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顔認証・顔識別周りのサーベイ

Shintaro Yoshida
March 02, 2021
30

 顔認証・顔識別周りのサーベイ

Shintaro Yoshida

March 02, 2021
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  1. إೝূͱإࣝผͷҧ͍ • Face Identi fi cation إࣝผ 
 1 ର

    ଟͷྨࣅ౓൑ఆ 
 Ex) Google Photo΍Facebookͷը૾಺ͷਓΛಛఆɾਪન • Face Veri fi cation إೝূ 
 1 ର 1ͷྨࣅ౓൑ఆ 
 Ex) iPhone 8Ҏ߱ʹಋೖ͞Εͨإೝূٕज़
  2. إೝূͱσʔληοτ • Face Identi fi cation إࣝผ 
 1 ର

    ଟͷྨࣅ౓൑ఆ 
 Ex) Google Photo΍Facebookͷը૾಺ͷਓΛಛఆɾਪન • Face Veri fi cation إೝূ 
 1 ର 1ͷྨࣅ౓൑ఆ 
 Ex) iPhone 8Ҏ߱ʹಋೖ͞Εͨإೝূٕज़
  3. DeepFace(2014) • ֶशͷࡍʹ͸ɺ෼ྨ໰୊(Cross Entropy Loss, 4030 Class, SFC Dataset) •

    ධՁͷࡍʹ͸ɺLFWσʔληοτͷશͯͷPairʹSVMͰ2Ϋϥε෼ྨ
 (Face Veri fi cationͷͨΊ)
  4. ݱঢ়Α͘࢖ΘΕΔσʔληοτ • LFW 
 6000ਓͰ1ສຕ • VGGFace2 
 Celebͷࣸਅ
 Crop

    Bounding Box෇͖ 
 ެ։͞Ε͍͕ͯͨɺ࡟আ 
 VGG FaceͷΈ࢖༻Մೳ • MS-Celeb-1M 
 69ສͷਓؒ 500ສຕ 
 Ұൠͷਓ΋͓ࣸͬͯΓݱࡏඇެ։
  5. ݱঢ়ͷσʔληοτͷ໰୊఺ 1 • (1) Cross-Pose Face Recogntion 
 ਖ਼໘Λ޲͍ͨը૾͕গͳ͍ •

    (2) Cross-Age Face Recognition
 ܦ೥มԽ 
 ೥ྸΛߟྀͨ͠σʔληοτ͕࡞੒ • (3) Makeup Face Recognition 
 ϝʔΫΛ͢Δͱ൑ఆ͕೉͍͠ • (4) NIR-VIC Face Recognition 
 ҉͍γʔϯͰͷFRͷ໰୊
  6. ݱঢ়ͷσʔληοτͷ໰୊఺ 2 • (5) Low-Resolution Face Recognition 
 ը࣭͕௿͍ͱ೉͍͠ •

    (6) Photo-Sketch Face Recognition • (7) Low-Shot Face Recognition
 ࣮༻্ɺগͳ͍σʔλͰإࣝผΛ͢Δඞཁ͕͋Δ • (8) Set/Template Based Face Recognition 
 ը૾ͱಈըͷू߹Λѻ͏ • (9) Video Face Recognition
 ಈըͰͷԠ༻͸೉͍͠
  7. ݱঢ়ͷσʔληοτͷ໰୊఺ 3 • (10) 3D Face Recognition • (11) Partial

    Face Recognition 
 إͷҰ෦ͷΈ༩͑ΒΕ͍ͯΔ࣌ • (12) Face Anti-Spoo fi ng 
 ଟछଟ༷ͳAttackʹରԠ͠ͳ͍ͱ͍͚ͳ͍ • (13) Face Recognition for Mobile Device 
 ϞόΠϧͰFRͰ͖Δ͔Ͳ͏͔