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Signature forgery detection using AI

  • mm
    by Manuyash Chaudhary on Mon Jul 3

Have you ever thought that a machine would be able to distinguish between forged and genuine signatures? Well, forgery detection is indeed possible today thanks to the growth of Artificial Intelligence enabled identity management systems. An AI enabled system can smoothly segregate false signatures from documents and enable stakeholders to validate their identity for compliance purposes. So why is there a need for such identity management systems? Let us examine the backdrop.

Over the years, industries and governments across the world are increasingly facing newer forms of fraudulent threats from all sides. In a growing economy like India alone, the direct cost of financial fraud is more than 20 Billion USD annually. You could only imagine the scale of which such frauds happen globally. Forgery and impersonations are causing major breakdowns on policies and legal compliance measures as money and benefits are channeled to the wrong personnel causing severe strain on economic resources and ultimately impact the economy as a whole. One of the key areas of fraudulent practices that many regulatory bodies are struggling to cope with is fake signatures.

Signature forgery is a major issue that has been plaguing numerous sectors globally. From banks to insurance providers to government authorities, there have been numerous cases wherein signature of the correct authority is forged to obtain illegal benefits. Even artistic works have suffered greatly due to signature forgings, wherein original art producers have been cheated for due credits by impostors who forged their signatures. This has over the past led to numerous copyright infringement litigation and not mention rampant abuse of royalty rights and much more.

So how does AI change the game for signature identity?

We are all familiar with optical image recognition tools that are available today that deal with recognizing characters and patterns for an easy image to textual translations. AI enabled systems to take this process to the next level wherein they are able to learn textual patterns in scanned images or in actual document visuals. The system uses deep learning algorithms to compare it with the original signature to identify even the minutest variations. But there are situations wherein even the original signature owner might fail to reproduce 100 percent actual replica of his or her signature. AI systems are cleverly engineered to identify and measure mismatch percentage and determine whether it is, in fact, a genuine signature that has a minor difference from the original one.  This greatly improves the reliability of such systems as it does not cause inconvenience for genuine signatories.

The AI enabled Identity Management and Verification system for signatures finds use in a number of domains but let us shed light on some core areas for now:

Banking

Verification of customer signature for approval of loans, disbursal of cards and other related information can be made easy by cross-examining and comparing with originally approved signatures within bank records. This is especially beneficial in preventing fake signatures on cheque leaves and withdrawal documents which would reduce financial fraud to a great extent.

Insurance

The insurance sector is a major beneficiary of AI enabled signature verification systems since it relies primarily on documents submitted during policy enrollment to verify claims accordingly. Any signature mismatch or fraud can lead to the benefits being given away to illegal claimants and can cause severe implications.

Healthcare

Medical records or referrals from doctors are often faked in order to gain illegal access to patient info or for submission to fraudulent insurance claims. Hospitals and healthcare companies find it difficult to detect anomalies in the signature on claim or referral documents since they do not appear differently when brought into their notice. AI enabled systems can easily identify if fake signatures have been used and hence save the considerable amount of time and money for the service providers.

Copyrights and Intellectual Property Rights

There have been cases related to royalty payments on artistic work like music paintings and other art forms. With AI enabled signature verification systems, these cases would have legal backing to identify the exact origin of the signature and hence artistic royalty payments would not face any issue.

Regulatory and Government Compliance

Signature verification on age-old government files and regulatory documents are often a painstaking experience for everyone involved be it citizens or government officials. With the humongous amount of files to hover through, there are chances where wrong signatures could approve government benefits to undeserving people while denying it to the right beneficiaries. With AI-powered systems, this saga is totally avoided and beneficiaries can easily gain access to their rightful claims.

AI enabled signature verification systems can greatly improve efficiency in sectors that deal with a large volume of paper works that involve signatures. It saves time and effort and eliminates fraudulent practices to a great extent. While you might be wondering about the massive investments that may be needed to set up AI enabled signature verification systems, it is important to know that there readily available AI API services that easily integrate with your current file management and document control systems and would do the verification job quite easily with minimal systems integration requirements. If you would like to know more about such systems, feel free to drop us a line and our consultants will get in touch with you shortly to help you identify how you can improve document security with AI enabled signature verification systems.

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Signature forgery detection using AI

By Manuyash Chaudhary

Signature forgery detection using AI applies deep learning algorithms to compare the original signature to identify even the minutest variations.








How does AI change the game for signature identity?

We are all familiar with optical image recognition tools that are available today that deal with recognizing characters and patterns for an easy image to textual translations. AI enabled systems to take this process to the next level wherein they are able to learn textual patterns in scanned images or in actual document visuals. The system uses deep learning algorithms to compare it with the original signature to identify even the minutest variations. But there are situations wherein even the original signature owner might fail to reproduce 100 percent actual replica of his or her signature. AI systems are cleverly engineered to identify and measure mismatch percentage and determine whether it is, in fact, a genuine signature that has a minor difference from the original one. This greatly improves the reliability of such systems as it does not cause inconvenience for genuine signatories.

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What are the areas where signature forgery detection using AI could be applied?

The areas where signature forgery detection using AI could be applied are banking, insurance, healthcare, copyrights, intellectual property rights, regulatory and government compliance.

Didn’t get what you are looking for?

If you would like to know more about AI based systems, feel free to drop us a line and our consultants will get in touch with you shortly to help you identify how you can improve document security with AI enabled signature verification systems.

Get in touch with our expert AI consultants today to know more.

Author

  • mm
    Manuyash Chaudhary

Manuyash Chaudhary is a technologist and AI evangelist who specializes in Neural Networks and AI algorithms. He is heading AI Research and Development at Accubits Technologies and is currently focusing on state of the art NLP algorithms using GAN networks. He has done several Tech Talk sessions and seminars on AI and related technologies around the world.

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