CN104063313A - Intelligent analytical algorithm test system and method - Google Patents
Intelligent analytical algorithm test system and method Download PDFInfo
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- CN104063313A CN104063313A CN201410151830.4A CN201410151830A CN104063313A CN 104063313 A CN104063313 A CN 104063313A CN 201410151830 A CN201410151830 A CN 201410151830A CN 104063313 A CN104063313 A CN 104063313A
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Abstract
The invention is suitable for the technical field of algorithm testing and provides an intelligent analytical algorithm test system and method. The system comprises a test board and an intelligent information terminal, wherein the test board comprises a testing module and a first connecting module; the test board is used for operating the to-be-tested intelligent analytical algorithm to test an appointed testing video and acquiring the testing result of the appointed testing video through the intelligent analytical algorithm; the first connecting module is used for sending the testing result to the intelligent information terminal; the intelligent information terminal comprises a second connecting module and a data processing module; the second connecting module is used for receiving the testing result sent by the test board; the data processing module is used for comparing and analyzing the testing result and the standard analysis result corresponding to the appointed testing video to acquire the performance test report of the to-be-tested intelligent analytical algorithm. The intelligent analytical algorithm test system and method can realize automatic testing of the intelligent analytical algorithm, is free from external interference in the test process and improves the algorithm testing efficiency and accuracy.
Description
Technical field
The invention belongs to the technical field of test of heuristics, relate in particular to a kind of test macro and method of intellectual analysis algorithm.
Background technology
Along with intellectuality at the development of protection and monitor field and deeply, with the video camera of intellectual analysis function, progress into safety monitoring market.At present, this type of video camera mainly carries out analyzing and processing by the intellectual analysis algorithm that moves self to taken video.Intellectual analysis algorithm is as the soul of behavioural analysis and image processing, its principal character is the method that adopts computer vision, in the situation that needing human intervention hardly, by video camera photographic images sequence, enjoy location, identification and follow the tracks of, and analyze on this basis and judge the behavior of target, thereby accomplish to complete daily management, can when occurring, abnormal conditions react in time again.The function of intellectual analysis algorithm mainly contains: group behavior analysis, intrusion detection and motion target tracking, retentate and move warning, the detection of people's face and identification, quene state analysis etc.
Yet, also do not have at present a kind of efficiently, method is carried out performance test to described intellectual analysis algorithm accurately, to assess the quality of described intellectual analysis algorithm performance.
Summary of the invention
The object of the present invention is to provide a kind of Auto-Test System and method of intellectual analysis algorithm, to realize the automatic test to intellectual analysis algorithm, improve the efficiency to intellectual analysis test of heuristics, and accuracy.
The present invention is achieved in that a kind of test macro of intellectual analysis algorithm, and described system comprises: test board, intelligent information terminal;
Described test board comprises:
For moving intellectual analysis algorithm to be measured, the test video of appointment is tested, obtained the test module of described intellectual analysis algorithm to the test result of nominative testing video;
Be connected with described test module, for described test result being sent to the first link block of controlling mainboard;
Described intelligent information terminal comprises:
Be connected with described the first link block, for receiving the second link block of the test result of described test board transmission;
Be connected with described the second link block, for the described test result standard analysis result corresponding with the test video of described appointment compared to analysis, obtain the data processing module of the performance test report of intellectual analysis algorithm.
Another aspect of the present invention, provides a kind of method of testing of intellectual analysis algorithm, and described method runs on following system, and described system comprises test board and intelligent information terminal; Described method is specially:
Described test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video, and described test result is sent to intelligent information terminal;
Described intelligent information terminal receives the test result that described test board sends, and the standard analysis result that described test result is corresponding with the test video of described appointment compares analysis, obtains the performance test report of intellectual analysis algorithm to be measured.
Compared with prior art, the present invention is by arranging test board and intelligent information terminal, and test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video; Intelligent information terminal compares analysis by the described test result standard analysis result corresponding with the test video of described appointment, obtains the performance test report of intellectual analysis algorithm, thereby has realized the automatic test to intellectual analysis algorithm; In test process, be not vulnerable to external interference, further improved efficiency and the accuracy of test.
Accompanying drawing explanation
Fig. 1 is the composition structural drawing of the first intellectual analysis test of heuristics system of providing of the embodiment of the present invention one;
Fig. 2 is the composition structural drawing of the second intellectual analysis test of heuristics system of providing of the embodiment of the present invention one;
Fig. 3 is the first realization flow figure of the intellectual analysis test of heuristics method that provides of the embodiment of the present invention two;
Fig. 4 is the second realization flow figure of the intellectual analysis test of heuristics method that provides of the embodiment of the present invention two.
Embodiment
In order to make object of the present invention, technical scheme and advantage clearer, below in conjunction with drawings and Examples, the present invention is further elaborated.Should be appreciated that specific embodiment described herein, only in order to explain the present invention, is not intended to limit the present invention.
embodiment mono-
Fig. 1 shows the composition structure of the first intellectual analysis test of heuristics system that the embodiment of the present invention one provides, and for convenience of explanation, only shows the part relevant to the present embodiment.
In Fig. 1, described intellectual analysis test of heuristics system comprises: test board 1, intelligent information terminal 2.
Described test board 1 comprises: test module 11 and the first link block 12.
Wherein, described test module 11 is tested the test video of appointment for moving intellectual analysis algorithm to be measured, obtains the test result of described intellectual analysis algorithm to nominative testing video.
Described the first link block 12 is connected with described test module 11, for described analysis result is sent to intelligent information terminal 2.
In the present embodiment, before testing, described intellectual analysis algorithm to be measured is pre-written on test module.Described test module can receive and move different intellectual analysis algorithms.Different intellectual analysis algorithms can be realized difference analysis and the processing capacity to image, includes but not limited to group behavior analysis, intrusion detection and motion target tracking, retentate and moves warning, the detection of people's face and identification, quene state analysis etc.
Described intelligent information terminal 2 comprises: the second link block 21, data processing module 22.
Wherein, described the second link block 21 is connected with described the first link block 11, the test result sending for receiving described test board.
Described data processing module 22 is connected with described the second link block 21, for the described test result standard analysis result corresponding with the test video of described appointment compared to analysis, obtains the performance test report of intellectual analysis algorithm to be measured.
In the present embodiment, in described data processing module, be provided with normal video storehouse, for storing test video and corresponding standard analysis result thereof.Described test video has different test scenes, different resolution, to meet the testing requirement of different intellectual analysis algorithms.Before carrying out the test of intellectual analysis algorithm, described data processing module is the request of obtaining test video for sending according to test board also, from described normal video storehouse, transfer corresponding test video as the test video of appointment, and send to test board by the second link block.
As a preferred exemplifying embodiment of the present invention, described intelligent information terminal 2 can be mobile phone, panel computer or computing machine.
As another preferred exemplifying embodiment of the present invention, described the first link block and the second link block can be network connecting module, for example Wi-Fi module, bluetooth module; Also can be USB interface, radio frequency communication module.Certainly, can be also other modules that can send data, this is not restricted.
In the present embodiment, by test board and intelligent information terminal are set, test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video; Intelligent information terminal compares analysis by the described test result standard analysis result corresponding with the test video of described appointment, obtains the performance test report of intellectual analysis algorithm to be measured, thereby has realized the automatic test to intellectual analysis algorithm; In test process, be not vulnerable to external interference, further improved efficiency and the accuracy of test.
Fig. 2 shows the composition structure of the second intellectual analysis test of heuristics system that the embodiment of the present invention one provides, and for convenience of explanation, only shows the part relevant to the present embodiment.
As shown in Figure 2, described intellectual analysis test of heuristics system comprises test board 1, the intelligent information terminal 2 as described in Fig. 1 embodiment.
Described test board 1 comprises test module 11 and the first link block 12.
Described the first link block 12 is also for the test video that receives the appointment that intelligent information terminal sends.
Described test module 11 also comprises:
Be connected with described the first link block 12, for the video decoding unit of test module and digital signal processing unit are sent to control signal, and the control module 111 that the test video of appointment is sent to described video decoding unit.
In the present embodiment, described control module is preferably ARM chip.Described control module is also connected with digital signal processing unit with described video decoding unit, to transmit control signal to described video decoding unit and digital signal processing unit.
Be connected with described control module 111, for the test video to described appointment, decode, obtain yuv video data, and described yuv video data are sent to the video decoding unit 112 of digital signal processing unit.
In the present embodiment, a kind of colour coding method (belonging to PAL) that described YUV is adopted by eurovision system, is the color space that PAL and SECAM simulation color television system adopt.The importance that adopts YUV color space is that its brightness signal Y is separated with carrier chrominance signal U, V, and only need take few frequency range during transmission.
Be connected with described video decoding unit 112, for moving intellectual analysis algorithm to be measured, described yuv video data tested, obtain the digital signal processing unit 113 of intellectual analysis algorithm to the test result of nominative testing video.
As an exemplifying embodiment of the present invention, described digital signal processing unit 113 is preferably digital signal processor DSP (Digital Signal Processer).
Further, described control module 111 also for: the test result that digital signal processing unit 113 is got is carried out compression coding, and the analysis result after compression coding is sent to intelligent information terminal 2 by the first link block 12.
Described intelligent information terminal 2 comprises the second link block 21 and data processing module 22.
Wherein, described data processing module also comprises: communication unit 221 and data processing unit 222.
Described communication unit 221 sends to data processing unit for the test result that test board is sent.
In the present embodiment, described communication unit 221 one end are connected with the second link block, obtain the test result that test board sends from the second link block; The other end is connected with data processing unit, and described test result is transferred to data processing unit.
Described data processing unit 222 is connected with described communication unit 221, for transferring test case from test case library, and standard analysis result corresponding to the test video of transferring this appointment from normal video storehouse, according to described test case, the test result of the intellectual analysis algorithm described to be measured receiving and described standard analysis result are compared, obtain the performance test report of intellectual analysis algorithm to be measured.
In the present embodiment, in described data processing module 22, be also provided with test case library and normal video storehouse.In described test case library, store for testing the test case of intellectual analysis algorithm performance, include but not limited to test instruction, test event, test board parameters, testing process information etc.In described normal video storehouse, store for testing test video and the corresponding standard analysis result thereof of intellectual analysis algorithm performance.Described test video has different test scenes, different resolution, to meet the testing requirement of different intellectual analysis algorithms.
Preferably, described data processing module 22 also comprises storage unit 223.
Described storage unit 223 is connected with described data processing unit 222, for storing the performance test report of described intellectual analysis algorithm to be measured, and exports described performance test report.
By storing the performance test of described intellectual analysis algorithm to be measured, report, prepare against tester's subsequent calls and check.
Preferably, described data processing module 22 also comprises unit of testing and controlling 224.
Unit of testing and controlling 224 is connected with communication module 221, data processing unit 222, test case library and normal video storehouse, is mainly used in controlling test process, comprising: to test board, send test instruction; From test case library, transfer test case, according to described test case configuration testing plate; And the test video of transferring appointment from normal video storehouse, the test video of described appointment is sent to test board by communication module.
Exemplary, when test starts, described unit of testing and controlling 224 sends test instruction by communication module 221 to test board; From test case library, transfer test case, according to described test case, pass through communication module 221 configuration testing plates; And the test video of transferring appointment from normal video storehouse, the test video of described appointment is sent to test board by communication module.Described data processing unit 222 also can be transferred test case by described unit of testing and controlling 224 from test case library.
In the present embodiment, described intelligent information terminal can be mobile phone, panel computer or televisor, can run under Windows or (SuSE) Linux OS.
The present embodiment is by arranging test board and intelligent information terminal, and test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video; Intelligent information terminal compares analysis by the described test result standard analysis result corresponding with the test video of described appointment, obtains the performance test report of intellectual analysis algorithm, thereby has realized the automatic test to intellectual analysis algorithm; In test process, be not vulnerable to external interference, further improved efficiency and the accuracy of test.
embodiment bis-
Fig. 3 shows the first realization flow of the method for testing of the intellectual analysis algorithm that the embodiment of the present invention two provides, and for convenience of explanation, only shows part related to the present invention.Described method runs on following system, and described system comprises test board and intelligent information terminal.Described method is specially:
In step S301, test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video, and described test result is sent to intelligent information terminal.
In the present embodiment, when intellectual analysis algorithm to be measured is tested, in advance described intellectual analysis algorithm to be measured is written in test board.The request of obtaining test video that the test video of described appointment is sent according to test board by intelligent information terminal is transferred corresponding test video as the test video of appointment, and the test video of described appointment is sent to described test board from normal video storehouse.When test starts, test board automatically moves described intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video, and described test result is sent to intelligent information terminal.
In step S302, described intelligent information terminal receives the test result that described test board sends, and the standard analysis result that described test result is corresponding with the test video of described appointment compares analysis, obtains the performance test report of intellectual analysis algorithm.
In the present embodiment, in described intelligent information terminal, be provided with test case library and normal video storehouse.In described test case library, store for testing the test case of intellectual analysis algorithm performance, include but not limited to test instruction, test event, test board parameters, testing process information etc.In described normal video storehouse, store for testing test video and the corresponding standard analysis result thereof of intellectual analysis algorithm performance.Described test video has different test scenes, different resolution, to meet the testing requirement of different intellectual analysis algorithms.User can also as required, adjust test case library and normal video storehouse.Such as increasing or deleting test case or test video and corresponding standard analysis result thereof etc.
Fig. 4 is the second realization flow of the method for testing of the intellectual analysis algorithm that provides of the embodiment of the present invention two, for convenience of explanation, only shows part related to the present invention.In the present embodiment, the method for testing of described intellectual analysis algorithm runs on following system, and described system comprises test board and intelligent terminal.
Before test starts, described intellectual analysis algorithm to be measured is pre-written on test board.When test starts, described intelligent information terminal sends test instruction to test board; From test case library, transfer test case, according to described test case configuration testing plate; And the request of obtaining test video of returning according to test board, from normal video storehouse, transfer the test video of appointment, and the test video of described appointment is sent to test board.
In step S401, described test board receives the test video of the appointment of intelligent information terminal transmission.
In the present embodiment, the request of obtaining test video sending according to test board, intelligent information terminal is transferred corresponding test video as nominative testing video from normal video storehouse, and sends it on test board.
In step S402, described test board is decoded to the test video of described appointment, obtains yuv video data.
In step S403, described test board moves intellectual analysis algorithm to be measured described yuv video data is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video.
In step S404, described test board carries out described test result to send to intelligent information terminal after compression coding.
In the present embodiment, by described test result is carried out transmitting after compression coding again, can improve the efficiency of transmission.
In step S405, described intelligent information terminal receives described test result.
In step S406, described intelligent information terminal is transferred test case from test case library, and from normal video storehouse, transfers the standard analysis result corresponding to test video of this appointment.
In step S407, described intelligent information terminal compares analysis according to described test case by the test result of the intellectual analysis algorithm described to be measured receiving and described standard analysis result, obtains the performance test report of intellectual analysis algorithm to be measured.
Preferably, described method also comprises:
In step S408, the performance test report of the described intellectual analysis algorithm to be measured of described intelligent information terminal storage, and export described performance test report.
By storing the performance test of described intellectual analysis algorithm to be measured, report, so that follow-up the calling and checking of tester.Export the performance test report of described intellectual analysis algorithm to be measured, for tester's reference simultaneously.
In the present embodiment, described intelligent information terminal can be mobile phone, panel computer or televisor, can run under Windows or (SuSE) Linux OS.
The present embodiment is by arranging test board and intelligent information terminal, and test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video; Intelligent information terminal compares analysis by the described test result standard analysis result corresponding with the test video of described appointment, obtains the performance test report of intellectual analysis algorithm, thereby has realized the automatic test to intellectual analysis algorithm; In test process, be not vulnerable to external interference, further improved efficiency and the accuracy of test.
embodiment tri-
In order to further illustrate the test process of the algorithm of intellectual analysis described in the present invention, below test board and the performed flow process of intelligent information terminal are elaborated.Be appreciated that the following stated explanation is only a concrete exemplifying embodiment of the present invention, be not limited to the realization of the method for testing of intellectual analysis algorithm of the present invention.
In the method for testing of the intellectual analysis algorithm that the embodiment of the present invention three provides, the execution step of intelligent information terminal is as follows:
1, start the automatic test instruction of intellectual analysis algorithm.
2, the required configuration information of read test user interface, and preserve described configuration information.
3, starting network connects.
4, described test instruction is sent to test board.
5, read test environmental information, and preserve described test environment information.
Wherein, described environmental information comprises software version etc.
6, transfer test case, and test case configuration information is sent to test board.
7, receive the request of obtaining test video that test board sends.
8, the test video using corresponding test video as appointment sends to test board.
9, judge whether to obtain the request of other test videos.Judgment result is that while being execution step 7, otherwise execution step 10.
Wherein, described other test videos are the test video except the current test video transmitting.
10, judge whether test video finishes.To perform step 11, otherwise execution step 9.
11, the test result of the intellectual analysis algorithm to be measured that reception test board sends to test video.
12, judge whether test case finishes.To perform step 13, otherwise execution step 6.
13, the described test result standard analysis result corresponding with test video compared to analysis, obtain the performance test report of intellectual analysis algorithm to be measured.
14, export described performance test report, and store described performance test report.
In the method for testing of the intellectual analysis algorithm that the embodiment of the present invention three provides, the execution step of test board is as follows:
1, initialization video decoding chip and digital signal processing chip.
In the present embodiment, described video decoding unit is video decoding chip, and described digital signal processing unit is digital signal processing chip.
2, receive test instruction.While receiving test instruction, execution step 3; Otherwise, do not carry out the test of intellectual analysis algorithm.
3, read test environmental information, sends to intelligent information terminal by described test environment information.
4, receive test case configuration information.
5, according to described test case configuration information configuration video decoding chip and digital signal processing chip.
6, to main frame, send and obtain the request of nominative testing video, and start intellectual analysis algorithm to be measured.
7, video decoding chip is decoded to the test video of described appointment.
Whether 8, detect video decoding chip and digital signal processing chip normally works.Be to perform step 9, otherwise return to step 5.
Whether the test video that 9, detects appointment finishes.Be to perform step 10, otherwise return to step 7.
10, read the test result of intellectual analysis algorithm to be measured to the test video of appointment, and will after described test result compression coding, be transferred to intelligent information terminal.
Those of ordinary skills it is also understood that, the all or part of step realizing in above-described embodiment method is to come the hardware that instruction is relevant to complete by program, described program can be in being stored in a computer read/write memory medium, described storage medium, comprises ROM/RAM, disk, CD etc.
The foregoing is only the preferred embodiments of the present invention, be not limited to the present invention.For example, modules is just divided according to function logic, but is not limited to above-mentioned division, as long as can realize corresponding function; In addition, the concrete title of each functional module also, just for the ease of mutual differentiation, is not limited to protection scope of the present invention.Again for example, described test case library includes but not limited to configuration parameter, the testing process information of test instruction, test event, test board, can also be to meet intellectual analysis test of heuristics required other parameters and information; Described normal video storehouse includes but not limited to that described test video can have different resolution and different test scenes for testing test video and the corresponding data such as standard analysis result thereof of intellectual analysis algorithm.
All any modifications of doing within the spirit and principles in the present invention, be equal to and replace and improvement etc., within all should being included in protection scope of the present invention.
Claims (10)
1. a test macro for intellectual analysis algorithm, is characterized in that, described system comprises:
Test board, intelligent information terminal;
Described test board comprises:
For moving intellectual analysis algorithm to be measured, the test video of appointment is tested, obtained the test module of described intellectual analysis algorithm to the test result of nominative testing video;
Be connected with described test module, for described test result being sent to the first link block of intelligent information terminal;
Described intelligent information terminal comprises:
Be connected with described the first link block, for receiving the second link block of the test result of described test board transmission;
Be connected with described the second link block, for the described test result standard analysis result corresponding with the test video of described appointment compared to analysis, obtain the data processing module of the performance test report of intellectual analysis algorithm to be measured.
2. the test macro of intellectual analysis algorithm as claimed in claim 1, is characterized in that, described the first link block also for:
Receive the test video of the appointment of intelligent information terminal transmission;
Described test module also comprises:
Be connected with described the first link block, for the video decoding unit of test module and digital signal processing unit are sent to control signal, and the control module that the test video of appointment is sent to described video decoding unit;
Be connected with described control module, for the test video to described appointment, decode, obtain yuv video data, and described yuv video data are sent to the video decoding unit of digital signal processing unit;
Be connected with described video decoding unit, for moving intellectual analysis algorithm to be measured, described yuv video data tested, obtain the digital signal processing unit of intellectual analysis algorithm to the test result of nominative testing video.
3. the test macro of intellectual analysis algorithm as claimed in claim 1, is characterized in that, described data processing module also comprises:
For the test result that test board is sent, send to the communication unit of data processing unit;
Be connected with described communication unit, for transferring test case from test case library, and standard analysis result corresponding to the test video of transferring this appointment from normal video storehouse, according to described test case, the test result of the intellectual analysis algorithm described to be measured receiving and described standard analysis result are compared, obtain the data processing unit of the performance test report of intellectual analysis algorithm to be measured.
4. the test macro of intellectual analysis algorithm as claimed in claim 3, is characterized in that, described data processing module also comprises:
Be connected with described data processing unit, for storing the performance test report of described intellectual analysis algorithm to be measured, and export the storage unit of described performance test report.
5. the test macro of intellectual analysis algorithm as claimed in claim 3, is characterized in that, described data processing module also comprises unit of testing and controlling, and described unit of testing and controlling is used for:
To test board, send test instruction;
From test case library, transfer test case, according to described test case configuration testing plate;
And the test video of transferring appointment from normal video storehouse, the test video of described appointment is sent to test board by communication module.
6. a method of testing for intellectual analysis algorithm, is characterized in that, described method runs on following system, and described system comprises test board and intelligent information terminal; Described method is specially:
Described test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video, and described test result is sent to intelligent information terminal;
Described intelligent information terminal receives the test result that described test board sends, and the standard analysis result that described test result is corresponding with the test video of described appointment compares analysis, obtains the performance test report of intellectual analysis algorithm to be measured.
7. the method for testing of intellectual analysis algorithm as claimed in claim 6, it is characterized in that, described test board moves intellectual analysis algorithm to be measured the test video of appointment is tested, and obtains described intellectual analysis algorithm the step of the test result of nominative testing video is specially:
Described test board receives the test video of the appointment of intelligent information terminal transmission;
Described test board is decoded to the test video of described appointment, obtains yuv video data;
Described test board moves intellectual analysis algorithm to be measured described yuv video data is tested, and obtains the test result of described intellectual analysis algorithm to nominative testing video.
8. the method for testing of intellectual analysis algorithm as claimed in claim 6, it is characterized in that, described intelligent information terminal compares analysis by the described test result standard analysis result corresponding with the test video of described appointment, and the step that obtains the performance test report of intellectual analysis algorithm is specially:
Described intelligent information terminal is transferred test case from test case library, and from normal video storehouse, transfers the standard analysis result corresponding to test video of this appointment;
Described intelligent information terminal compares analysis according to described test case by the test result of the intellectual analysis algorithm described to be measured receiving and described standard analysis result, obtains the performance test report of intellectual analysis algorithm to be measured.
9. the method for testing of intellectual analysis algorithm as claimed in claim 8, is characterized in that, after described step, also comprises:
The performance test report of the described intellectual analysis algorithm to be measured of described intelligent information terminal storage, and export described performance test report.
10. the method for testing of intellectual analysis algorithm as claimed in claim 6, is characterized in that, before described method, also comprises:
Intelligent information terminal sends test instruction to test board;
Intelligent information terminal is transferred test case from test case library, according to described test case configuration testing plate;
And intelligent information terminal is transferred the test video of appointment from normal video storehouse, and the test video of described appointment is sent to test board by communication module.
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| CN108829600A (en) * | 2018-06-15 | 2018-11-16 | Oppo（重庆）智能科技有限公司 | Test method, device, storage medium and the electronic equipment of algorithms library |
| CN108829600B (en) * | 2018-06-15 | 2022-03-25 | Oppo（重庆）智能科技有限公司 | Method and device for testing algorithm library, storage medium and electronic equipment |
| CN110876054A (en) * | 2018-08-29 | 2020-03-10 | 杭州海康威视数字技术股份有限公司 | Target algorithm testing method, device and system |
| CN110876054B (en) * | 2018-08-29 | 2022-03-04 | 杭州海康威视数字技术股份有限公司 | Target algorithm testing method, device and system |
| WO2021217467A1 (en) * | 2020-04-28 | 2021-11-04 | 华为技术有限公司 | Method and apparatus for testing intelligent camera |
| CN112017326A (en) * | 2020-08-31 | 2020-12-01 | 华人运通(江苏)技术有限公司 | In-vehicle user state monitoring system and method |
| CN112017326B (en) * | 2020-08-31 | 2021-11-30 | 华人运通(江苏)技术有限公司 | In-vehicle user state monitoring system and method |
| CN114968828A (en) * | 2022-08-02 | 2022-08-30 | 树优(宁波)科技有限公司 | Performance test method, platform, equipment and storage medium for optimization algorithm |
| CN114968828B (en) * | 2022-08-02 | 2022-11-04 | 树优(宁波)科技有限公司 | Performance test method, platform, equipment and storage medium for optimization algorithm |
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