{"id":11325,"date":"2024-09-20T19:58:54","date_gmt":"2024-09-20T16:58:54","guid":{"rendered":"https:\/\/diagnozabam.ro\/sfaturi\/?p=11325"},"modified":"2026-08-31T10:07:40","modified_gmt":"2026-08-31T07:07:40","slug":"detalii-tehnice-ale-metodei-de-detectie-a-deepfake-urilor","status":"publish","type":"post","link":"https:\/\/diagnozabam.ro\/sfaturi\/ro\/blog\/detalii-tehnice-ale-metodei-de-detectie-a-deepfake-urilor\/","title":{"rendered":"Cum Detectezi Deepfake-uri Cu Trucuri din Astronomie"},"content":{"rendered":"

Detalii tehnice ale metodei de detec\u021bie a deepfake-urilor prin astronomie<\/h2>\n

Cercet\u0103torii de la Universitatea din Hull au demonstrat ceva nea\u0219teptat. Principii folosite de zeci de ani pentru studiul galaxiilor pot detecta imagini generate de inteligen\u021ba artificial\u0103. Metoda a fost prezentat\u0103 \u00een iulie 2024. Locul: \u00eent\u00e2lnirea na\u021bional\u0103 de astronomie a Royal Astronomical Society, g\u0103zduit\u0103 chiar de Universitatea Hull.<\/p>\n

Cercetarea a fost condus\u0103 de Adejumoke Owolabi<\/strong>, student\u0103 la master. Coordonarea a apar\u021binut profesorului Kevin Pimbblet<\/strong>, profesor de astrofizic\u0103. Acesta conduce \u0219i Centrul de Excelen\u021b\u0103 pentru Data Science, Inteligen\u021b\u0103 Artificial\u0103 \u0219i Modelare din cadrul universit\u0103\u021bii.<\/p>\n

\n

\u2139\ufe0f Not\u0103 tehnic\u0103:<\/strong> La momentul prezent\u0103rii, cercetarea nu trecuse \u00eenc\u0103 prin recenzie \u0219tiin\u021bific\u0103 (peer review). Nu era publicat\u0103 \u00eentr-o revist\u0103 academic\u0103. Echipa lucra la transformarea studiului \u00eentr-o publica\u021bie formal\u0103. Concluziile de mai jos sunt rezultate preliminare, nu un standard validat definitiv.<\/p>\n<\/blockquote>\n

\n

Ideea de baz\u0103: fizica reflexiilor din ochi<\/h3>\n

Punctul de plecare a fost o observa\u021bie simpl\u0103. \u00centr-o fotografie real\u0103, reflexiile de lumin\u0103 din cei doi ochi ar trebui s\u0103 fie coerente \u00eentre ele. Motivul: ambii ochi reflect\u0103 aceea\u0219i surs\u0103 de lumin\u0103 din mediu, din acela\u0219i unghi general.<\/p>\n

\u00centr-o imagine generat\u0103 de AI, aceast\u0103 coeren\u021b\u0103 se pierde frecvent. Reflexiile pot ar\u0103ta diferit de la un ochi la altul \u2014 alt num\u0103r de surse de lumin\u0103, alt\u0103 form\u0103, alt\u0103 pozi\u021bie. Motivul: modelul generativ nu reconstruie\u0219te scena pe baza unor legi fizice reale. El se bazeaz\u0103 pe tipare statistice \u00eenv\u0103\u021bate din date.<\/p>\n

    \n
  • \u00cen imaginile autentice, cei doi ochi reflect\u0103 identic acelea\u0219i ferestre, lumini de tavan sau alte surse din camer\u0103.<\/li>\n
  • \u00cen imaginile false, reflexiile e\u0219ueaz\u0103 frecvent s\u0103 respecte aceast\u0103 coeren\u021b\u0103.<\/li>\n<\/ul>\n
    \n

    \u26a0\ufe0f AVERTISMENT:<\/strong> Metoda func\u021bioneaz\u0103 pe legi optice de baz\u0103, nu pe recunoa\u0219tere facial\u0103 sau metadate. Nu poate identifica o persoan\u0103. Nu poate confirma identitatea. Verific\u0103 exclusiv dac\u0103 fizica luminii din imagine este plauzibil\u0103.<\/p>\n<\/blockquote>\n

    \n

    M\u0103sur\u0103tori \u00eemprumutate din astronomie<\/h3>\n

    Pentru a cuantifica aceste diferen\u021be, echipa a folosit dou\u0103 instrumente statistice. Ambele au fost dezvoltate ini\u021bial pentru a caracteriza forma \u0219i structura galaxiilor.<\/p>\n

    Sistemul CAS (Concentration, Asymmetry, Smoothness)<\/strong><\/p>\n

    CAS e folosit de astronomi pentru a determina morfologia unei galaxii. El m\u0103soar\u0103 c\u00e2t de concentrat\u0103 e lumina \u00een centru. M\u0103soar\u0103 \u0219i c\u00e2t de asimetric\u0103 e distribu\u021bia. M\u0103soar\u0103, \u00een plus, c\u00e2t de \u201eneted\u0103” sau granular\u0103 arat\u0103 structura.<\/p>\n

      \n
    • O galaxie eliptic\u0103, de exemplu, are o concentra\u021bie mare \u0219i asimetrie\/netezime sc\u0103zute. Lumina e concentrat\u0103 central, cu o structur\u0103 difuz\u0103 spre margini.<\/li>\n
    • Aplicat pe reflexiile din ochi, sistemul CAS nu s-a dovedit un predictor eficient<\/strong>. Concentra\u021bia func\u021bioneaz\u0103 bine pentru o singur\u0103 surs\u0103 punctual\u0103 de lumin\u0103. Reflexiile din ochi apar \u00eens\u0103 adesea ca mai multe pete de lumin\u0103 \u00eempr\u0103\u0219tiate, nu ca un singur punct.<\/li>\n<\/ul>\n

      Indexul Gini<\/strong><\/p>\n

      Indexul Gini vine ini\u021bial din economie, unde m\u0103soar\u0103 inegalitatea veniturilor. \u00cen astronomie, el cuantific\u0103 c\u00e2t de inegal e distribuit\u0103 lumina \u00een imaginea unei galaxii.<\/p>\n

        \n
      • O valoare Gini de 0 \u00eenseamn\u0103 lumin\u0103 distribuit\u0103 perfect uniform pe to\u021bi pixelii.<\/li>\n
      • O valoare Gini de 1 \u00eenseamn\u0103 toat\u0103 lumina concentrat\u0103 \u00eentr-un singur pixel.<\/li>\n
      • Spre deosebire de CAS, indexul Gini analizeaz\u0103 \u00eentreaga distribu\u021bie a pixelilor. Nu se limiteaz\u0103 la un singur punct central. Asta l-a f\u0103cut o abordare mult mai robust\u0103 pentru compararea reflexiilor st\u00e2nga-dreapta.<\/li>\n<\/ul>\n
        \n

        \u2139\ufe0f Not\u0103 tehnic\u0103:<\/strong> Chiar \u00een cuvintele profesorului Pimbblet, indexul Gini \u201eia \u00eentreaga distribu\u021bie a pixelilor”. Poate vedea dac\u0103 valorile sunt distribuite similar \u00eentre st\u00e2nga \u0219i dreapta. E, spune el, \u201eo abordare non-parametric\u0103 robust\u0103” pentru acest tip de compara\u021bie.<\/p>\n<\/blockquote>\n

        \n

        Cum a fost testat\u0103 metoda<\/h3>\n

        Echipa a construit un set de date comparativ, din dou\u0103 surse distincte de imagini:<\/p>\n

          \n
        • Imagini reale<\/strong>: din setul public Flickr-Faces-HQ (FFHQ)<\/strong>. E o colec\u021bie de 70.000 de fotografii de fe\u021be umane, cu varia\u021bie mare de v\u00e2rst\u0103, etnie \u0219i fundal.<\/li>\n
        • Imagini false<\/strong>: generate prin This Person Does Not Exist<\/strong>. Site-ul produce fe\u021be fotorealiste prin arhitectura StyleGAN. Persoana din imagine nu exist\u0103 \u00een realitate.<\/li>\n<\/ul>\n

          Software-ul echipei a detectat automat reflexiile din ochi, \u00een fiecare imagine. Apoi a rulat tr\u0103s\u0103turile morfologice ale acestor reflexii prin sistemul CAS \u0219i prin indexul Gini. Scopul: compararea similarit\u0103\u021bii dintre ochiul st\u00e2ng \u0219i cel drept.<\/p>\n

          \n

          Rezultatele: acurate\u021be, nu certitudine<\/h3>\n

          Metoda bazat\u0103 pe indexul Gini a prezis corect statutul imaginii \u2014 real\u0103 sau fals\u0103 \u2014 \u00een aproximativ 70% din cazuri<\/strong>. Asta echivaleaz\u0103 cu o rat\u0103 de eroare de aproximativ 3 din 10 imagini testate.<\/p>\n

          \n

          \u26a0\ufe0f AVERTISMENT:<\/strong> Profesorul Pimbblet a fost explicit. Metoda \u201enu este un glon\u021b de argint” pentru detectarea imaginilor false. Exist\u0103 fals-pozitive: imagini reale marcate gre\u0219it ca false. Exist\u0103 \u0219i fals-negative: deepfake-uri nedetectate. Metoda ofer\u0103 o baz\u0103 de lucru, nu o solu\u021bie definitiv\u0103.<\/p>\n<\/blockquote>\n

          \n

          Tabel comparativ: cele dou\u0103 instrumente statistice<\/h3>\n
          \n\n\n\n\n\n\n
          Instrument<\/th>\nOrigine<\/th>\nCe m\u0103soar\u0103<\/th>\nEficien\u021b\u0103 pe reflexii oculare<\/th>\n<\/tr>\n<\/thead>\n
          Sistem CAS<\/td>\nMorfologie galactic\u0103<\/td>\nConcentrare, asimetrie, netezime<\/td>\nIneficient \u2014 optimizat pentru un singur punct de lumin\u0103<\/td>\n<\/tr>\n
          Index Gini<\/td>\nEconomie \u2192 astronomie<\/td>\nInegalitatea distribu\u021biei luminii pe to\u021bi pixelii<\/td>\nEficient \u2014 surprinde diferen\u021be fine st\u00e2nga-dreapta<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
          \n

          Limit\u0103ri \u0219i aplicabilitate real\u0103<\/h3>\n
            \n
          • Metoda depinde de reflexii clare \u0219i vizibile \u00een ochi. Asta nu se \u00eent\u00e2mpl\u0103 \u00een toate fotografiile \u2014 unghiuri nefavorabile, ochelari, iluminare slab\u0103 pot bloca metoda.<\/li>\n
          • Rata de 70% acurate\u021be e util\u0103 ca instrument suplimentar de screening. Nu e un verdict final \u00eentr-un context critic \u2014 juridic, jurnalistic sau de securitate.<\/li>\n
          • Modelele generative viitoare ar putea \u00eenv\u0103\u021ba s\u0103 corecteze exact acest tip de inconsisten\u021b\u0103 fizic\u0103. Eficien\u021ba metodei ar sc\u0103dea, \u00een timp.<\/li>\n<\/ul>\n
            \n

            Dualitatea oric\u0103rei cercet\u0103ri \u00een domeniu<\/h3>\n

            Orice metod\u0103 de detec\u021bie publicat\u0103 risc\u0103 ceva. Poate deveni, indirect, un ghid pentru \u00eembun\u0103t\u0103\u021birea generatoarelor de imagini false. Dac\u0103 un model AI e antrenat s\u0103 corecteze exact aceste inconsisten\u021be, metoda \u00ee\u0219i pierde din eficien\u021b\u0103.<\/p>\n

            Aceast\u0103 tensiune r\u0103m\u00e2ne activ\u0103 \u00een comunitatea de cercetare AI. Pe de o parte, transparen\u021ba \u0219tiin\u021bific\u0103 e necesar\u0103 pentru validarea unei descoperiri. Pe de alt\u0103 parte, aceea\u0219i descoperire poate \u00eembun\u0103t\u0103\u021bi tehnologia pe care \u00eencearc\u0103 s-o contracareze.<\/p>\n

            \n

            Concluzie<\/h3>\n

            Sistemul CAS \u0219i indexul Gini sunt instrumente consacrate \u00een astrofizic\u0103. Aplicarea lor la detectarea deepfake-urilor arat\u0103 ceva important. Principiile matematice pot fi transferate \u00eentre domenii aparent f\u0103r\u0103 leg\u0103tur\u0103. Echipa de la Universitatea din Hull a ob\u021binut o acurate\u021be de aproximativ 70%, prin indexul Gini. Rezultatul nu e o solu\u021bie definitiv\u0103. Este \u00eens\u0103 un instrument suplimentar, bazat pe legi fizice verificabile, \u00een arsenalul tot mai necesar \u00eempotriva imaginilor generate artificial.<\/p>\n","protected":false},"excerpt":{"rendered":"

            Detalii Tehnice ale Metodei de Detec\u021bie a Deepfake-urilor   Utilizarea tehnicilor avansate din astronomie pentru detectarea fe\u021belor deepfake reprezint\u0103 o abordare inovatoare \u00een combaterea dezinform\u0103rii \u0219i a fraudei digitale. Cercet\u0103torii…<\/p>\n","protected":false},"author":1,"featured_media":11326,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_sitemap_exclude":false,"_sitemap_priority":"","_sitemap_frequency":"","footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[1593],"tags":[5018,2758,4661,13888,2421,5030],"class_list":["post-11325","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-it","tag-astronomie","tag-deepfake","tag-dezinformare","tag-imagini-ai","tag-inteligenta-artificiala","tag-securitate-digitala"],"yoast_head":"\nCum Detectezi Deepfake-uri Cu Trucuri din Astronomie - DBAM<\/title>\n<meta name=\"description\" content=\"Cercet\u0103torii au adaptat metode folosite pentru galaxii ca s\u0103 detecteze deepfake-uri prin reflexiile din ochi. 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Subiectul gauri negre 2026 domina\u2026","rel":"","context":"\u00cen \u201e\u0218tiri\u201d","block_context":{"text":"\u0218tiri","link":"https:\/\/diagnozabam.ro\/sfaturi\/ro\/category\/stiri\/"},"img":{"alt_text":"MIT BlackHoleJet 01 press","src":"https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2025\/12\/ciorna-automata-mfrh-original.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2025\/12\/ciorna-automata-mfrh-original.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2025\/12\/ciorna-automata-mfrh-original.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2025\/12\/ciorna-automata-mfrh-original.webp?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2025\/12\/ciorna-automata-mfrh-original.webp?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2025\/12\/ciorna-automata-mfrh-original.webp?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":9171,"url":"https:\/\/diagnozabam.ro\/sfaturi\/ro\/blog\/cercetare-recenta-sugereaza-o-similaritate-mai-mare-intre-culorile-gigantilor-de-gheata-uranus-si-neptun-decat-se-credea-initial\/","url_meta":{"origin":11325,"position":2},"title":"Cercetare Recent\u0103 Sugereaz\u0103 O Similaritate Mai Mare \u00eentre Culorile Gigan\u021bilor de Ghea\u021b\u0103 Uranus \u0219i Neptun Dec\u00e2t Se Credea Ini\u021bial","author":"Bejenaru Alexandru Ionut","date":"1 februarie 2024","format":false,"excerpt":"\u00cen ultimul timp, o descoperire remarcabil\u0103 a fascinat comunitatea \u0219tiin\u021bific\u0103 \u0219i publicul pasionat de astronomie: adev\u0103ratele culori ale planetelor gigante, Uranus \u0219i Neptun, par s\u0103 fie mai similare dec\u00e2t s-a\u2026","rel":"","context":"\u00cen \u201e\u0218tiin\u021b\u0103\u201d","block_context":{"text":"\u0218tiin\u021b\u0103","link":"https:\/\/diagnozabam.ro\/sfaturi\/ro\/category\/stiinta\/"},"img":{"alt_text":"cercetare recenta sugereaza o similaritate mai mare intre culorile gigantilor de gheata uranus si neptun decat se credea initial","src":"https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2024\/01\/cercetare-recenta-sugereaza-o-similaritate-mai-mare-intre-culorile-gigantilor-de-gheata-uranus-si-neptun-decat-se-credea-initial.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2024\/01\/cercetare-recenta-sugereaza-o-similaritate-mai-mare-intre-culorile-gigantilor-de-gheata-uranus-si-neptun-decat-se-credea-initial.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/diagnozabam.ro\/sfaturi\/wp-content\/uploads\/2024\/01\/cercetare-recenta-sugereaza-o-similaritate-mai-mare-intre-culorile-gigantilor-de-gheata-uranus-si-neptun-decat-se-credea-initial.webp?resize=525%2C300&ssl=1 1.5x"},"classes":[]},{"id":35027,"url":"https:\/\/diagnozabam.ro\/sfaturi\/ro\/blog\/explozia-supernovelor-2026-ce-au-observat-telescoapele\/","url_meta":{"origin":11325,"position":3},"title":"Explozia supernovelor 2026: ce au observat telescoapele","author":"Bejenaru Alexandru Ionut","date":"22 decembrie 2025","format":false,"excerpt":"Explozia supernovelor 2026 a devenit unul dintre cele mai discutate subiecte din astronomie dupa ce mai multe telescoape de ultima generatie au surprins fenomene extrem de rare. 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