{"id":57871,"date":"2025-07-09T10:12:06","date_gmt":"2025-07-09T08:12:06","guid":{"rendered":"https:\/\/www.invarena.cz\/?p=57871"},"modified":"2025-07-09T10:12:07","modified_gmt":"2025-07-09T08:12:07","slug":"odhaluji-falesna-videa","status":"publish","type":"post","link":"https:\/\/www.invarena.cz\/?p=57871","title":{"rendered":"Odhaluj\u00ed fale\u0161n\u00e1 videa"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Radio\u017eurn\u00e1l<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br \/>Zachycuj\u00ed mimiku, mrk\u00e1n\u00ed, dech, napodobuj\u00ed hlas, a to u\u017e t\u00e9m\u011b\u0159 dokonale. \u0158e\u010d je o Deep fake vide\u00edch, kter\u00e1 m\u016f\u017eeme na internetu v\u00eddat \u010d\u00edm d\u00e1l \u010dast\u011bji, jak n\u00e1m s rozpozn\u00e1v\u00e1n\u00edm fale\u0161n\u00fdch vide\u00ed pom\u00e1haj\u00ed technologie? Taky o tom v\u00e1m pov\u00edme podrobn\u011bji v dne\u0161n\u00edm experimentu &#8211; Po\u0159ad z prost\u0159ed\u00ed v\u011bdy a modern\u00edch technologi\u00ed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Doba, kdy um\u011bl\u00e1 inteligence generovala 10 prst\u016f na jedn\u00e9 ruce, je d\u00e1vno pry\u010d. Dnes u\u017e n\u00e1m pro rozpozn\u00e1n\u00ed Deep Fakes nesta\u010d\u00ed pouh\u00fd pohled, proto je zapot\u0159eb\u00ed pou\u017e\u00edt proti technologii jinou technologii, tu, kter\u00e1 fale\u0161n\u00e1 videa dok\u00e1\u017ee spolehliv\u011b odhalit. Te\u010f na n\u00ed pracuj\u00ed v\u011bdci z Fakulty elektrotechnick\u00e9, \u010cesk\u00e9ho Vysok\u00e9ho u\u010den\u00ed technick\u00e9ho. Nat\u00e1\u010dela s nimi dne\u0161n\u00ed rosni\u010dka v\u00edkendov\u00e9ho Radio\u017eurn\u00e1lu. Karol\u00edna Burdov\u00e1.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 2,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Uvid\u00edme n\u011bco, co vypad\u00e1 jako klasick\u00e1 sc\u00e9na pr\u00e1v\u011b z t\u011bch televizn\u00edch zpr\u00e1v, ale ve skute\u010dnosti to nen\u00ed, je to zcela syntetick\u00fd obsah. Ti lidi vlastn\u011b nikdy neexistovali a nikdy ne\u0159ekli to, co by \u0159ekli.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 3,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Vypad\u00e1 to autenticky. My vlastn\u011b vid\u00edme moder\u00e1tory televizn\u00edch zpr\u00e1v, opravdu m\u00e1me pocit, \u017ee se d\u00edv\u00e1me na n\u011bco opravdov\u00e9ho, jak tady, ale my m\u016f\u017eeme poznat, \u017ee je to Deep fake?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 2,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>No, velice t\u011b\u017eko. Na prvn\u00ed pohled to nepozn\u00e1me, ani na druh\u00fd, ani na zevrubn\u00fd pohled, to je velmi obt\u00ed\u017en\u00e9 poznat.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Karol\u00edna Burdov\u00e1, redaktorka<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Na \u010cesk\u00e9m vysok\u00e9m u\u010den\u00ed technick\u00e9m se odhalov\u00e1n\u00edm Deep fake\u016f zab\u00fdv\u00e1 Jan \u010cech. Ukazuje mi video, kter\u00e9 vytvo\u0159il nejnov\u011bj\u0161\u00ed model od firmy Google.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 2,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Je to pro synnematick\u00e9 \u00fa\u010dely, pro filmmakery, velice rychle vytvo\u0159\u00edte film, na kter\u00fd se lidi m\u016f\u017eou d\u00edvat a nebude to st\u00e1t miliony dolar\u016f, ale je to zneu\u017eiteln\u00e9.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 3,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Jak tedy slo\u017eit\u00e9 nebo tedy sp\u00ed\u0161e jednoduch\u00e9, je takov\u00e9 video vytvo\u0159it?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 2,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>P\u0159edstavuj si, \u017ee \u010dlov\u011bk nap\u00ed\u0161e text, co m\u00e1 na tom videu b\u00fdt a ono to prost\u011b ud\u011bl\u00e1 n\u011bco.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 3,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>To znamen\u00e1, \u017ee to zvl\u00e1dne i laik.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 2,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Ano, ano. Je samoz\u0159ejm\u011b takov\u00e9to pro in\u017een\u00fdring, \u017ee aby v\u00e1s to poslouchalo, abyste dos\u00e1hla opravdu toho, co chcete, tak to vy\u017eaduje ur\u010dit\u00e9 \u00fasil\u00ed, ale vlastn\u011b tro\u0161ku zku\u0161enost\u00ed, to je mo\u017en\u00e9 dos\u00e1hnout.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Karol\u00edna Burdov\u00e1, redaktorka<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Paradoxn\u011b plat\u00ed, \u017ee \u010d\u00edm jednodu\u0161\u0161\u00ed je fale\u0161n\u00e9 video vytvo\u0159it, t\u00edm t\u011b\u017e\u0161\u00ed je ho odhalit. Vznik\u00e1 tak pomysln\u00fd z\u00e1vod mezi tv\u016frci Deep Fake\u016f a jejich detekc\u00ed. Podobn\u011b jako mezi viry a antiviry.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 2,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Je to t\u011b\u017e\u0161\u00ed a t\u011b\u017e\u0161\u00ed. Kdybych m\u011bl jaksi extrapolovat. Ten trend bych \u0159ekl, \u017ee za chv\u00edli u\u017e to bude zcela nemo\u017en\u00e9. Bude pot\u0159eba pou\u017e\u00edvat n\u011bjak\u00fd n\u00e1stroj, abych to poznal, ale ten n\u00e1stroj mi d\u00e1v\u00e1 spolehlivost jenom zase na gener\u00e1tory, kter\u00e9 zn\u00e1, a program\u00e1tor, kter\u00e9 nezn\u00e1, to vlastn\u011b poznat nedok\u00e1\u017ee.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Karol\u00edna Burdov\u00e1, redaktorka<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Podle \u010cecha to tak znamen\u00e1 jedin\u00e9, ani ty nejlep\u0161\u00ed detektory zat\u00edm nefunguj\u00ed stoprocentn\u011b spolehliv\u011b, jsou toti\u017e natr\u00e9novan\u00e9 hledat v obraze neviditeln\u00e9 stopy, ale i ony funguj\u00ed jen tehdy, pokud u\u017e maj\u00ed p\u0159\u00edklady podobn\u00fdch vide\u00ed, na kter\u00fdch se mohli takzvan\u011b u\u010dit.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 2,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>M\u00e1me n\u011bkolik p\u0159\u00edstup\u016f, m\u00e1me sad\u016f generovan\u00fdch obr\u00e1zk\u016f syntetick\u00fdch, sad\u016f re\u00e1ln\u00fdch, sna\u017e\u00edme se rozpoznat, kter\u00fd je kter\u00fd, to funguje velice dob\u0159e, ale pokud nem\u00e1m k tr\u00e9novac\u00ed sad\u011b gener\u00e1tor, kter\u00fd pak chci detekovat, tak nem\u00e1m \u0161anci. Pak dal\u0161\u00ed v\u011bc je, \u017ee neu\u010d\u00edm model \u00fapln\u011b od nuly, ale pou\u017e\u00edv\u00e1m n\u011bjak\u00fd case found model, to je velk\u00fd model, kter\u00fd vid\u011bl v z\u00e1sad\u011b cel\u00fd internet a kter\u00fd poskytuje reprezentaci takovou, kter\u00e1 je vhodn\u00e1 k detekci pr\u00e1v\u011b t\u011bchhle t\u011bch fejk\u016f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Karol\u00edna Burdov\u00e1, redaktorka<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>V\u011bdci tedy ve zkratce proti um\u011bl\u00e9 inteligenci vyu\u017e\u00edvaj\u00ed taky um\u011blou inteligenci a sna\u017e\u00ed se s nejnov\u011bj\u0161\u00ed technologi\u00ed udr\u017eet krok. Deep Faky zkoumaj\u00ed v\u011bdci taky na Univerzit\u011b Karlov\u011b ve v\u00fdzkumu, kter\u00e9ho se z\u00fa\u010dastnilo asi 3000 respondent\u016f, zjistili, \u017ee \u010ce\u0161i jsou v odhalov\u00e1n\u00ed fale\u0161n\u00fdch vide\u00ed pom\u011brn\u011b \u00fasp\u011b\u0161n\u00ed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 4,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Pouze 15 % jich selh\u00e1v\u00e1 s t\u00edm, \u017ee tohle konkr\u00e9tn\u00ed m\u011b\u0159en\u00ed m\u00e1me nam\u011b\u0159en\u00e9 v\u00edckr\u00e1t, b\u011bhem roku a p\u016fl \u010dty\u0159ikr\u00e1t a to \u010d\u00edslo z\u016fst\u00e1v\u00e1 konstantn\u00ed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Karol\u00edna Burdov\u00e1, redaktorka<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Podle datov\u00e9ho analytika Luk\u00e1\u0161e Kutila jsou v odhalov\u00e1n\u00ed DeepSeek vide\u00ed nej\u00fasp\u011b\u0161n\u011bj\u0161\u00ed \u010ce\u0161i ve st\u0159edn\u00edm v\u011bku.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 4,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Lid\u00e9, kte\u0159\u00ed h\u016f\u0159e identifikuj\u00ed Deep fake, jsou paradoxn\u011b ti nejmlad\u0161\u00ed, jsou to lid\u00e9 pod 24 let, tito lid\u00e9 maj\u00ed v podstat\u011b mnohem m\u00e9n\u011b kontextu pro sledov\u00e1n\u00ed vide\u00ed, ne\u017e maj\u00ed star\u0161\u00ed generace, kte\u0159\u00ed vyrostli je\u0161t\u011b v analogov\u00e9 dob\u011b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Karol\u00edna Burdov\u00e1, redaktorka<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Rozpozn\u00e1v\u00e1n\u00ed Deepfejk\u016f tedy bude podle expert\u016f \u010d\u00edm d\u00e1l slo\u017eit\u011bj\u0161\u00ed. O to d\u016fle\u017eit\u011bj\u0161\u00ed je z\u016fst\u00e1vat obez\u0159etn\u00ed a ov\u011b\u0159ovat informace z v\u00edce zdroj\u016f. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Deep fake videa m\u016f\u017eou \u0161\u00ed\u0159it dezinformace, ovliv\u0148ovat ve\u0159ejn\u00e9 m\u00edn\u011bn\u00ed, po\u0161kozovat reputaci lid\u00ed nebo b\u00fdt zneu\u017eit\u00e9 k vyd\u00edr\u00e1n\u00ed a podvod\u016fm. Odhalovat je se sna\u017e\u00ed krom\u011b v\u011bdc\u016f taky server Demagog. Cz. Zam\u011b\u0159uje se na ov\u011b\u0159ov\u00e1n\u00ed v\u00fdrok\u016f politik\u016f a ve\u0159ejn\u011b zn\u00e1m\u00fdch osobnost\u00ed a t\u00edm p\u0159isp\u00edv\u00e1 k boji proti dezinformac\u00edm. Mluvili jsme s jeho \u0161\u00e9feditorem Janem Frydrychovsk\u00fdm.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 3,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Rozpozn\u00e1v\u00e1n\u00ed deep faku je vlastn\u011b \u010d\u00edm d\u00e1l t\u00edm slo\u017eit\u011bj\u0161\u00ed, jak vy pracujete, jak vy rozpozn\u00e1v\u00e1te Deep fake?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 5,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Ta technologie se vyv\u00edj\u00ed, ty technologie jsou schopn\u00e9 vytvo\u0159it dneska Deep fake, kter\u00fd u\u017e je lidsk\u00fdm okem naprosto nerozeznateln\u00fd, ale po\u0159\u00e1d v\u011bt\u0161ina t\u011bch Deep fake\u016f, se kter\u00fdmi my se setk\u00e1v\u00e1me, je, \u0159ekn\u011bme, nekvalitn\u00edch, tak\u017ee tam jsou r\u016fzn\u00e9 tzv. vizu\u00e1ln\u00ed artefakty, prost\u011b n\u011bjak\u00e9 prvky, kter\u00e9 nep\u016fsob\u00ed p\u0159irozen\u011b a jenom tro\u0161ku. Zku\u0161en\u00fd \u010dlov\u011bk b\u011b\u017en\u00fdm okem jako pozn\u00e1, \u017ee tam n\u011bco nesed\u00ed, \u017ee to video nen\u00ed autentick\u00e9. T\u00fdk\u00e1 se to nap\u0159\u00edklad nep\u0159irozen\u00fdch pohyb\u016f rt\u016f p\u0159i mluven\u00ed nebo pohybu hlavy a v p\u0159\u00edpad\u011b t\u0159eba obr\u00e1zk\u016f generovan\u00fdch um\u011blou inteligenc\u00ed, tam \u010dasto m\u016f\u017eeme vid\u011bt nep\u0159irozen\u00e9 t\u0159eba tvary prst\u016f na rukou a tak d\u00e1l.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 3,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Vy jste zm\u00ednil n\u011bjak\u00e9 ty f\u00edgle, podle kter\u00fdch m\u016f\u017eeme rozpoznat Deep fake, jako t\u0159eba\u017ee zvuk nen\u00ed synchronn\u00ed se rty, t\u0159eba to, jak se pohybuje pusa, nebo \u017ee je na videu v\u00edcero prst\u016f, ne\u017e by m\u011blo b\u00fdt, ale je je\u0161t\u011b n\u011bjak\u00e1 jin\u00e1 mo\u017enost, jak si jako b\u011b\u017en\u00fd u\u017eivatel soci\u00e1ln\u00edch s\u00edt\u00ed m\u016f\u017eu pomoct v rozpozn\u00e1v\u00e1n\u00ed t\u011bchhle t\u011bch fale\u0161n\u00fdch vide\u00ed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 5,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Kdy\u017e jako u\u017eivatel naraz\u00edm na n\u011bjak\u00e9 video, u kter\u00e9ho m\u00e1m podez\u0159en\u00ed, \u017ee se jedn\u00e1 o deepfake, tak je snadn\u00e9 \u0159e\u0161en\u00ed v tom, \u017ee si ud\u011bl\u00e1m sn\u00edmek, respektive screenshot toho videa v n\u011bjak\u00e9m konkr\u00e9tn\u00edm momentu, vlastn\u011b je celkem jedno, v jak\u00e9m momentu a potom ten screenshot si pomoc\u00ed zp\u011btn\u00e9ho vyhled\u00e1v\u00e1n\u00ed obr\u00e1zk\u016f nap\u0159\u00edklad na Googlu vyhled\u00e1m a t\u00edm se dostanu k dal\u0161\u00edm v\u00fdskyt\u016fm toho sam\u00e9ho, videa, anebo ide\u00e1ln\u011b k dal\u0161\u00edm v\u00fdskyt\u016fm toho autentick\u00e9ho p\u016fvodn\u00edho videa, ze kter\u00e9ho byl ten Deep fake vytvo\u0159en\u00fd a potom si m\u016f\u017eu porovnat to autentick\u00e9 video s t\u00edm Deep fakem a u\u017e tam pozn\u00e1m, kter\u00e9 z nich je upraven\u00e9 a kter\u00e9 ne.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 3,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Ta technologie se \u010d\u00edm d\u00e1l zlep\u0161uje. Co budete d\u011blat pak, a\u017e u\u017e to nebude tak viditeln\u00e9? To, \u017ee se jedn\u00e1 o Deep fake.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 5,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Existuj\u00ed technick\u00e9 detek\u010dn\u00ed n\u00e1stroje, kter\u00e9 s ur\u010ditou m\u00edrou pravd\u011bpodobnosti dok\u00e1\u017eou \u0159\u00edci nap\u0159\u00edklad video bylo vygenerovan\u00e9 pomoc\u00ed um\u011bl\u00e9 inteligence, ale ty n\u00e1stroje nejsou dokonal\u00e9 a zejm\u00e9na pracuj\u00ed s n\u011bjakou m\u00edrou pravd\u011bpodobnosti, \u017ee t\u0159eba \u0159eknou, \u017ee na 80 % to video bylo vygenerovan\u00e9 pomoc\u00ed um\u011bl\u00e9 inteligence, co\u017e ale pro n\u00e1s nen\u00ed dostate\u010dn\u00e9. My bychom cht\u011bli m\u00edt stoprocentn\u00ed jistotu a v t\u011bchhle p\u0159\u00edpadech se budeme muset d\u00edvat na nap\u0159\u00edklad anal\u00fdzu \u0161\u00ed\u0159en\u00ed toho videa, kde se poprv\u00e9 objevilo, kdo ho roz\u0161\u00ed\u0159il, jak\u00fdm zp\u016fsobem roz\u0161\u00ed\u0159il, jestli tam jsou n\u011bjak\u00e9 znaky, t\u0159eba n\u011bjak\u00e9 koordinovan\u00e9 akce, jestli to nap\u0159\u00edklad nar\u00e1z roz\u0161\u00ed\u0159ilo v\u00edce \u00fa\u010dt\u016f, kter\u00e9 jsou zjevn\u011b autentick\u00e9.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 3,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Jak\u00e1 je podle v\u00e1s budoucnost t\u011bchhle vide\u00ed a fotografi\u00ed Deep Fakeov\u00fdch?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">mluv\u010d\u00ed 5,<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Mysl\u00edm, \u017ee si budeme muset jako spole\u010dnost zvyknout na to, \u017ee velk\u00e1 spousta obsahu na internetu je pr\u00e1v\u011b vytvo\u0159en\u00e1 pomoc\u00ed um\u011bl\u00e9 inteligence a tak jako jsme si zvykli na to, \u017ee fotky m\u016f\u017eou b\u00fdt upraven\u00e9 pomoc\u00ed Photoshopu a dal\u0161\u00edch n\u00e1stroj\u016f, tak si budeme muset zvyknout i na to, \u017ee to, co je na videu nebo to, co je na audionahr\u00e1vce, nemus\u00ed odpov\u00eddat realit\u011b, tak\u017ee bude nutn\u00e9 b\u00fdt daleko v\u00edce obez\u0159etn\u00fd. Velkou roli bude hr\u00e1t n\u011bjak\u00e1 medi\u00e1ln\u00ed informa\u010dn\u00ed gramotnost, kter\u00e1 samoz\u0159ejm\u011b mus\u00ed za\u010d\u00ednat u\u017e ve \u0161kol\u00e1ch, ale v\u011b\u0159\u00edm, \u017ee jako spole\u010dnost se s t\u00edm nau\u010d\u00edme \u017e\u00edt, proto\u017ee u\u017e jsme se nau\u010dili \u017e\u00edt s Photoshopem a s dal\u0161\u00edmi typy manipulac\u00ed na internetu, tak douf\u00e1m a v\u011b\u0159\u00edm, \u017ee to zvl\u00e1dneme i s t\u011bmi videodeep faky.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Karol\u00edna Burdov\u00e1, redaktorka<br \/>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>Uzav\u00edr\u00e1 \u0161\u00e9f, editor serveru Demagog. CZ Jan Frydrychovsk\u00fd. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Radio\u017eurn\u00e1l.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>Radio\u017eurn\u00e1l Zachycuj\u00ed mimiku, mrk\u00e1n\u00ed, dech, napodobuj\u00ed hlas, a to u\u017e t\u00e9m\u011b\u0159 dokonale. \u0158e\u010d je o Deep fake vide\u00edch, kter\u00e1 m\u016f\u017eeme na internetu v\u00eddat \u010d\u00edm d\u00e1l <a class=\"mh-excerpt-more\" href=\"https:\/\/www.invarena.cz\/?p=57871\" title=\"Odhaluj\u00ed fale\u0161n\u00e1 videa\">[&#8230;]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":40551,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-57871","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zpravy"],"_links":{"self":[{"href":"https:\/\/www.invarena.cz\/index.php?rest_route=\/wp\/v2\/posts\/57871","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.invarena.cz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.invarena.cz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.invarena.cz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.invarena.cz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=57871"}],"version-history":[{"count":0,"href":"https:\/\/www.invarena.cz\/index.php?rest_route=\/wp\/v2\/posts\/57871\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.invarena.cz\/index.php?rest_route=\/wp\/v2\/media\/40551"}],"wp:attachment":[{"href":"https:\/\/www.invarena.cz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=57871"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.invarena.cz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=57871"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.invarena.cz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=57871"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}