Machine Learning Masters the Fingerprint to Fool Biometric Systems
Fingerprint authentication systems are a widely trusted, ubiquitous form of biometric authentication, deployed on billions of smartphones and other devices worldwide. Yet a new study from New York University Tandon School of Engineering reveals a surprising level of vulnerability in these systems. Using a neural network trained to synthesize human fingerprints, the research team evolved a fake fingerprint that could potentially fool a touch-based authentication system for up to one in five people.
Much the way that a master key can unlock every door in a building, these “DeepMasterPrints” use artificial intelligence to match a large number of prints stored in fingerprint databases and could thus theoretically unlock a large number of devices.
The research team was headed by NYU Tandon Associate Professor of Computer Science and Engineering Julian Togelius and doctoral student Philip Bontrager, the lead author of the paper, who presented it at the IEEE International Conference of Biometrics: Theory, Applications and Systems, where it won the Best Paper Award.
The work builds on earlier research led by Nasir Memon, professor of computer science and engineering and associate dean for online learning at NYU Tandon. Memon, who coined the term “MasterPrint,” described how fingerprint-based systems use partial fingerprints, rather than full ones, to confirm identity. Devices typically allow users to enroll several different finger images, and a match for any saved partial print is enough to confirm identity. Partial fingerprints are less likely to be unique than full prints, and Memon’s work demonstrated that enough similarities exist between partial prints to create MasterPrints capable of matching many stored partials in a database.
Bontrager and his collaborators, including Memon, took this concept further, training a machine-learning algorithm to generate synthetic fingerprints as MasterPrints. The researchers created complete images of these synthetic fingerprints, a process that has twofold significance. First, it is yet another step toward assessing the viability of MasterPrints against real devices, which the researchers have yet to test; and second, because these images replicate the quality of fingerprint images stored in fingerprint-accessible systems, they could potentially be used to launch a brute force attack against a secure cache of these images.
“Fingerprint-based authentication is still a strong way to protect a device or a system, but at this point, most systems don’t verify whether a fingerprint or other biometric is coming from a real person or a replica,” said Bontrager. “These experiments demonstrate the need for multi-factor authentication and should be a wake-up call for device manufacturers about the potential for artificial fingerprint attacks.”
This research has applications in fields beyond security. Togelius noted that their Latent Variable Evolution method used here to generate fingerprints can also be used to make designs in other industries — notably game development. The technique has already been used to generate new levels in popular video games
The Latest on: Synthetic fingerprints
via Google News
The Latest on: Synthetic fingerprints
- Let's Talk About Multiple Sclerosison February 27, 2020 at 7:01 pm
The presence of lesions on your brain is a lot like the fingerprints left behind at a crime scene ... Some DMTs are biologics, meaning they’re created from living cells. Other DMTs are synthetic. Both ...
- FacePhi launches to Euronext, plus Ping An, Fingerprint Cards, BrainChip, Nuance in biometrics stocks newson February 25, 2020 at 11:19 am
FPC announces implementation and launches promo video Fingerprint Cards has reached 419 mobile devices with its fingerprint ... which compares speech patterns to detect known fraudsters. The platform ...
- Russia to push for lifting limits on Central African Republic diamond exportson February 25, 2020 at 9:18 am
Moscow will also push for all Kimberley Process member nations to adopt legislation that distinguishes between natural and synthetic diamonds. It will work on launching an ... are increasingly turning ...
- Piled Bodies, Overflowing Morgues: Inside America’s Autopsy Crisison February 25, 2020 at 5:52 am
Medical examiners provide crucial insights into public health and safety. What happens when we don’t have enough of them? Say you are found on your bathroom floor, on the grassy knoll of someone ...
- Dark Waters’ pollution threat isn’t Hollywood hysteria – it could be a ticking timebomb worldwideon February 24, 2020 at 12:44 pm
PFAS are a group of synthetic organic chemicals that consist of multiple fluorine atoms attached ... I research new techniques for measuring pollutants in the environment that can differentiate ...
- AI tool screens 107 million molecules, discovers potent new antibioticson February 21, 2020 at 2:10 am
Barzilay and her colleagues teamed up with researchers from synthetic biologist James Collins’ lab ... properties like the type of atom and whether it is in a ring and so on,’ says Barzilay. This is ...
- Biometric data poses grave risks to privacyon February 20, 2020 at 2:23 pm
Because we leave fingerprints on everything we touch, we are all vulnerable to such replication. Manual replication is the tip of the iceberg. Researchers have created synthetic master prints that ...
- The biometric threaton February 15, 2020 at 1:15 pm
Because we leave fingerprints on everything we touch, we are all vulnerable to such replication. And manual replication is just the tip of the iceberg. Researchers have created synthetic “MasterPrints ...
- Sapphire home buttons rumored for new iPads; more fingerprint scanners?on February 14, 2020 at 7:00 am
possibly spelling the arrival of iPad fingerprint scanners. Apple seems to have a growing appreciation for synthetic sapphire as a material for use in portable electronics. Its affinity has ...
via Bing News