SYSTEMS AND METHODS FOR IMAGE ANALYSIS
The present disclosure provides methods and systems for image analysis. The methods may be implemented by a gateway device between an image management platform and an image analysis service platform. The methods may include obtaining a request for analyzing target image data stored in the image management platform. In response to the request, the methods may include generating an image analysis task with respect to the target image data. The image analysis task may include a storage address of the target image data in the image management platform. The methods may further include transmitting the image analysis task to the image analysis service platform to direct the image analysis service platform to acquire the target image data from the storage address and perform image analysis on the target image data.
1 . A method, implemented by a gateway device between an image management platform and an image analysis service platform, the method comprising:
obtaining a request for analyzing target image data stored in the image management platform;
in response to the request, generating an image analysis task with respect to the target image data, the image analysis task including a storage address of the target image data in the image management platform; and
transmitting the image analysis task to the image analysis service platform to direct the image analysis service platform to acquire the target image data from the storage address and perform image analysis on the target image data.
2 . The method of claim 1 , wherein the generating an image analysis task with respect to the target image data includes:
determining whether one or more features of the target image data satisfy a first condition; and
in response to determining that the one or more features of the target image data satisfy the first condition, generating the image analysis task with respect to the target image data.
3 . The method of claim 1 , wherein the generating an image analysis task with respect to the target image data includes:
determining whether user permission corresponding to the request satisfies a second condition; and
in response to determining that the user permission corresponding to the request satisfies the second condition, generating the image analysis task with respect to the target image data.
4 . The method of claim 1 , wherein the generating an image analysis task with respect to the target image data includes:
obtaining a plurality of candidate algorithms;
determining a target algorithm from the plurality of candidate algorithms based on the target image data; and
generating the image analysis task with respect to the target image data based on the target algorithm.
5 . The method of claim 4 , wherein the determining a target algorithm from the plurality of candidate algorithms based on the target image data includes:
for each of the plurality of candidate algorithms, determining at least one mandatory requirement and at least one optional requirement with respect to an input of the candidate algorithm;
selecting at least one candidate algorithm from the plurality of candidate algorithms, the target image data satisfying the at least one mandatory requirement of each selected candidate algorithm; and
determining the target algorithm from the at least one selected candidate algorithm based on the target image data and the at least one optional requirement of each selected candidate algorithm.
6 . The method of claim 4 , wherein the determining a target algorithm from the plurality of candidate algorithms based on the target image data includes:
obtaining a corresponding relationship between the plurality of candidate algorithms and a plurality of reference feature vectors representing a plurality of sets of reference image data;
determining a target feature vector representing the target image data; and
determining the target algorithm from the plurality of candidate algorithms based on the target feature vector and the corresponding relationship.
7 . The method of claim 4 , wherein the determining a target algorithm from the plurality of candidate algorithms based on the target image data includes:
obtaining an algorithm determination model, wherein the algorithm determination model is a trained machine learning model; and
determining the target algorithm based on the target image data using the algorithm determination model.
8 . The method of claim 1 , further comprising:
obtaining, from the image analysis service platform, an analysis abstract of an image analysis result of the target image data; and
storing the analysis abstract into a storage component of the gateway device.
9 . The method of claim 1 , further comprising:
obtaining, from a user terminal, a second request for obtaining an image analysis result of the target image data; and
transmitting the second request to the image analysis service platform to direct the image analysis service platform to transmit the image analysis result to the user terminal.
10 . The method of claim 1 , wherein the gateway device is integrated into the image management platform.
11 . A system, including a gateway device between an image management platform and an image analysis service platform, comprising:
at least one storage device including a set of instructions; and
at least one processor configured to communicate with the at least one storage device, wherein when executing the set of instructions, the at least one processor is configured to direct the system to perform operations including:
obtaining a request for analyzing target image data stored in the image management platform;
in response to the request, generating an image analysis task with respect to the target image data, the image analysis task including a storage address of the target image data in the image management platform; and
transmitting the image analysis task to the image analysis service platform to direct the image analysis service platform to acquire the target image data from the storage address and perform image analysis on the target image data.
12 . The system of claim 11 , wherein the generating an image analysis task with respect to the target image data includes:
determining whether one or more features of the target image data satisfy a first condition; and
in response to determining that the one or more features of the target image data satisfy the first condition, generating the image analysis task with respect to the target image data.
13 . The method of claim 11 , wherein the generating an image analysis task with respect to the target image data includes:
determining whether user permission corresponding to the request satisfies a second condition; and
in response to determining that the user permission corresponding to the request satisfies the second condition, generating the image analysis task with respect to the target image data.
14 . The method of claim 11 , wherein the generating an image analysis task with respect to the target image data includes:
obtaining a plurality of candidate algorithms;
determining a target algorithm from the plurality of candidate algorithms based on the target image data; and
generating the image analysis task with respect to the target image data based on the target algorithm.
15 - 17 . (canceled)
18 . The method of claim 11 , further comprising:
obtaining, from the image analysis service platform, an analysis abstract of an image analysis result of the target image data; and
storing the analysis abstract into a storage component of the gateway device.
19 . The method of claim 11 , further comprising:
obtaining, from a user terminal, a second request for obtaining an image analysis result of the target image data; and
transmitting the second request to the image analysis service platform to direct the image analysis service platform to transmit the image analysis result to the user terminal.
20 - 22 . (canceled)
23 . A method, implemented by an image analysis service platform, the method comprising:
obtaining an image analysis task with respect to target image data, the image analysis task including a storage address of the target image data in an image management platform;
in response to the image analysis task, acquiring the target image data from the storage address; and
performing image analysis on the target image data.
24 . The method of claim 23 , wherein the image analysis task with respect to the target image data is transmitted from a gateway device between the image management platform and the image analysis service platform.
25 . The method of claim 23 , further comprising:
generating an analysis abstract of an image analysis result of the target image data; and
transmitting the analysis abstract to a gateway device.
26 . The method of claim 23 , further comprising:
obtaining, from a user terminal or the gateway device, a request for obtaining an image analysis result of the target image data; and
transmitting the image analysis result to the user terminal.
27 - 29 . (canceled)