Facial Recognition
Topic:
Eyewitness identification
of criminal suspects has been a common place investigation tool for police
departments across the country. This method of identification is most often
implemented through the use of police lineups or by having victims or witnesses
review photos of several individuals. These methods of identification are slowly
being replaced, however, with “virtual line-ups” in which, instead of a human
identifying a suspect, an algorithm using facial recognition technology to do
so instead.
Although the algorithms vary, the general idea behind facial
recognition is a fairly straight forward. First, an algorithm must identify a
person’s face within an image it has been presented, a process known as facial
detection. The algorithm then works to rotate and align the face with an image
from its database so that it can compare the faces in the same orientation. The
facial recognition software then tries to determine if the face in the image and
the face from the database represent the same individual. Facial recognition software
does not produce a binary “yes” or “no” answer, however, but instead rates the
probability that the faces do in fact represent the same person.
Facial recognition software is
trained to improve results. During training, an algorithm is given pairs of
face images of the same person. Over time, the algorithm learns to pay more
attention to the features that were the most reliable signals that the two
images contained the same person. This method of training can be problematic,
however, if the training set skews towards a certain race. This can cause the algorithm
to be better at identifying members of that one racial group over others. In
2006, a NIST competition compared the accuracy of facial recognition algorithms
developed in East Asia vs those developed in the US and Europe. From this
competition it was found that the algorithms developed in East Asia performed
better on East Asians while those developed in Europe and the U.S. performed
better on Caucasians. This has led to concerns about potential racial biases in
facial recognition systems.
Privacy
Concerns Surrounding Facial Recognition
The increasing use of facial recognition
technology by law enforcement has led to serious concerns about privacy infringement.
The article suggests that the use of face recognition technology may curtail
our First Amendment rights. While The Supreme Court has agreed that the mere
surveillance of speech is insufficient grounds for a First Amendment violation,
it has also held that the First Amendment protects the right to anonymous
speech and association. Thus, the article argues, if facial recognition is
applied in a situation, such as a protest, where people are voicing their
opinions while not necessarily revealing their identities, it may violate their
First Amendment rights.
Facial recognition is also a
concern when considering the fourth amendment. Today, real-time face
recognition is generally computationally expensive and not instantaneous. However,
the technology has begun to see use among law enforcement agencies with the LAPD
being the first US police department to openly acknowledge its use of real-time
facial recognition technology. Here, we can begin to see how facial recognition
creates opportunities for tracking which other biometric identifiers, such as
fingerprints, do not. While warrants and other protections are often applied to
traditional means of tracking, such as placement of a GPS device on a suspect’s
car, courts and legislatures have not applied these protections to real-time facial
recognition. While the Fourth Amendment gives us protections against
“unreasonable searches and seizures,” it is unclear whether face recognition
constitutes a “search.” In the past, courts have limited geolocation tracking
under the fourth amendment but as of yet, facial recognition has not been
limited such.
Potential
Benefits of Biometrics
Today, law enforcement agencies
mainly use face recognition for two purposes, face verification and face
identification. Face verification seeks to confirm someone’s claimed identity
while face identification seeks to identify an unknown face. One example from
the article which demonstrates the successful use of face recognition is as
follows: “Neil Stammer was a fugitive wanted for child abuse and kidnapping who
had evaded capture for 14 years…Then, in 2014, a State Department official with
the Diplomatic Security Service ran the FBI’s wanted posters through a database
designed to detect passport fraud—and got a hit for Kevin Hodges, an American
living in Nepal.” It was Neil Stammer, who was then arrested and returned to
the US to face charges. In such a case, it is clear that face-recognition can
have significant benefits, especially when used to aid law enforcement.
My Conclusion
After reading the article it is
clear that the use of face recognition by law enforcement has its associated
benefits and drawbacks. I would recommend that Utah law enforcement make use of
facial recognition technology, but with the following stipulations. First,
I do not support real time facial recognition because I feel that its use has
many associated privacy concerns, such as the possibility of tracking, which
other uses of the technology do not. Also, I don’t believe the technology
should be used on images or videos of the general public but instead only used
on images featuring probable suspects in ongoing cases. The alternative, I
feel, would be a suspicion-less search and illegal under the Fourth Amendment.
Relevant
Links
I tend to agree with your conclusion. Facial recognition and "virtual lineups" seem to have many potential benefits over traditional lineups including their lack of personal bias (although as noted, the data parsed skews their accuracy). As the quality of security camera footage increases and surveillance becomes more pervasive, the accuracy will only increase. Additionally, services like Snapchat, Facebook, and Instagram live all subtly encourage people to record interesting events, including potentially illicit activities. Security and cell phone footage provide ample source material for virtual lineups. However, as noted by Niccolo, I don't think this technology should be used in real time unless a warrant is issued.
ReplyDeleteI also agree that facial recognition can be useful to law enforcement, but should be limited when it comes to real time surveillance. To me, the use of real time facial recognition by law enforcement is a violation of the Fourth Amendment unless a warrant is issued by the court for surveillance of a specific site as a search for a particular person. I am in favor of using facial recognition technology for purposes that are a response to a crime, and don't monitor the public unnecessarily, such as the virtual line-ups Nicolo mentioned.
ReplyDeleteAfter doing a little more reading on the use of facial recognition by servers such as Facebook and Google, I tend to agree with the European Union ruling that those servers should have express consent from users to collect biometric data and use facial recognition. This places the power in the user's hands rather than a corporation's.
It seems like your post is eerily similar to the posts of all our other classmates… With all the examples of police abusing power that we have discussed in class, do you really believe they won’t abuse this technology? Ironically, by posting the same comment to most of you I am using an irritating means for my end goal of discussion, which is exactly the mentality I criticized in our police force.
DeleteI don't fully trust the police to use facial recognition technology responsibly. As I mentioned in my post, I think the technology should only be used to respond to a crime, once a warrant is obtained, to avoid unnecessary searches. To me facial recognition technology falls in the same realm as thermal imaging. Thermal imaging technology has been abused, as was ruled in Kyllo vs U.S., however, it can be useful to police in other situations, such as search and rescue. I think the difficulty with facial recognition comes with determining when and how it is allowable for police to use it, not whether or not it should be used by police.
DeleteThis is a very complex issue for me. Facial recognition has been very useful in aiding police; I could be wrong but I remember it being particularly crucial when investigators were trying to uncover the identity of the Boston Bombers. But obviously, like you state, there are significant privacy concerns, including a possible infringement of the First and Fourth Amendments.
ReplyDeleteI agree with your conclusion. It seems to me that real-time facial recognition is a bit overkill. Although I'm unsure that it defies the Fourth Amendment, since I don't believe figuring out someone's identity is akin to a "search," I do believe that real-time facial recognition may very well constitute location tracking, and thus may violate the Fourth Amendment in the eyes of the courts. I fully support the use of facial recognition to aid police after a crime has occurred. However, unless the police know a crime is imminent at a defined location, I don't see why real-time recognition should be used, given the privacy concerns that come with it.
It seems like your post is eerily similar to the posts of all our other classmates… With all the examples of police abusing power that we have discussed in class, do you really believe they won’t abuse this technology? Ironically, by posting the same comment to most of you I am using an irritating means for my end goal of discussion, which is exactly the mentality I criticized in our police force.
DeleteI agree with your overall stance. I think that facial recognition can be incredibly helpful to law enforcement when catching a criminal, however there are aspects that raise serious privacy concerns. Real-time recognition worries me, I think it is a huge invasion of the public's privacy and should not be implemented. However, I think that using facial recognition technology can oftentimes be the tipping point in an investigation, as in the case of Neil Stammer. Overall, as long as the technology is used responsibly I support it.
ReplyDeleteIt seems like your post is eerily similar to the posts of all our other classmates… With all the examples of police abusing power that we have discussed in class, do you really believe they won’t abuse this technology? Ironically, by posting the same comment to most of you I am using an irritating means for my end goal of discussion, which is exactly the mentality I criticized in our police force.
DeleteI agree with your conclusion. I think that if we gave the government the power to live track our face it could provide them with too much power because they could essentially know where everyone was if they were out in public. I also like your idea of only being able to use facial recognition on probable suspects. My only concern is that is this clause was put into place the police could end up using it to follow a few different suspects and then this may cause privacy issues for the innocent parties. Additionally, if the facial recognition algorithms were wrong you could end up following around the wrong person.
ReplyDeleteI share the same concern which is why if they were to use this their technology would need to be better. That way It focuses only on the suspect instead of possibly following around the wrong people.
DeleteIt seems like your post is eerily similar to the posts of all our other classmates… With all the examples of police abusing power that we have discussed in class, do you really believe they won’t abuse this technology? Ironically, by posting the same comment to most of you I am using an irritating means for my end goal of discussion, which is exactly the mentality I criticized in our police force.
DeleteYour conclusion was well stated. I do see the many benefits from facial recognition but It also raises privacy concerns. Tracking like you said would be a huge concern for me. I defenitely don’t want the government being able to see my every moment every second. I also think image surveillance should be used only on criminals and investigations. They need to be able to program the computers to look for only the suspects instead of tracking the general public’s movements.
ReplyDeleteIt seems like your post is eerily similar to the posts of all our other classmates… With all the examples of police abusing power that we have discussed in class, do you really believe they won’t abuse this technology? Ironically, by posting the same comment to most of you I am using an irritating means for my end goal of discussion, which is exactly the mentality I criticized in our police force.
DeleteI think there are benefits of facial recognition, as it can aide law enforcement. But there are also limitations that should be drawn such as the real-time surveillance, I think that’s a violation of the Fourth Amendment and should not be used unless issued by a warrant. Facial recognition should only be used in regards to crime, as it can help in an investigation, but a concern I have would be regarding the algorithms. How accurate are they? It is interesting to see the technological advances we have made. It is now virtually impossible to hide, and facial recognition is becoming increasingly prevalent in mundane uses, such a case would be with the new iPhone X, where you can use your face to unlock the screen.
ReplyDeleteIt seems like your post is eerily similar to the posts of all our other classmates… With all the examples of police abusing power that we have discussed in class, do you really believe they won’t abuse this technology? Ironically, by posting the same comment to most of you I am using an irritating means for my end goal of discussion, which is exactly the mentality I criticized in our police force.
DeleteWhile it isn't a point that you made, I would like to bring up an argument I have heard against the "virtual lineups". Some are against using an algorithm for fear that it will make a mistake and convict an innocent man, similar to the distrust of self driving cars. However, when it comes to police lineups, the eyewitness is wrong 20-30% of the time based on the location, while the facial recognition algorithm quoted in the source is wrong only 5% of the time. This isn't an issue of whether the software is reliable (it is) but rater if the right to data we produce by existing in public is private (it isn't) I don't see how facial recognition is a violation of the 4th amendment as there is no searching, only monitoring. Body cameras for police are only effective if they are on at all times, and i think facial recognition is the same.
ReplyDeleteI believe that facial recognition has enough benefits that warrant it being kept in place. To be able to quickly discover the identity of a possible suspect will increase the efficiency and effectiveness of investigations. The downsides, however, are easy to abuse. A person could be tracked down or stalked through the use of this technology if the user implements it too much or on inconsequential images. It is entirely possible for the program to be inaccurate with its results, as evident by the tests on the algorithm from different countries. The facial recognition software has proven itself very useful, so it should still be developed but restricted with limited use. The technology should be improved so that it isn't prejudiced based on the country of origin, and it should only be used with probable cause, such as an investigation.
ReplyDeleteI theoretically agree with the conclusion drawn in the paper, except for one stipulation. I don’t have faith in our police force’s ability to consistently prioritize constitutional boundaries over the success of their cases. If police were given access to this technology, they would not just use it appropriately; they would more likely take an “end justifies the means” mentality. Time and time again, police have allowed policy to go by the wayside in order to get desired results.
ReplyDeleteI agree that the use of real time facial recognition on the public, even in public spaces, would constitute a suspicionless search. However, considering that, it would severely limit the uses of facial recognition software. Even if law enforcement was reasonably sure a suspect was in an area, they would have to survey the entire area, most likely including people who are not suspects. This might still be possible to do if the algorithm only returns information on the suspect, despite surveying everyone in the area. I also believe a search warrant would be necessary in this case allowing the police to track the suspects location.
ReplyDeleteI generally agree with the conclusion drawn in the paper. I feel that facial recognition poses a huge payoff but with great potential for abuse if we do not add stipulations for it’s use. Without proper regulation it would be very easy to see the police abusing this particularly to deter first amendments rights such as freedom of speech in the case of a protest as you stated in the paper. However much like you I feel that the upside outweighs the down and feel that the police should be allowed to implement this technology if the need arise and they have previously obtained a warrant.
ReplyDeleteSorry for the late comment. Was sick over the weekend and just spaced the need to do anything.
ReplyDeleteI have to be honest, facial recognition technology scares me. I like the concept behind making society safer, but fear the potential power abuses and ability to control the public that could come with it. In general, I would favor the freedom to anonymous speech more than the potential public safety gains. Going with my gut, I am against the widespread implementation of facial recognition technology.