Computer-implemented method for optical character recognition
A computer-implemented method for optical character recognition and corresponding data processing apparatus, computer program and computer-readable medium. The method includes the following: receiving image data of an input image having one or more characters and applying one or more data processing operations to the received image data, wherein at least one of the data processing operations is configured to return the one or more characters of the input image, wherein each data processing operation is selected from a predefined set of available data processing functions according to a processing configuration, wherein the available data processing functions are precompiled functions, and wherein the processing configuration can be changed at runtime.
1. A computer-implemented method for optical character recognition, the method comprising:
receiving image data of an input image having one or more characters;
applying two or more different data processing operations to the received image data,
wherein at least one of the two or more different data processing operations is configured to return the one or more characters of the input image,
wherein each data processing operation is selected from a predefined set of available data processing functions according to a processing configuration,
wherein the available data processing functions are precompiled functions; and
before applying the two or more different data processing operations, loading the processing configuration and a network configuration from a remote service at runtime,
wherein the processing configuration determines a sequence of the two or more different data processing operations, and
wherein at least one of the two or more different data processing operations includes propagating data through one or more artificial neural networks configured by the loaded network configuration.
2. The method according to claim 1 , wherein the processing configuration further determines at least one of: a total number of data processing operations or a parametrization of the two or more different data processing operations.
3. The method according to claim 1 , further comprising:
validating the processing configuration received from the remote service before applying the two or more different data processing operations.
4. The method according to claim 1 , further comprising:
determining that the processing configuration received from the remote service is invalid and loading a previously cached processing configuration.
5. The method according to claim 1 , further comprising:
requesting from the remote service a specific processing configuration associated with at least one of: an application identifier or a hardware identifier of a device running the method.
6. The method according to claim 1 , wherein the loading the processing configuration from a remote service includes:
receiving an encrypted processing configuration from the remote service; and
decrypting the encrypted processing configuration received from the remote service using a secret key.
7. The method according to claim 1 , further comprising:
before applying the two or more different data processing operations, authenticating the process configuration.
8. The method according to claim 1 , wherein the receiving image data of an input image includes capturing one or more images with an image sensor.
9. The method according to claim 8 , wherein the steps of receiving image data and applying the two or more different data processing operations are:
repeated for a sequence of input images; and
run in parallel or alternate.
10. A data processing apparatus comprising a processor for carrying out the method of claim 1 .
11. A non-transitory computer-readable medium having instructions for a processor stored thereon such that, when the processor executes the instructions, the processor performs operations for optical character recognition comprising:
receiving image data of an input image having one or more characters;
applying two or more different data processing operations to the received image data,
wherein at least one of the two or more different data processing operations is configured to return the one or more characters of the input image,
wherein each data processing operation is selected from a predefined set of available data processing functions according to a processing configuration,
wherein the available data processing functions are precompiled functions; and
before applying the two or more different data processing operations, loading the processing configuration and a network configuration from a remote service at runtime,
wherein the processing configuration determines a sequence of the two or more different data processing operations, and
wherein at least one of the two or more different data processing operations includes propagating data through one or more artificial neural networks configured by the loaded network configuration.