\/li><li><strong>zvy\u0161ov\u00e1n\u00ed rozsahu<\/strong> - zajistit, aby pravidla pro anotaci a klasifikaci byla standardizovan\u00e1 a snadno srozumiteln\u00e1 pro masov\u00e9 \u0161t\u00edtkova\u010de.<\/li><li><strong>sledov\u00e1n\u00ed sledov\u00e1n\u00ed<\/strong> - porovn\u00e1n\u00ed z\u00e1kladn\u00ed pravdy s v\u00fdsledky sledov\u00e1n\u00ed<\/li><li><strong>identifikace oblast\u00ed pro zlep\u0161en\u00ed<\/strong> - zji\u0161t\u011bn\u00ed, jak\u00e9 probl\u00e9my existuj\u00ed a jak je lze zlep\u0161it pomoc\u00ed pl\u00e1nov\u00e1n\u00ed, sb\u011bru, anotace a\/nebo klasifikace.<\/li><li><strong>v\u00fdvoj avatara<\/strong> - strategick\u00e9 rozhodov\u00e1n\u00ed o tom, kter\u00e9 tvary up\u0159ednostnit, na z\u00e1klad\u011b kombinace hledisek, jako jsou -<ul><li>kde sledov\u00e1n\u00ed selh\u00e1v\u00e1<\/li><li>jak\u00e9 jsou p\u0159\u00edpady pou\u017eit\u00ed kone\u010dn\u00e9ho produktu<\/li><li>co bude esteticky nejp\u0159\u00edjemn\u011bj\u0161\u00ed.<\/li><li>co je s\u00e9manticky nejd\u016fle\u017eit\u011bj\u0161\u00ed<\/li><\/ul><\/li><\/ul><p>Vzhledem k m\u00e9mu vzd\u011bl\u00e1n\u00ed v oblasti v\u00fdrazov\u00e9 v\u011bdy, anatomie obli\u010deje a rozs\u00e1hl\u00e9 pr\u00e1ci s \u00fadaji o obli\u010deji mohu s jistotou \u0159\u00edci, \u017ee ne\u010dist\u00e1 data jsou p\u0159i sledov\u00e1n\u00ed obli\u010deje z\u00e1sadn\u00edm, nikoliv zanedbateln\u00fdm probl\u00e9mem. Stru\u010dn\u011b \u0159e\u010deno, i kdy\u017e je algoritmus dokonal\u00fd, vznikaj\u00ed probl\u00e9my:<\/p><p><strong>Ne\u010dist\u00e1 posunut\u00e1 data<\/strong><\/p><ul><li>P\u0159i sb\u011bru dat o expresi p\u00f3z od lidsk\u00fdch \u00fa\u010dastn\u00edk\u016f budou data v\u017edy kontaminov\u00e1na. Zaru\u010deno.<\/li><li>V\u011bt\u0161ina lid\u00ed se nedok\u00e1\u017ee trefit do v\u0161ech c\u00edlov\u00fdch v\u00fdraz\u016f. Z\u0159\u00eddkakdy lze nal\u00e9zt \u010dist\u00e1 data o \u010dinnosti obli\u010deje. Pokud \u00fa\u010dastn\u00edci p\u0159edv\u00e1d\u011bj\u00ed ne\u010dist\u00e9 v\u00fdrazy, je to proto, \u017ee bu\u010f zobrazuj\u00ed nespr\u00e1vnou obli\u010dejovou akci, nebo proto, \u017ee nejsou schopni izolovat c\u00edlov\u00fd v\u00fdraz bez pou\u017eit\u00ed dal\u0161\u00edch, nec\u00edlov\u00fdch obli\u010dejov\u00fdch sval\u016f.<\/li><li>Ke v\u0161emu sb\u011bratel\u00e9 dat \u010dasto nedok\u00e1\u017eou ur\u010dit, zda se \u00fa\u010dastn\u00edk v\u016fbec trefuje do c\u00edlov\u00e9ho v\u00fdrazu. Tento nedostatek znalost\u00ed nen\u00ed vinou sb\u011bra\u010d\u016f dat, ale sp\u00ed\u0161e \u0161patn\u011b nastaven\u00fdch priorit spole\u010dnosti X a nedostate\u010dn\u00e9 pozornosti v\u011bnovan\u00e9 naj\u00edm\u00e1n\u00ed nebo udr\u017een\u00ed spr\u00e1vn\u00fdch talent\u016f.<\/li><\/ul><p><strong>\u0160patn\u00e9 ozna\u010dov\u00e1n\u00ed dat<\/strong><\/p><ul><li>Vzhledem k tomu, \u017ee se spole\u010dnosti soust\u0159ed\u00ed na in\u017een\u00fdrsk\u00e9 talenty, obvykle zanedb\u00e1vaj\u00ed up\u0159ednost\u0148ov\u00e1n\u00ed rol\u00ed v oblasti ozna\u010dov\u00e1n\u00ed dat. M\u00edsto toho se s anotacemi \u010dasto zach\u00e1z\u00ed jako s n\u00edzko\u00farov\u0148ov\u00fdmi pozicemi ur\u010den\u00fdmi pro dodavatele bez zvl\u00e1\u0161tn\u00edch odborn\u00fdch znalost\u00ed.<\/li><li>Dodavatel\u00e9, kte\u0159\u00ed za\u010d\u00ednaj\u00ed s mal\u00fdmi zku\u0161enostmi, se nakonec mohou s daty sezn\u00e1mit natolik, \u017ee z\u00edskaj\u00ed odborn\u00e9 znalosti; to se v\u0161ak st\u00e1v\u00e1 jen z\u0159\u00eddka, proto\u017ee role smluvn\u00edch \u0161t\u00edtkova\u010d\u016f maj\u00ed obecn\u011b vysokou fluktuaci.<\/li><\/ul><p><strong>Neinformovan\u00e9 um\u011bleck\u00e9 volby<\/strong><\/p><ul><li>Je d\u016fle\u017eit\u00e9, aby um\u011bn\u00ed rozum\u011blo technice a technika um\u011bn\u00ed. V technologick\u00fdch spole\u010dnostech existuje ohromuj\u00edc\u00ed nesoulad mezi um\u011bn\u00edm a technikou. V mnoha p\u0159\u00edpadech dobr\u00e9 trackery nevypadaj\u00ed dob\u0159e kv\u016fli tracker\u016fm samotn\u00fdm, ale kv\u016fli um\u011bleck\u00fdm rozhodnut\u00edm u\u010din\u011bn\u00fdm v boji proti nevyzr\u00e1l\u00e9 technice v pozad\u00ed. Do p\u0159eklenut\u00ed propasti mezi um\u011bn\u00edm a in\u017een\u00fdrstv\u00edm by se m\u011blo investovat v\u00edce prost\u0159edk\u016f.<\/li><\/ul><h2>Zp\u011bt na Memoji &amp; fale\u0161n\u011b pozitivn\u00ed sn\u00ed\u017een\u00ed obo\u010d\u00ed<\/h2><p>Jak jsem se zm\u00ednil na za\u010d\u00e1tku tohoto p\u0159\u00edsp\u011bvku, kdykoli se Memoji pokus\u00ed zrcadlit m\u016fj \u00fasm\u011bv, zbyte\u010dn\u011b se mi ve vnit\u0159n\u00edch koutc\u00edch obo\u010d\u00ed sn\u00ed\u017e\u00ed obo\u010d\u00ed. Tento p\u0159\u00eddavek op\u011bt p\u0159etrv\u00e1v\u00e1 u r\u016fzn\u00fdch typ\u016f \u00fasm\u011bv\u016f.<\/p><p>N\u00ed\u017ee uveden\u00fd graf je p\u0159\u00edkladem toho, jak m\u016f\u017ee interakce mezi kvalitou dat a um\u011bn\u00edm negativn\u011b ovlivnit r\u016fzn\u00e9 v\u00fdrazy a zp\u016fsobit probl\u00e9my, jako je pokles obo\u010d\u00ed p\u0159i \u00fasm\u011bvu.<\/p><p><span style=\"text-decoration: underline;\">POZN\u00c1MKA<\/span>: P\u0159\u00ed\u010din m\u016f\u017ee b\u00fdt samoz\u0159ejm\u011b v\u00edce, v\u010detn\u011b probl\u00e9m\u016f se samotn\u00fdm algoritmem; tento n\u00e1stin je v\u0161ak vytvo\u0159en s c\u00edlem upozornit na konkr\u00e9tn\u00ed sc\u00e9n\u00e1\u0159 s konkr\u00e9tn\u00edm souborem podm\u00ednek.<\/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=\"sch\u00e9ma problematiky sledov\u00e1n\u00ed obli\u010deje a avatar\u016f pomoc\u00ed tvar\u016f FACS\" 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>Rozd\u011blen\u00ed<\/h2><p><em>Zv\u011bt\u0161ova\u010d nosu a horn\u00edho rtu<\/em> jsou dva podobn\u00e9 obli\u010dejov\u00e9 \u00fakony.<\/p><ul><li>\u010casto se vz\u00e1jemn\u011b zam\u011b\u0148uj\u00ed jak na \u00farovni sb\u011bru dat, tak na \u00farovni jejich ozna\u010dov\u00e1n\u00ed.<\/li><li>Proto\u017ee technologick\u00e9 spole\u010dnosti do kvality dat \u0159\u00e1dn\u011b neinvestuj\u00ed, obvykle si nevychov\u00e1vaj\u00ed zam\u011bstnance, kte\u0159\u00ed by dok\u00e1zali p\u0159esn\u011b identifikovat nebo vysv\u011btlit, jak rozli\u0161it. <em>vr\u00e1ska na nose<\/em> a <em>zved\u00e1k horn\u00edho rtu<\/em>.<\/li><li>Chyby p\u0159i sb\u011bru dat i jejich ozna\u010dov\u00e1n\u00ed z\u016fst\u00e1vaj\u00ed nepov\u0161imnuty a talentovan\u00ed pracovn\u00edci nejsou schopni chyby p\u0159i sledov\u00e1n\u00ed zachytit.<\/li><\/ul><p>B\u011b\u017enou v\u00fdtvarnou technikou je pou\u017eit\u00ed <em>zved\u00e1k horn\u00edho rtu<\/em> jako dopln\u011bk kombinovan\u00e9ho tvaru pro \u00fasm\u011bvy.<\/p><ul><li>Vzhledem k tomu, \u017ee p\u0159i intenzivn\u00edm \u00fasm\u011bvu zved\u00e1 horn\u00ed ret, mnoz\u00ed se domn\u00edvaj\u00ed, \u017ee tento pohyb je synonymem pro \u00fasm\u011bv. <em>zved\u00e1k horn\u00edho rtu.\u00a0<\/em>Tak jednoduch\u00e9 to nen\u00ed.<\/li><li>Mnoho um\u011blc\u016f pou\u017e\u00edv\u00e1 <em>zved\u00e1k horn\u00edho rtu\u00a0<\/em>tvar pro kombinaci s\u00a0<em>stahov\u00e1k roh\u016f rt\u016f <\/em>vytvo\u0159it siln\u00fd \u00fasm\u011bv. <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/melindaozel.com\/building-smiles-the-right-way\/\" target=\"_blank\" rel=\"noopener noreferrer\">V\u00edce informac\u00ed naleznete zde.<\/a><\/span><\/li><li>Nehled\u011b na estetick\u00e9 probl\u00e9my a probl\u00e9my s p\u0159esnost\u00ed z\u016fst\u00e1v\u00e1 zjevn\u00fd probl\u00e9m: Pokud <em>zved\u00e1k horn\u00edho rtu<\/em> je spojen s <em>vr\u00e1sky na nose,<\/em> p\u0159i siln\u00e9m \u00fasm\u011bvu se aktivuje <em>zved\u00e1k horn\u00edho rtu,<\/em> kter\u00fd pak aktivuje <em>vr\u00e1ska na nose<\/em>. Proto kdy\u017e se n\u011bkdo usm\u011bje, jeho obo\u010d\u00ed se sn\u00ed\u017e\u00ed. \u0160patn\u00e9.<\/li><\/ul><p>Kvalit\u011b dat se nev\u011bnuje dostate\u010dn\u00e1 pozornost.<br \/>Um\u011bn\u00ed nen\u00ed dostate\u010dn\u011b oce\u0148ov\u00e1no.<\/p><h2>\u0158e\u0161en\u00ed probl\u00e9mu<\/h2><p>Nejjednodu\u0161\u0161\u00ed oprava? <a href=\"https:\/\/melindaozel.com\/reasons-the-facs-manual-is-not-for-you\/\" target=\"_blank\" rel=\"noopener\"><b>Odstupte od FACS a op\u0159ete se o anatomii obli\u010deje.<\/b><\/a> Nejjednodu\u0161\u0161\u00ed \u0159e\u0161en\u00ed pro sn\u00ed\u017een\u00ed fale\u0161n\u011b pozitivn\u00edho proch\u00e1zen\u00ed prost\u0159ednictv\u00edm<em> vr\u00e1ska na nose<\/em> a <em>zved\u00e1k horn\u00edho rtu<\/em> je ct\u00edt vlastnosti sval\u016f, kter\u00e9 za t\u011bmito \u010dinnostmi stoj\u00ed.<\/p><p>Z anatomick\u00e9ho hlediska nen\u00ed levator palpebrae superioris (<em>zved\u00e1k horn\u00edho rtu<\/em> sval) ani levator palpebrae superioris alaeque nasi (<em>vr\u00e1ska na nose<\/em> sval\u016f) sni\u017euje obo\u010d\u00ed. Pouze v r\u00e1mci pravidel k\u00f3dov\u00e1n\u00ed obli\u010deje FACS je sn\u00ed\u017een\u00ed obo\u010d\u00ed spojeno s vr\u00e1skami na nose.\u00a0<\/p><p>Bolesti hlavy si m\u016f\u017eete u\u0161et\u0159it, pokud jednodu\u0161e:<\/p><ol><li><strong>p\u0159epracovat pravidla pro ozna\u010dov\u00e1n\u00ed tak, aby se spodn\u00ed \u010d\u00e1st obo\u010d\u00ed klasifikovala jako samostatn\u00e1 akce. <em>vr\u00e1ska na nose<\/em><\/strong><\/li><li><strong>p\u0159ed\u011blat tvary sm\u011bs\u00ed tak, aby hostily <em>vr\u00e1ska na nose<\/em> bez p\u0159irozen\u00e9ho sn\u00ed\u017een\u00ed obo\u010d\u00ed<\/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>Pro\u010d u sledova\u010d\u016f obli\u010deje a avatar\u016f doch\u00e1z\u00ed k fale\u0161n\u011b pozitivn\u00edmu sn\u00ed\u017een\u00ed obo\u010d\u00ed? Zde prozkoum\u00e1me hlavn\u00ed p\u0159\u00ed\u010dinu a nab\u00eddneme p\u0159ekvapiv\u011b jednoduchou n\u00e1pravu.<\/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 v27.3 (Yoast SEO v27.3) - 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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