How Does Your Phone Know Your Face?
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How Does Your Phone Know Your Face?
7 просмотров · 4 дн. назад
AkwasiAcademy
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7 просмотров · 4 дн. назад
You glance at your phone and it unlocks — no password, no fingerprint. But your phone never sees your face the way you do. It sees a list of numbers. From 1987 ghost faces made of pure math, to Apple's 30,000 invisible infrared dots, to the uncomfortable 2018 study that exposed who this technology fails — this is the story of how machines learned to recognize a human face.
CHAPTERS
00:00 The Hook
00:50 The Ghost Faces of 1987
02:22 Detect, Align, Embed, Match
04:05 The Phone That Shoots Lasers at Your Face
05:38 The Uncomfortable Numbers
08:08 The Battle Against Fakes
09:16 Your Face, As Data
SOURCES
Scholarpedia, "Eigenfaces" (Sirovich & Kirby 1987; Turk & Pentland 1991, MIT Media Lab): http://www.scholarpedia.org/w/index.php?ti...
TheFreeDictionary encyclopedia, "Eigenface" (history): https://encyclopedia.thefreedictionary.com...
PPC Land, "Explaining facial recognition" (DeepFace 2014 four-stage pipeline; FaceNet 2015 128-dim embedding): https://ppc.land/facial-recognition/
BytePlus, "What is Facial Recognition?" (detection, alignment, embedding, matching, thresholds): https://www.byteplus.com/en/what-is/facial...
9to5Mac, Apple unveils iPhone X (TrueDepth, A11 Bionic neural engine, 2017): https://9to5mac.com/?p=499074
NFCW, Apple demos Face ID (30,000+ IR dots, secure enclave, on-device): https://www.nfcw.com/2017/09/12/354620/app...
Bustle, "What Is Face ID?" (1 in 1 million vs 1 in 50,000 Touch ID): https://www.bustle.com/p/what-is-face-id-h...
iFixit, iPhone X teardown (flood illuminator, dot projector, IR camera): https://www.ifixit.com/Guide/diff/step/989...
Communications of the ACM, "Can the Biases in Facial Recognition Be Fixed; Also, Should They?" (Gender Shades 2018: 34.7% vs 0.8%; NIST FRVT 2019: 10-100x false positives): https://cacm.acm.org/magazines/2021/3/2506...
The Science Story, "Is facial recognition too biased to be let loose?" (NIST FRVT 2019, convolutional neural networks accuracy leap): https://www.thesciencestory.com/wp-content...
#facialrecognition #faceid #artificialintelligence #machinelearning #technology #computerscience #neuralnetworks #biometrics #documentary #stem #privacy #datascience
Voiceover: This video uses an AI-generated voiceover.