Access authentication using obfuscated biometrics
A method for authorizing access to one or more secured computer resources includes obfuscating a reference biometric vector into an obfuscated reference biometric vector using a similarity-preserving obfuscation. An authentication biometric vector is obfuscated into an obfuscated authentication biometric vector using the similarity-preserving obfuscation. A similarity of the obfuscated authentication biometric vector and the obfuscated reference biometric vector is tested. Based on the similarity being within an authentication threshold, access to the one or more secured computer resources is authorized.
1. A method for authorizing access to one or more secured computer resources, the method comprising:
storing an obfuscated reference biometric vector at an authentication computing device, the obfuscated reference biometric vector previously obfuscated from a reference biometric vector using a similarity-preserving obfuscation at a client computing device, wherein the reference biometric vector includes N dimensions, wherein the similarity-preserving obfuscation is a deterministic vector rotation in which a sequence of rotations is applied relative to one or more of the N dimensions, and wherein the sequence of rotations is generated based on a seed value;
receiving an obfuscated authentication biometric vector, the obfuscated authentication biometric vector previously obfuscated from an authentication biometric vector using the similarity-preserving obfuscation at the client computing device;
testing a similarity of the obfuscated reference biometric vector and the obfuscated authentication biometric vector at the authentication computing device; and
based on the similarity being within an authentication threshold, communicating an authentication authorization from the authentication computing device to the client computing device to grant access to the one or more secured computer resources,
wherein the similarity-preserving obfuscation uses a received authentication credential as the seed value for a random number generator to generate the sequence of rotations.
2. The method of claim 1 , wherein testing the similarity of the obfuscated reference biometric vector and the obfuscated authentication biometric vector includes calculating a cosine angular distance between the obfuscated reference biometric vector and the obfuscated authentication biometric vector.
3. The method of claim 1 , wherein testing the similarity of the obfuscated reference biometric vector and the obfuscated authentication biometric vector includes calculating an L2 norm between the obfuscated reference biometric vector and the obfuscated authentication biometric vector.
4. The method of claim 1 , wherein the received authentication credential is a password.
5. The method of claim 1 , wherein the received authentication credential is a device identifier.
6. The method of claim 1 , wherein the received authentication credential is a biometric identifier.
7. A method of granting access to one or more secured computer resources, the method comprising:
obfuscating a reference biometric vector into an obfuscated reference biometric vector using a similarity-preserving obfuscation at a client computing device, wherein the reference biometric vector includes N dimensions, wherein the similarity-preserving obfuscation is a deterministic vector rotation in which a sequence of rotations is applied relative to one or more of the N dimensions, and wherein the sequence of rotations is generated based on a seed value;
sending the obfuscated reference biometric vector from the client computing device to an authentication computing device;
measuring an authentication biometric identifier at the client computing device;
transforming the authentication biometric identifier into an authentication biometric vector at the client computing device;
obfuscating the authentication biometric vector into an obfuscated authentication biometric vector using the similarity-preserving obfuscation at the client computing device;
sending the obfuscated authentication biometric vector from the client computing device to the authentication computing device; and
based on receiving an authentication authorization from the authentication computing device, granting access to the one or more secured computer resources, the authentication authorization previously determined at the authentication computing device based on a similarity of the obfuscated reference biometric vector and the obfuscated authentication biometric vector being within an authentication threshold,
wherein the similarity-preserving obfuscation uses a received authentication credential as the seed value for a random number generator to generate the sequence of rotations.
8. The method of claim 7 , wherein the reference biometric vector is transformed from a reference biometric identifier measured at the client computing device.
9. The method of claim 7 , wherein the authentication biometric identifier is a sensed human fingerprint.
10. The method of claim 7 , wherein the authentication biometric identifier is a sensed human iris.
11. The method of claim 7 , wherein the authentication biometric identifier is a sensed human face.
12. The method of claim 7 , wherein the authentication biometric identifier is a sensed human voice.
13. A method of authorizing access to one or more secured computer resources, the method comprising:
obfuscating a reference biometric vector into an obfuscated reference biometric vector using a similarity-preserving obfuscation, wherein the reference biometric vector includes N dimensions, wherein the similarity-preserving obfuscation is a deterministic vector rotation in which a sequence of rotations is applied relative to one or more of the N dimensions, and wherein the sequence of rotations is generated based on a seed value;
obfuscating an authentication biometric vector into an obfuscated authentication biometric vector using the similarity-preserving obfuscation;
testing a similarity of the obfuscated authentication biometric vector and the obfuscated reference biometric vector; and
based on the similarity being within an authentication threshold, authorizing access to the one or more secured computer resources,
wherein the similarity-preserving obfuscation uses a received authentication credential as the seed value for a random number generator to generate the sequence of rotations.