The Top 10  Most Difficult Countries for Identity Verification

The Top 10  Most Difficult Countries for Identity Verification

Download Report

    n-img-roi-cross

    Before You Go, Schedule Your Free Demo Today

    Valid Invalid number


    Note: Fields marked with an asterisk(*) are mandatory.

    n-exit-img-roi-cross

    Thank you for your demo request

    We appreciate your interest and look forward to discussing how our solution can meet your needs. Expect to hear from us shortly with scheduling details.

    Close

    us

    54.157.99.244

    How machine learning changed facial recognition technology?

    How machine learning changed facial recognition technology?

    We are entering a new era of fast and secure authentication clubbed with a perfect storm of digital transformation. The convergence of AI and biometrics is a part of this transformation and as with many technological breakthroughs, this transformation is not down to the advancement in a single technology. 

    The implementation of face recognition has seen many iterations starting from its origin in the 1960s when it was manually implemented with a RAND tablet (a graphical computational device). The technology was incrementally refined during the last century. However, adoption of facial recognition on a large scale became possible, thanks to the breakthrough of deep machine learning in the early 2010s. In this article, we will try to elaborate how machine learning has changed facial recognition technology and the impact it has on the development of robust authentication systems.

    The facial recognition market is expected to grow to $7.7 billion by 2022 and it’s because the technology has all kinds of commercial applications. From airport security to healthcare and customer authentication, face recognition is now widely adopted around the globe. 

    What part does machine learning play in face recognition mechanism?  

    Deep machine learning or deep neural networks are about a computer program that learns on its own. The fact that it is called “neural” or “neural network” comes from the basis that the technology is inspired by the human brain’s properties to transform data into information. It is a variant of the more general concept of machine learning, which in turn is part of a more comprehensive concept called artificial intelligence.

    With deep machine learning, an algorithm serves training data and delivers results. But in between input and output, the algorithm interprets the signals – i.e (training data) – in a number of layers. For each new layer, the degree of abstraction increases.

    Say, you want to build a deep neural network that can differentiate different faces or that can determine which faces are identical. Training data should then be a large number of images of the faces. The larger the dataset, the more accurate the network, at least in theory.

    A computer does not “see” a face in the image, but several values ​​representing different pixels. With the pixels as a background, the deep neural network learns to find patterns. For each layer passed in the network, some patterns become more interesting (stronger signal between the “neurons” in the network) while others are nonchalant (weaker signal). During training, the “weights” of the various signals are varied to produce the desired result better and better.

    The first, second and hundredth time the algorithm performs this procedure, the results are usually not as good, but eventually, the network can achieve impressive results. In a way, one can say that the network has learned to abstract and generalize, from raw pixel values ​​to the classification of different people’s faces.

    But that is perhaps not what we humans think of when we use terms such as generalization; it is rather the network has worked out some metrics that are unique to each face. If the pre-trained network is served a new image on a face, the network can match its measurement values ​​to the faces on other images. If the network generates roughly the same values ​​for different images, it is likely the same person on both images.

    It is called deep machine learning because such a model can use multiple – sometimes a hundred layers. This is symbolic; humans cannot understand how the computer program finds patterns. It operates in different layers.

    Although the algorithms are developed and refined as they are, there are two other reasons behind the breakthrough of the deep neural networks: access to large datasets and cheap computing power, especially in the form of graphics cards that were most often associated with computer games.

    It may also be borne in mind that the method described above for classification purposes is only one of many but is commonly used. 

    Anti spoofing techniques for face recognition

    While converging machine learning algorithms with face recognition makes it more accurate and fast, there is another feature that makes machine learning a must-have for face authentication – Anti Spoofing. This innovative technology shows a lot of promise and has the potential to revolutionize the way we access sensitive information.

    Even though face recognition is promising, it does have some flaws. Simple face recognition systems could easily be spoofed by using paper-based images from the internet. These spoof attacks could lead to a leak of sensitive data. This is where the need for anti-spoofing systems come into play. Facial anti-spoofing techniques help prevent fraud, reduce theft and protect sensitive information.

    Presentation attacks are the most common spoofing attacks used to fool facial recognition systems. The presentation attacks are aimed to subvert the face authentication software by presenting a facial artefact. Popular face artefacts include printed photos, replaying the video, 2D and 3D facial masks.

    AI-based anti-spoofing technology has the ability to detect and combat facial spoofing attacks. With features like 3D depth perception, liveness detection, and microexpression analysis, our deep learning based facial authentication system could accurately analyze the facial data and identify almost all kinds of spoofing attacks. Shufti detected 42 different spoof attacks in 2019. Among these 3D face mask attacks were in high volumes – almost 30%.

    Machine learning-based presentation attack detection algorithms are used to automatically identify these artefacts to improve the security and reliability of biometric authentication systems.

    Machine learning-based face verification systems rely on 3D liveness detection feature for successful detection of spoofing attacks including 3D photo masking, deep fakes, face morphing attacks, forgery, and photoshopped images. Liveness detection verifies whether a user is present or is using a photo to spoof the system.

    What to expect in the future for facial recognition?

    The human face has already become a perfect means of authentication and will have more impact on the digital transformation in the future. By using the face as an identifier, we are already able to open an online account, make online payments, unlock the smartphones, go through checking control at the airport or access medical history in the healthcare sector. 

    In general, facial biometric technology has widespread potential in four categories: law enforcement and security, online marketing and retail sector, health sector, and social media platforms. AI-empowered face recognition technology has the potential to become predominant in the future. 

    One of the future implications of technology is identifying facial expressions. Detecting emotions with the help of technology is a difficult task but machine learning algorithms have the promising potential to automate this task. By recognizing facial expressions, businesses will be able to process images and videos in real-time for better monitoring and predictions hence saving the cost and time.

    Although it’s hard to predict the future facial recognition technology with the rapid growth and adoption of technology, it will become more widely adopted across the globe with more sophisticated features.

    Related Posts

    Anti Money Laundering, Blog, Business Technology, Financial Crime / AML, Identity & KYC

    AML Compliance in EU Member States and Risks of Businesses

    Making regulations is just the first step, the true game starts when it comes to implementation, ...

    AML Compliance in EU Member States and Risks of Businesses Explore More

    Blog

    Wholesale or Retail CBDCs? Settling the Endless Debate

    The world is now moving towards digitisation at a faster pace than ever. The payment systems have...

    Wholesale or Retail CBDCs? Settling the Endless Debate Explore More

    Blog, Business Technology, Online Marketplace

    Asian Banks push for greater Fintech to cut down AML Compliance cost

    Asian Banks are now asking their regional and national regulators to allow more fintech in order ...

    Asian Banks push for greater Fintech to cut down AML Compliance cost Explore More

    Blog, Identity & KYC

    7 Ways to Protect Your Children from Identity Theft

    Living in the digital world, the word “Identity theft” makes us more than a little nervous. Knowi...

    7 Ways to Protect Your Children from Identity Theft Explore More

    Blog

    Evolving Regulations Shaping Digital Crypto Ecosystem – How Shufti Can Help

    Since the start of civilization, humans have used money in several different ways, and throughout...

    Evolving Regulations Shaping Digital Crypto Ecosystem – How Shufti Can Help Explore More

    Blog

    KYC in banking: How American banks can fight identity thieves?

    In the present globalized, fast-evolving sphere, revolutionizing KYC (Know Your Customer) is cruc...

    KYC in banking: How American banks can fight identity thieves? Explore More

    Blog

    Understanding UBOs: A Critical Component in Enhancing Security in the Financial Sector

    Regulated entities must be aware of who they are interacting with. Validating the real identities...

    Understanding UBOs: A Critical Component in Enhancing Security in the Financial Sector Explore More

    Blog

    eIDAS and eIDs – The Shift in Identity Verification in the EU & Beyond

    In the digital world, ensuring the security of international transactions is the ultimate goal of...

    eIDAS and eIDs – The Shift in Identity Verification in the EU & Beyond Explore More

    Blog

    Customer Due Diligence – Risk Scoring of Fraudsters to Prevent Crimes

    As per the research of The Journal of Accountancy, fraudsters carry out crimes for two reasons: n...

    Customer Due Diligence – Risk Scoring of Fraudsters to Prevent Crimes Explore More

    Blog

    AML Compliance – Addressing Financial Crime Challenges in the UAE’s Banking Sector

    The United Arab Emirates (UAE) is fast becoming the world’s most reputable financial hub, but the...

    AML Compliance – Addressing Financial Crime Challenges in the UAE’s Banking Sector Explore More

    Blog

    Curbing Financial Crimes and Securing Art Market With Shufti’s AML Screening Services

    The global art industry is embracing digitization. However, the technological advancements and a ...

    Curbing Financial Crimes and Securing Art Market With Shufti’s AML Screening Services Explore More

    Blog

    Five Solutions to tackle business verification challenges

    Know Your Customer (KYC) is critical for verifying the clients before doing business with them, b...

    Five Solutions to tackle business verification challenges Explore More

    Blog

    Age verification regulations demanding better compliance from businesses

    “Youth is the hope of our future.” Jose Rizal  It is no secret that the youth is a valuable asse...

    Age verification regulations demanding better compliance from businesses Explore More

    Blog

    Biometric Authentication | Understanding the Significance of Facial Recognition

    Data security and identity verification have come a long way since the inception of knowledge-bas...

    Biometric Authentication | Understanding the Significance of Facial Recognition Explore More

    Blog

    Disruptive Fintech Trends 2020

    Fintech has changed the way consumers access their finances. From mobile payment apps to insuranc...

    Disruptive Fintech Trends 2020 Explore More

    Blog

    KYC Verification – The Need for Customer Due Diligence in Co-Working Spaces

    The development of coworking platforms has led to a business transformation that brings security ...

    KYC Verification – The Need for Customer Due Diligence in Co-Working Spaces Explore More

    Blog

    Case Study: How Shufti anchors Rapid Global Expansion for BigCash, a Popular Gaming Technology Platform

    Witzeal Technologies, India’s leading gaming platform BigCash, with its 40 million+ users and 1.5...

    Case Study: How Shufti anchors Rapid Global Expansion for BigCash, a Popular Gaming Technology Platform Explore More

    Blog

    How to Combat Document Forgery in 2023 and Beyond

    As digitisation continues to change our world and daily practices at an exponential rate, crimina...

    How to Combat Document Forgery in 2023 and Beyond Explore More

    Blog

    KYC Checklist: A Comprehensive Guide for Businesses and Financial Institutions

    In the ever-evolving landscape of finance, having a solid defence against financial crime is cruc...

    KYC Checklist: A Comprehensive Guide for Businesses and Financial Institutions Explore More

    Blog, Identity & KYC

    4 Ways KYC Banking Regulations are Shaping the Future

    Know Your Customer (KYC) regulations are vital for the banking system. Money laundering, depositi...

    4 Ways KYC Banking Regulations are Shaping the Future Explore More

    Blog

    Leveling Up Identity Verification To Meet This Moment

    Companies around the world contend with two digital identity challenges that seem mutually exclus...

    Leveling Up Identity Verification To Meet This Moment Explore More

    Blog

    6 Upcoming Trends In Blockchain And Cryptocurrency For 2021

    2020 was unlike any other year. It was chaotic, happening, and has finally come to an end. In the...

    6 Upcoming Trends In Blockchain And Cryptocurrency For 2021 Explore More

    Blog

    Surging Crimes in NFT Marketplaces – Setting New Security Standards Using Shufti’s AML Solution

    The emergence of Non-Fungible Tokens (NFTs) has created new investment opportunities for business...

    Surging Crimes in NFT Marketplaces – Setting New Security Standards Using Shufti’s AML Solution Explore More

    Blog, Identity & KYC

    Biometric Identification is On the Rise in Education Sector

    An acceptable method of identification i.e. biometric technology is hitting the education industr...

    Biometric Identification is On the Rise in Education Sector Explore More

    Blog

    Online Payment Fraud and the Role of AML Transaction Monitoring

    Imposing travel restrictions worldwide after the COVID-19 pandemic led to an unprecedented surge ...

    Online Payment Fraud and the Role of AML Transaction Monitoring Explore More

    Blog

    The Complete Guide | Identifying Fake Documents

    As digital transformation accelerates, many document application processes have become faster and...

    The Complete Guide | Identifying Fake Documents Explore More

    Blog

    Beyond Speed: Securing Fintech Expansion with Smarter Identity Verification

    The banking industry is facing a fundamental restructuring that will change how people interact w...

    Beyond Speed: Securing Fintech Expansion with Smarter Identity Verification Explore More

    Blog

    Improving Identity Verification Processes Through Perpetual KYC – How Shufti Helps the Banking Sector

    Banks are considered a subset of the financial services industry and play the most crucial role i...

    Improving Identity Verification Processes Through Perpetual KYC – How Shufti Helps the Banking Sector Explore More

    Blog

    Enhanced Due Diligence Checks | The Art of Mitigating Risks Associated with Third-Parties

    For multinational businesses, reliance on external third-party vendors is crucial. However, failu...

    Enhanced Due Diligence Checks | The Art of Mitigating Risks Associated with Third-Parties Explore More

    Blog

    Synthetic Identity – A New Form of Identity Fraud for 2019?

    Synthetic identity fraud (SIF) is a comparatively new form of identity theft that has gripped the...

    Synthetic Identity – A New Form of Identity Fraud for 2019? Explore More

    Blog

    Shufti to Revamp Customer Experience with Enhanced Video KYC UX

    Would you ever want to use a product that is hard to understand? A McKinsey Report revealed that ...

    Shufti to Revamp Customer Experience with Enhanced Video KYC UX Explore More

    Blog

    Securing The Digital Landscape with Electronic Identity Verification Services

    With a surge in identity document forgery, the likelihood of onboarding a criminal has grown subs...

    Securing The Digital Landscape with Electronic Identity Verification Services Explore More

    Blog

    NFC – Building New Grounds for Identity Verification

    Near Field Communication (NFC) is based on the famous RFID technology. In 2002, Nokia was the fir...

    NFC – Building New Grounds for Identity Verification Explore More

    Blog

    Facial Recognition Kiosks: A Modern Innovation in the Food Industry?

    Background of Technological Advancement Technology is regarded as a new way of thinking or doing ...

    Facial Recognition Kiosks: A Modern Innovation in the Food Industry? Explore More

    Blog, Online Marketplace

    Know Your Customer Verification for Charity Organisations

    They say no good deed goes unpunished, if we were to take a look at it literally the frauds that ...

    Know Your Customer Verification for Charity Organisations Explore More

    Blog

    DoorDash Falls in the pit of Data Breach – Affects 4.9 Million Users

    Security breaches are increasing in number with every passing day. This keeps on happening. It wo...

    DoorDash Falls in the pit of Data Breach – Affects 4.9 Million Users Explore More

    Blog

    7 Fascinating Facts about Face Verification Technology

    Technology is a fundamental part of our day-to-day lives, from checking the weather and connectin...

    7 Fascinating Facts about Face Verification Technology Explore More

    Blog

    Addressing AML Compliance Challenges with a Risk-based Approach (2023)

    Regardless of how big or small a company is, the after-effects of Covid-19 and the global financi...

    Addressing AML Compliance Challenges with a Risk-based Approach (2023) Explore More

    Blog

    Customer Identification Programme (CIP) vs Know Your Customer (KYC) | What’s the Difference?

     Often, people confuse CIP and KYC and think both are the same. Customer Identification ...

    Customer Identification Programme (CIP) vs Know Your Customer (KYC) | What’s the Difference? Explore More

    Blog

    Global KYC and AML Regulatory Updates To Watch for in 2022

    In 2022, the world continues to experience the serious aftermath of the coronavirus pandemic, yet...

    Global KYC and AML Regulatory Updates To Watch for in 2022 Explore More

    Blog

    How Shufti Ensures Gaming Regulatory Compliance with AML Screening for Online Gaming Platforms

    The online gaming sector has revolutionized altogether along with emerging technologies. With adv...

    How Shufti Ensures Gaming Regulatory Compliance with AML Screening for Online Gaming Platforms Explore More

    Blog

    Post-pandemic eCommerce Landscape Calling for Robust ID Verification Solution

    During the coronavirus pandemic, the e-commerce industry has witnessed a significant increase in ...

    Post-pandemic eCommerce Landscape Calling for Robust ID Verification Solution Explore More

    Blog

    Identity verification in social media – Lighting up the dark side

    Social media is a word every one of us can relate to. With every passing day, it is penetrating i...

    Identity verification in social media – Lighting up the dark side Explore More

    Blog

    5 AML Compliance Trends for 2023 – New Regulations and Technological Advancements

    From digital payments to new regulations on preventing fraud and FINRA’s guidelines on penalising...

    5 AML Compliance Trends for 2023 – New Regulations and Technological Advancements Explore More

    Blog

    The Age Verification Advantage: Speed, Trust, and Privacy

    Businesses operating in age-restricted industries like gaming, social media, and alcohol sales na...

    The Age Verification Advantage: Speed, Trust, and Privacy Explore More

    Blog

    Perpetual KYC: The Future of Due Diligence in the Financial Industry

    Digital transformation is paving the way for quick growth in the compliance sphere. However, regu...

    Perpetual KYC: The Future of Due Diligence in the Financial Industry Explore More

    Blog

    ID Document Fraud | Is Your Business Prepared to Fight the War Against Fraud in 2024?

     In today’s data-driven, digitized world, various business processes have been automated...

    ID Document Fraud | Is Your Business Prepared to Fight the War Against Fraud in 2024? Explore More

    Blog

    Protect Your Bitcoin Business With KYC Compliance

    Even with a lot of resistance to its use as a form of currency, Bitcoin and its blockchain techno...

    Protect Your Bitcoin Business With KYC Compliance Explore More

    Blog

    Online Identity Verification: 5 Trends to Expect in 2021

    The boom in digitisation forced businesses to opt for digital means of operations. Online busines...

    Online Identity Verification: 5 Trends to Expect in 2021 Explore More

    Blog

    Securing Identities with Photo ID Verification

    ID verification has seen unprecedented growth not only in the processes but also in the crime com...

    Securing Identities with Photo ID Verification Explore More

    Blog, Financial Crime / AML

    “Brexit” Greasing the Wheel of Money Laundering

    Brexit is in the global news for many years. The reason is that several countries have their stak...

    “Brexit” Greasing the Wheel of Money Laundering Explore More

    Anti Money Laundering, Blog, Financial Crime / AML

    Mastercard’s EFM Compliance – Another Reason to Invest in Verification

    The modern world is an era of technology. Moving into the fourth industrial revolution, digitizat...

    Mastercard’s EFM Compliance – Another Reason to Invest in Verification Explore More

    Blog

    NFC – Building New Grounds for Identity Verification

    Near Field Communication (NFC) is based on the famous RFID technology. In 2002, Nokia was the fir...

    NFC – Building New Grounds for Identity Verification Explore More

    Blog

    Video KYC in 2025: What It Is, How It Works & Why It Matters

    Introduction Lockdowns pushed remote onboarding from nicety to necessity, turning video KYC into ...

    Video KYC in 2025: What It Is, How It Works & Why It Matters Explore More

    Blog

    A Guide to Anti-Money Laundering (AML) Regulations in the UAE

    As the Middle East’s financial hub, the UAE offers several enticing free trade zones that a...

    A Guide to Anti-Money Laundering (AML) Regulations in the UAE Explore More

    Blog

    Customer Identification Programme (CIP) vs Know Your Customer (KYC) | What’s the Difference?

     Often, people confuse CIP and KYC and think both are the same. Customer Identification ...

    Customer Identification Programme (CIP) vs Know Your Customer (KYC) | What’s the Difference? Explore More

    Blog

    Shufti Turns Three – A journey of building trust globally

    October 31, 2020, marks the third anniversary of Shufti and three successful years of buildin...

    Shufti Turns Three – A journey of  building trust globally Explore More

    Blog

    How AI is Transforming the Banking Sector

    Artificial Intelligence has extensive applications across several domains: from banking to health...

    How AI is Transforming the Banking Sector Explore More

    Blog

    Beyond Speed: Securing Fintech Expansion with Smarter Identity Verification

    The banking industry is facing a fundamental restructuring that will change how people interact w...

    Beyond Speed: Securing Fintech Expansion with Smarter Identity Verification Explore More

    Blog, Identity & KYC, Online Marketplace

    Age Verification – Does Your Business Need It?

    Several businesses are unaware of the significance that age verification holds for their business...

    Age Verification –  Does Your Business Need It? Explore More

    Blog, Fraud Prevention

    Identity Theft Frauds – How can you stay a step ahead?

    Identity theft is ‘a hot potato’ these days. Every day we come across news of online fraud that h...

    Identity Theft Frauds – How can you stay a step ahead? Explore More

    Blog

    Digital Age Verification replacing Age Gates for better compliance

    Age verification is one of the trending snd sensitive topics these days, especially in the busine...

    Digital Age Verification replacing Age Gates for better compliance Explore More

    Blog

    Identity checks – A Profitable Business Strategy or Another Business Expense?

    Online commerce is a necessity of every business these days. With nearly every consumer carrying ...

    Identity checks – A Profitable Business Strategy or Another Business Expense? Explore More

    Blog

    KYC in banking: How American banks can fight identity thieves?

    In the present globalized, fast-evolving sphere, revolutionizing KYC (Know Your Customer) is cruc...

    KYC in banking: How American banks can fight identity thieves? Explore More

    Blog

    Covid Test Verification To Facilitate Tourism Worldwide

    Due to the coronavirus pandemic, tourism has been adversely affected and the entire travel sector...

    Covid Test Verification To Facilitate Tourism Worldwide Explore More

    Blog, Identity & KYC, Online Marketplace

    Why 2 Factor Authentication is vital for Online Identity Risk Management?

    Online identity risk management is becoming harder and harder on cyberspace. It is a headache for...

    Why 2 Factor Authentication is vital for Online Identity Risk Management? Explore More

    Blog, Online Marketplace

    KYC for Banks: Reducing financial risk with a perfect digital solution

    The banking sector has to tread a very balanced path between compliance regulations and customer ...

    KYC for Banks: Reducing financial risk with a perfect digital solution Explore More

    Blog

    KYC/AML Compliance – A Roadblock for Money Mules and Illicit Fund Transfers

    Cybercrimes are becoming increasingly complex and diverse in the era of digitization, with frauds...

    KYC/AML Compliance – A Roadblock for Money Mules and Illicit Fund Transfers Explore More

    Blog

    Adverse Media Screening Requirements and Why Do FIs Need It?

    The financial services industry is under a lot of regulatory requirements recently, and for all t...

    Adverse Media Screening Requirements and Why Do FIs Need It? Explore More

    Blog

    How Online ID Verification Supports Age-restricted Sellers?

    The online stores selling age-restricted products like gaming services, medicine or drugs are in ...

    How Online ID Verification Supports Age-restricted Sellers? Explore More

    Blog, Financial Crime / AML, Fraud Prevention, Identity & KYC

    The FinTech Industry: A Snapshot

    What is FinTech? Financial technology, known more commonly as FinTech, is a term that refers to t...

    The FinTech Industry: A Snapshot Explore More

    Blog, Financial Crime / AML

    South Korea want Crypto Exchanges to adopt Digital KYC and AML Compliance

    South Korea is soon going to adopt regulatory measures to bring in crypto exchanges under regulat...

    South Korea want Crypto Exchanges to adopt Digital KYC and AML Compliance Explore More

    Take the next steps to better security.

    Contact us

    Get in touch with our experts. We'll help you find the perfect solution for your compliance and security needs.

    Contact us

    Request demo

    Get free access to our platform and try our products today.

    Get started