Facial recognition systems can be considered a controversial technology. On the one hand, this technology affects people’s privacy. On the other hand, it assists in preventing or detecting violence. And now, in light of the global pandemic, it helps to deter the spread of coronavirus.
Nonetheless, like any other technology, facial recognition isn’t impeccable, but has vulnerabilities that make it possible to bypass a system. As it has been recently discovered, it’s possible to create sunglasses designed to circumvent facial recognition systems. Deep learning algorithms applied to most of these systems are vulnerable to different types of attacks that impact the three objectives of security: confidentiality, integrity and availability.
Why is facial recognition security worth considering?
Facial recognition systems include two huge and diverse applications. One aims at detecting a person, and is currently used in various surveillance applications, such as CCTV cameras. Another ensures that a person is successfully recognized, referring to biometric applications, such as mobile phones or smart home locks.
Thus, there are two different types of attacks. The first one allows attackers to escape cameras by using various forms of camouflage. The second one is more complicated and enables face changes, recognition bypass related to biometric systems, and home invasion as a result.
What kinds of facial recognition solutions exist?
I’ve mentioned two main goals for hacking facial recognition systems. In addition to them, a facial recognition system consists of numerous machine learning algorithms. Each has its own features, properties and security vulnerabilities. Below is a list of machine learning algorithms commonly used in facial recognition solutions.
- Facial detection.
- Face recognition.
- Face tracking.
Facial recognition solutions may be physical and digital. They can be implemented on the internet and media platforms to track photos, and the same solutions can be brought into the real world and placed inside cameras. Take a look at industries that are able to apply facial recognition systems and algorithms they use.
What industries are prone to attacks?
1. Surveillance
Facial recognition technology was first applied for professional purposes. The idea of involving facial recognition networks in identifying offenders in the city streets was implemented by law enforcement.
2. Banking
ATMs can recognize cardholders through biological characteristics, and this helps to better secure transactions and prevent fraud.
3. Internet Search Engines
Image search engines are also based on this technology. The facial recognition principle is applied to social networks to help to find people with user-provided images.
4. Self-Payment Systems
Face identification technology can make the payment process much easier. Not so long ago, the FamilyMart supermarket chain implemented the system to let people pay without the assistance of cashiers. In March 2019, Shenzhen metropolitan also introduced a payment method based on facial recognition.
5. Airports And Custom Offices
Airports and customs offices plan to apply face recognition techniques. The solution could help to solve the issue of never-ending lines of people and long-lasting control measures.
6. Smart Homes
Smart home solutions may use facial recognition as a biometric system to check if a person can enter the facility.
The above industries are not the only areas to use facial recognition in order to protect sensitive data. To prevent any attacks on these systems, only appropriate and timely facial recognition security can be an effective solution.
How can attacks be carried out?
Currently, there are close to 100 research papers describing the ways to bypass AI algorithms of in facial recognition systems. Hackers can use all of them to develop practical hacking tools and launch espionage, sabotage or fraud attacks.
In fact, attack approaches depend on a target application. For example, if a target application is digital (such as online photos uploaded on social networks), hackers may use various techniques to make imperceptible changes to pixels responsible for some semantic area (such as hair color or make-up changes). If an attacker’s goal is to break a physical facial recognition system, they may try to put patches on some faces. These patches may be of different forms that seem realistic (sunglasses, bandanas and band-aids). Hackers sometimes invent hats projecting pictures or patches on one face to make it look like another face. The same approach was used in Hong Kong during protests.
What should be done to protect facial recognition?
Facial recognition security is a complex process involving the analysis of different security areas.
AI infrastructure: Attacks on hardware, platform, applications and frameworks.
AI model security: Attacks on AI algorithms, such as adversarial, poisoning, backdoor, etc.
AI privacy assessment: Attacks on infrastructure and algorithms focusing on privacy, such as model extraction, membership inference and others.
It’s clear now that IoT devices should have no software or hardware vulnerabilities. While people take care of hardware, software or wireless security only, there’s not enough attention paid to algorithm security. Therefore, machine learning and deep learning algorithms remain unaddressed.
Securing deep learning models in facial recognition systems is complicated, but at least some steps should be followed. It’s necessary to determine the main threats and issues for a particular AI solution, conduct white-box or black-box AI security assessments and implement protection measures before criminals will take advantage of your security issues.
Original post: https://www.forbes.com/sites/forbestechcouncil/2020/06/23/facial-recognition-systems-security/
I am the proprietor of JustCBD label (justcbdstore.com) and I’m presently trying to develop my wholesale side of business. I really hope that anybody at targetdomain give me some advice 🙂 I thought that the very best way to accomplish this would be to connect to vape shops and cbd stores. I was hoping if anybody could suggest a dependable site where I can purchase Vape Shop B2B Leads I am already taking a look at creativebeartech.com, theeliquidboutique.co.uk and wowitloveithaveit.com. On the fence which one would be the very best choice and would appreciate any advice on this. Or would it be simpler for me to scrape my own leads? Ideas?
I’m the co-founder of JustCBD Store label (justcbdstore.com) and I’m presently seeking to grow my wholesale side of company. I really hope that anybody at targetdomain can help me ! I considered that the most ideal way to do this would be to talk to vape shops and cbd retail stores. I was hoping if anybody could recommend a trusted web site where I can buy CBD Shops B2B Leads I am currently taking a look at creativebeartech.com, theeliquidboutique.co.uk and wowitloveithaveit.com. Unsure which one would be the best selection and would appreciate any support on this. Or would it be easier for me to scrape my own leads? Ideas?
I couldn’t refrain from commenting. Well written!
There’s certainly a great deal to know about this issue. I like all of the points you’ve made.
You’re so awesome! I don’t suppose I have read through anything like that before. So great to find someone with original thoughts on this issue. Seriously.. thank you for starting this up. This site is something that is required on the web, someone with a little originality!
Spot on with this write-up, I really feel this amazing site needs a lot more attention. I’ll probably be returning to read more, thanks for the advice!
Your style is so unique compared to other people I’ve read stuff from. Thanks for posting when you have the opportunity, Guess I will just book mark this site.
Right here is the perfect website for anyone who would like to find out about this topic. You know so much its almost tough to argue with you (not that I actually would want to…HaHa). You definitely put a brand new spin on a subject that has been written about for decades. Great stuff, just wonderful!
This blog was… how do you say it? Relevant!! Finally I’ve found something that helped me. Kudos!
I was very pleased to discover this page. I want to to thank you for ones time for this wonderful read!! I definitely liked every part of it and i also have you saved to fav to see new information on your web site.
May I simply say what a relief to discover someone who truly knows what they’re talking about on the internet. You certainly understand how to bring an issue to light and make it important. A lot more people have to look at this and understand this side of your story. It’s surprising you aren’t more popular because you most certainly have the gift.
Thankfulness to my father who stated to me regarding this weblog, this website is genuinely remarkable.
adreamoftrains hosting services
Touche. Sound arguments. Keep up the great effort.
Good post. I learn something new and challenging on blogs I stumbleupon on a daily basis. It will always be useful to read through articles from other authors and use a little something from their websites.
Great article! We will be linking to this particularly great post on our site. Keep up the good writing.
I blog frequently and I seriously appreciate your information. Your article has truly peaked my interest. I will book mark your blog and keep checking for new details about once a week. I opted in for your RSS feed as well.
I’m amazed, I have to admit. Rarely do I encounter a blog that’s both educative and engaging, and without a doubt, you have hit the nail on the head. The problem is an issue that not enough folks are speaking intelligently about. I am very happy I found this during my search for something relating to this.
Howdy, I do believe your web site could be having web browser compatibility issues. Whenever I look at your site in Safari, it looks fine but when opening in Internet Explorer, it’s got some overlapping issues. I simply wanted to give you a quick heads up! Other than that, wonderful website!
Achieving your fitness goals doesn’t need a certified personal trainer or an expensive gym memberships, it’s not hard to exercise at home. It’s easy to go down a training and fitness rabbit hole, however, when you’re looking for the best home exercise equipment to outfit your personal home gym.
Having read this I thought it was rather informative. I appreciate you taking the time and effort to put this informative article together. I once again find myself personally spending a significant amount of time both reading and leaving comments. But so what, it was still worth it!
Hi there! I could have sworn I’ve visited this blog before but after browsing through many of the posts I realized it’s new to me. Nonetheless, I’m definitely delighted I discovered it and I’ll be book-marking it and checking back often!
There’s certainly a great deal to find out about this topic. I love all the points you made.
Greetings! Very useful advice within this post! It is the little changes that make the biggest changes. Thanks for sharing!
After I initially commented I seem to have clicked the -Notify me when new comments are added- checkbox and now every time a comment is added I recieve four emails with the same comment. Is there an easy method you are able to remove me from that service? Cheers!
Your style is really unique in comparison to other people I’ve read stuff from. Thank you for posting when you have the opportunity, Guess I’ll just book mark this site.
bookmarked!!, I love your web site!
This blog was… how do you say it? Relevant!! Finally I have found something that helped me. Thanks!
Hello there! I simply wish to give you a huge thumbs up for the great info you’ve got here on this post. I’ll be coming back to your site for more soon.
Hi, I do believe your web site could possibly be having web browser compatibility issues. Whenever I take a look at your site in Safari, it looks fine however when opening in I.E., it has some overlapping issues. I simply wanted to provide you with a quick heads up! Aside from that, excellent site!
An outstanding share! I have just forwarded this onto a friend who had been doing a little research on this. And he actually ordered me dinner due to the fact that I stumbled upon it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanks for spending the time to discuss this topic here on your blog.
This is the perfect web site for anyone who wishes to find out about this topic. You understand so much its almost tough to argue with you (not that I actually would want to…HaHa). You certainly put a brand new spin on a topic that’s been written about for decades. Great stuff, just great!
Everything is very open with a clear explanation of the challenges. It was really informative. Your site is extremely helpful. Many thanks for sharing!
I enjoy reading a post that will make people think. Also, thank you for allowing for me to comment!
Good day! I simply want to offer you a huge thumbs up for your excellent information you have got right here on this post. I’ll be coming back to your web site for more soon.
Good information. Lucky me I discovered your site by accident (stumbleupon). I’ve bookmarked it for later!
Spot on with this write-up, I really think this site needs far more attention. I’ll probably be back again to read more, thanks for the information!
Your style is really unique in comparison to other people I have read stuff from. Many thanks for posting when you have the opportunity, Guess I will just bookmark this web site.
Very good article! We are linking to this particularly great article on our website. Keep up the great writing.
An outstanding share! I have just forwarded this onto a co-worker who was doing a little research on this. And he actually ordered me lunch due to the fact that I found it for him… lol. So let me reword this…. Thanks for the meal!! But yeah, thanks for spending time to discuss this topic here on your internet site.
I love it when folks get together and share views. Great website, continue the good work!
The very next time I read a blog, Hopefully it won’t disappoint me just as much as this one. After all, Yes, it was my choice to read, however I actually believed you would have something useful to talk about. All I hear is a bunch of whining about something that you could possibly fix if you weren’t too busy seeking attention.
Saved as a favorite, I really like your web site!
When I initially commented I seem to have clicked the -Notify me when new comments are added- checkbox and now whenever a comment is added I recieve four emails with the exact same comment. Is there a means you are able to remove me from that service? Thanks!
Pretty! This has been a really wonderful post. Many thanks for supplying this info.
Good article. I’m going through many of these issues as well..
I simply want to say I am new to blogs and honestly savored your blog. More than likely I’m planning to bookmark your website . You surely come with outstanding article content. Thanks for revealing your website.