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Complete your application – Enter the rest of the information required for the IC Postdoc Program Research Opportunity. The application itself contains detailed instructions for each one of these components: availability, citizenship, transcripts, dissertation abstract, publication and presentation plan, and information about your Research Advisor co-applicant.
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Research Topic Description, including Problem Statement:
Facial images are widely used as a primary means of establishing / verifying identity, be it in passports, drivers’ licenses or staff workplace passes. Automated facial recognition technology is increasingly being used to automate the identity verification process and to confirm that theimage printed on the document or stored in the chip is of the person presentingit.
It has recently become clear that such systems have a vulnerability if the application and enrolment process provides an opportunity for the applicant to digitally modify the image prior to submission.This may be for benign reasons (e.g. to make their face look more attractive) or it may be done for more malicious reasons, for example to defeat a duplicate check during the application process, thereby allowing an individual to obtain multiple identity documents under different names. Another possibility is that images of two or more individuals may be digitally combined (morphed) to create an image and thus obtain an identity document that multiple people can then make use of. The software to do this is freely available on theweb.
Automation is increasingly being used to read identity documents such as passports and verify the authenticity of the document and identity of the owner, and the result of this is that there is a corresponding reduction in manual examination. However, not only can such manipulated images be used to subvert automated facial recognition systems, they are also very difficult for human examiners todetect.
It is therefore important to research techniques which can be used for the accurate and reliable detection of manipulated images. Research should address content, but it is also possible to detect manipulated images on the basis of image meta-data.
Example Approaches:
There are numerous tools already available in the field of image forensics designed to detect manipulated images, however none of them are currently able to reliably detect morphed images, especially in cases where the manipulated image is printed out and then rescanned, therebyremoving many of the artefacts which might have been present. These typically look at compression artifacts, noise patterns, copy and paste artefacts, color filter array interpolation and local color changes etc.
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