Brave New World of Facial Recognition
Facial recognition
algorithms have been in vogue for a while. Smartphones use your face as your
password to unlock it. Which means they must be pretty accurate, right? Not
really. Across the board, tests
reveal that the western AI’s face recognition accuracy is better for whites
than blacks, and within each race, better for males than for females. Similar algorithms
developed in Asia are better at identifying Asians than whites.
The algorithms
aren’t “intentionally biased”. Usually, Big Data algorithms get
better the more data you throw at them. But given the demographics of the West
and Asia, there’ll always be more data of certain groups than others; so it’s
hard to see how this can be fixed.
Who cares, you may
be thinking, locking phones with good old passwords isn’t that much effort. Aha,
but these algorithms are increasingly being used by law enforcement agencies
all over the world, where the cost of mis-recognition can be high.
In not-so-free
countries, the dangers are even higher. The Chinese police, for example, have
sunglasses with built-in facial recognition. This is even
“better” than the ubiquitous CCTV cameras:
“One challenge for facial recognition
software is that it struggles when running on CCTV cameras, because the picture
is blurry and by the time a target is identified they might already have moved
on.”
Whereas, with the
sunglasses, one gets “instant and (much more) accurate feedback”. If you
already have an idea of who your suspects are, pre-load their images for
comparison and the sunglasses work even faster.
All this leads to
an arms race between prey and predator. If the state can have such sunglasses,
here’s one
weapon in the arsenal of those being tracked. Chinese scientists found that
“shining hat-brim-mounted infrared LEDs on the user's face” can fool the facial
recognition software. (Since it’s infrared, a human user wouldn’t notice
anything unusual). If you were thinking, “In your face, surveillance state”,
you might want to reconsider. Because the tool even allows you to “specify
which face the categorizer should "see"”. Put differently, I could
frame you by making my face with the
LED’s shining on it look like your
face.
As the saying
goes, everything can be weaponized.
I take the last line first here, "As the saying goes, everything can be weaponized".
ReplyDelete"Why does it have to be that way" is what many pacifists may ask. Foolishly of course!
Not only everything can be, and in the end actually gets, weaponized. Because there will always be people who take advantage of situations to favor themselves. Strangely, in order to defend oneself against such unreasonable or unfair onslaughts, one also needs to weaponize anything and everything. Oh, oh - this then becomes the inevitable: "as much as we need food, we need weapons!" :-(
I think in the end, it is Obelix (of the Asterix comics) who deserves to have the last say, "These humans are crazy!" :-)