Techniques to process three-dimensional object files while maintaining privacy
The present disclosure provides techniques for processing a three-dimensional (3D) object file in a privacy-preserving manner. An example method includes obtaining an object file that comprises a specification of a 3D printable object, encrypting the object file using a public key to generate an encrypted object file, and sending, to a remote computing system, the encrypted object file and a request to process the encrypted object file to identify a characteristic of the 3D printable object. The method also includes receiving an encrypted result file from the remote computing system, wherein the encrypted result file comprises an encrypted Minkowski sum of the encrypted object file and an encrypted comparison file. The method also includes decrypting the encrypted result file using a private key corresponding with the public key to generate an unencrypted result file and processing the unencrypted result file to determine the characteristic of the 3D printable object.
1 . A method of processing a three-dimensional (3D) object file in a privacy-preserving manner, comprising:
obtaining an object file that comprises a specification of a 3D printable object;
encrypting the object file using a public key to generate an encrypted object file;
sending, by a processing device to a remote computing system, the encrypted object file and a request to process the encrypted object file to identify a characteristic of the 3D printable object;
receiving an encrypted result file from the remote computing system, wherein the encrypted result file comprises an encrypted Minkowski sum of the encrypted object file and an encrypted comparison file;
decrypting the encrypted result file using a private key corresponding with the public key to generate an unencrypted result file; and
processing the unencrypted result file to determine the characteristic of the 3D printable object.
2 . The method of claim 1 , wherein encrypting the object file comprises encrypting the object file using homomorphic encryption.
3 . The method of claim 1 , further comprising converting the object file to a frequency domain representation before encrypting the object file.
4 . The method of claim 1 , wherein processing the unencrypted result file comprises converting the unencrypted result file to a spatial domain representation.
5 . The method of claim 1 , further comprising sending the public key to a third-party computing device, wherein the encrypted comparison file is received by the remote computing system from the third-party computing device.
6 . The method of claim 1 , further comprising sending the public key to the remote computing system, wherein the encrypted comparison file is generated by the remote computing system by encrypting a comparison file received from a local storage device of the remote computing system.
7 . The method of claim 1 , wherein obtaining the object file comprises obtaining an object model and converting the object model to an equivalent tensor representation to generate the object file.
8 . The method of claim 1 , wherein the encrypted result file is an encrypted element-wise product of the encrypted object file and the encrypted comparison file.
9 . The method of claim 1 , wherein the encrypted comparison file is an encrypted 3D array of voxels that represents a smallest printable feature, and the characteristic identifies features of the 3D printable object that are smaller than the smallest printable feature.
10 . The method of claim 1 , wherein the encrypted comparison file is an encrypted 3D array of voxels that represents a specification of a tool, and the characteristic identifies external regions of the 3D printable object that are accessible by the tool.
11 . A system for processing a three-dimensional (3D) object file in a privacy-preserving manner, comprising:
a memory;
a processing device operatively coupled to the memory, the processing device to:
obtain an object file that comprises a specification of a 3D printable object;
encrypt the object file using a public key to generate an encrypted object file;
send, to a remote computing system, the encrypted object file and a request to process the encrypted object file to identify a characteristic of the 3D printable object;
receive an encrypted result file from the remote computing system, wherein the encrypted result file comprises an encrypted Minkowski sum of the encrypted object file and an encrypted comparison file;
decrypt the encrypted result file using a private key corresponding with the public key to generate an unencrypted result file; and
process the unencrypted result file to determine the characteristic of the 3D printable object.
12 . The system of claim 11 , wherein the processing device is further to convert the object file to a frequency domain representation before encryption of the object file.
13 . The system of claim 11 , wherein the processing device is further to send the public key to a third-party computing device, wherein the encrypted comparison file is received by the remote computing system from the third-party computing device.
14 . The system of claim 11 , wherein the processing device is further to send the public key to the remote computing system, wherein the encrypted comparison file is generated by the remote computing system by encryption of a comparison file received from a local storage device of the remote computing system.
15 . The system of claim 11 , wherein to obtain the object file, the processing device is to obtain an object model and convert the object model to an equivalent tensor representation to generate the object file.
16 . A non-transitory computer-readable storage medium having instructions stored thereon that, when executed by a processing device, cause the processing device to:
obtain an object file that comprises a specification of a 3D printable object;
encrypt the object file using a public key to generate an encrypted object file;
send, by the processing device to a remote computing system, the encrypted object file and a request to process the encrypted object file to identify a characteristic of the 3D printable object;
receive an encrypted result file from the remote computing system, wherein the encrypted result file comprises an encrypted Minkowski sum of the encrypted object file and an encrypted comparison file;
decrypt the encrypted result file using a private key corresponding with the public key to generate an unencrypted result file; and
process the unencrypted result file to determine the characteristic of the 3D printable object.
17 . The non-transitory computer-readable storage medium of claim 16 , wherein the instructions further direct the processing device to convert the object file to a frequency domain representation before encryption of the object file.
18 . The non-transitory computer-readable storage medium of claim 16 , wherein the instructions further direct the processing device to send the public key to a third-party computing device, wherein the encrypted comparison file is received by the remote computing system from the third-party computing device.
19 . The non-transitory computer-readable storage medium of claim 16 , wherein the instructions further direct the processing device to send the public key to the remote computing system, wherein the encrypted comparison file is generated by the remote computing system by encryption of a comparison file received from a local storage device of the remote computing system.
20 . The non-transitory computer-readable storage medium of claim 16 , wherein to obtain the object file, the instructions direct the processing device is to obtain an object model and convert the object model to an equivalent tensor representation to generate the object file.