Specific embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete
Site preparation describes it is clear that described embodiment is only a part of embodiment of the present invention, rather than whole embodiments.Based on this
Embodiment in invention, the every other reality that those of ordinary skill in the art are obtained under the premise of not making creative work
Apply example, broadly fall into the scope of protection of the invention.
Fig. 1 show a kind of schematic flow sheet of the intelligent control method of trade mark masking of one embodiment of the invention offer.
As shown in figure 1, the intelligent control method of this trade mark masking includes:
Step 101: Real-time Collection video monitoring data.
Some essential informations that this video monitoring data directly collects for head end video collecting device, directly as rear
The continuous basic resources data carrying out further real-time intelligent analysis.In an embodiment of the present invention, the video monitoring of Real-time Collection
The monitoring personnel that data also can directly issue Surveillance center is checked so that monitoring personnel can real-time oversight trade mark masking intelligence be supervised
Automatically the carrying out of control process.
In an embodiment of the present invention, the video monitoring data of this Real-time Collection may include monitor video and following items
One or more of: video acquisition positional information and video acquisition temporal information.Wherein monitor video is subsequent vehicle feature
Information retrieval and serial number lack resource data, video acquisition positional information and the video acquisition temporal information that digit information generates
The clear and definite trade mark can be used for as additional attribute information by the when and where of masking violating the regulations.
Step 102: the vehicle characteristic information of vehicle generate the sequence number of vehicle identification number in extract real-time video monitoring data
Code disappearance digit information, wherein, described vehicle characteristic information includes vehicle identification number.
In an embodiment of the present invention, vehicle characteristic information is except vehicle identification number, also include one of following items or
Multiple: vehicle brand and type of vehicle, for the feature of clear and definite vehicle further.In an embodiment of the present invention, this vehicle is special
The extraction process of reference breath can be based on the pre-training gained model realization to vehicle characteristic information.For example, generate vehicle class in advance
The pre-training gained model of type and vehicle shape corresponding relation, when the build of the vehicle identifying in monitor video is less and without
When having wagon box, can determine whether that this vehicle is car based on this model.Based on the vehicle identification number extracting, this vehicle identification number can be generated
Serial number lacks digit information.In an embodiment of the present invention, the generating process of this serial number disappearance digit information may be based on
Pre-training gained model realization to vehicle identification number.By the trade mark of the normal motor vehicles of pre-training procedural learning by 7 characters
Constitute, the 1st is a Chinese character, represents the abbreviation saving;2nd is an English alphabet, represents city code;3rd to 7 is
5 Arabic numerals or the combination of Arabic numerals/English alphabet, represent 5 serial numbers, for example, when the board extracting vehicle a
Number be Shandong a 678__, then generate this trade mark serial number disappearance digit information be 3.
Step 103: the vehicle characteristic information according to extract real-time and the serial number disappearance digit information being generated judge car
With the presence or absence of masking the trade mark behavior.
Can confirm that the feature of vehicle based on vehicle characteristic information, including vehicle identification number, vehicle brand and type of vehicle;It is based on
Vehicle identification number can generate serial number disappearance digit information, thus the disappearance digit of acknowledged sequence number code.In an embodiment of the present invention,
Can be the pre-training gained model based on the machine description to clause violating the regulations, real-time judge vehicle whether there is illegal masking board
Number behavior.Once having deficient phenomena by 5 serial numbers of pre-training procedural learning vehicle identification number, then can determine whether that this vehicle is deposited
In masking trade mark behavior, violate traffic rules.For example, the vehicle characteristic information of vehicle a includes: vehicle identification number is Shandong a
678__, vehicle brand is yy, and type of vehicle is car, is 2 according to the serial number disappearance digit information that vehicle identification number generates
Position, then can determine whether that this vehicle identification number is Shandong a 678__, vehicle brand is yy, and type of vehicle is that the vehicle a of car enters to the trade mark
Go illegal masking.
In an embodiment of the present invention, after judging that vehicle has masking trade mark behavior, vehicle characteristics can be based further on
The serial number disappearance digit information of information and vehicle identification number provides punishment on contravention of regulation result.For example " there is disobeying of the masking trade mark in vehicle a
It is proposed that deduction xx divides, fine yy is first ... for judicial act ".
The intelligent control method being provided using the present embodiment, be can achieve to the vehicle identification number masking behavior in monitor video
Real-time analysis judge, be traffic order maintenance and management provide support with convenient.
In an embodiment of the present invention, the vehicle characteristic information of vehicle and vehicle identification number serial number disappearance digit information can quilts
Save, reviewing and inquiring about in order to follow-up.For example, can be lacked with vehicle characteristic information and vehicle identification number serial number receiving
After unsceptered several information is the query statement of querying condition, transfer its corresponding all positional information and temporal information, thus realizing
A certain vehicle is covered to the inquiry of the track record on road on the trade mark.
In an embodiment of the present invention, because the normal of vehicle does not need to carry out process violating the regulations using trade mark behavior, because
If this judges that vehicle does not have masking trade mark behavior, vehicle characteristic information corresponding with vehicle and serial number disappearance can not be preserved
Digit information, to improve the utilization ratio of storage hardware resource.
The flow process that Fig. 2 show a kind of intelligent control method of trade mark masking of another embodiment of the present invention offer is illustrated
Figure.As shown in Fig. 2 the intelligent control method of this trade mark masking includes:
Step 201: Real-time Collection video monitoring data.
Step 202: intercept the area video monitoring data in region residing for vehicle from video monitoring data.
By intercepting area video monitoring data from video monitoring data, remove the region unrelated with current monitor vehicle
Video monitoring data, decrease subsequent extracted vehicle characteristic information and generate vehicle identification number serial number lack digit information meter
Calculation amount, alleviates the computation burden of hardware analysis resource.
It should be appreciated that the area size of this area video monitoring data can be by developer according to the demand of actual scene
Fixed, the monitoring range of such as head end video collecting device includes two blocks, and monitoring personnel of interest be only therein one
The illegal masking trade mark situation of individual block, now just can intercept the area video prison when previous block from video monitoring data
Control data.
Step 203: from area video monitoring data extract vehicle characteristic information and generate vehicle identification number serial number lack
Unsceptered several information, wherein, this vehicle characteristic information includes vehicle identification number.
The generating process of the concrete extracting mode of vehicle characteristic information and/or serial number disappearance digit information still can be by pre-
Training gained model realization, here is omitted.Because original video monitoring data has been truncated to area video monitoring number
According to the amount of calculation of therefore vehicle characteristic information extraction process and serial number disappearance digit information generating process is minimized, and mitigates
The computation burden of hardware analysis resource.
Step 204: digit information generative semantics analysis result is lacked based on vehicle characteristic information and serial number.
For example, the vehicle characteristic information of vehicle a includes: the trade mark is Shandong a 678__, and brand is yy, and vehicle is car, root
It is 2 according to the serial number disappearance digit information that vehicle identification number generates, then the Global Information being stored in semantic database is represented by
The trade mark is Shandong a 678__, and brand is yy, and vehicle is that the trade mark of the vehicle a of car lacks two.
Step 205: the pre-training gained model of the machine description based on this semantic analysis result with to clause violating the regulations, in real time
Judge that vehicle whether there is the behavior of the masking trade mark.
For example, based on above-mentioned semantic analysis result, then can determine whether that the trade mark is Shandong a 678__, brand is yy, vehicle is little vapour
The vehicle a of car is covered to the trade mark.
It should be noted that the number of steps in the method for the invention is used only as the reference of this step, it is not offered as holding
Row order, because some actions can occur according to order different that is described herein and indicating, application claims are protected
The not execution sequence institute by these actions is limited by the subject content of shield.In addition, the description of abovementioned steps is not excluded for the method also
Can include obtaining the additional step of additional effect.It is also understood that described in different embodiments or flow process
Method and step can be mutually combined or replace.
Fig. 3 show a kind of structural representation of the intelligent monitor system of trade mark masking of one embodiment of the invention offer.
As shown in figure 3, the intelligent monitor system of this trade mark masking includes:
Environmental perception device 301, for Real-time Collection video monitoring data;
Characteristics of objects analytical equipment 302, for the video monitoring data being gathered according to environmental perception device 301, in real time
Extract vehicle characteristic information and generate the serial number disappearance digit information of vehicle identification number, wherein, vehicle characteristic information includes vehicle
The trade mark;And
Decision making device 303, for the vehicle characteristic information according to characteristics of objects analytical equipment 302 extract real-time and being generated
Serial number disappearance digit information, judge vehicle whether there is cover the trade mark behavior.
In an embodiment of the present invention, the intelligent monitor system of this trade mark masking further includes:
Semantic analysis device 304, for the vehicle characteristic information based on characteristics of objects analytical equipment 302 extract real-time and institute
The serial number disappearance digit information generative semantics analysis result generating;
Wherein, decision making device 303 is further used for:
The semantic analysis result being generated based on semantic analysis device 304 and the pre-training of the machine description to clause violating the regulations
Gained model, real-time judge vehicle whether there is the behavior of the masking trade mark.
In an embodiment of the present invention, this decision making device 303 is further used for:
If judging there is not masking trade mark behavior in vehicle, does not preserve vehicle characteristic information corresponding with vehicle and serial number
Disappearance digit information.
In an embodiment of the present invention, the intelligent monitor system of this trade mark masking further includes:
Subject area extraction element 305, for intercepting car from the video monitoring data that environmental perception device 301 is gathered
The area video monitoring data in residing region;
Wherein, characteristics of objects analytical equipment 302 is further used for: extracts vehicle characteristics letter from area video monitoring data
Cease and generate the serial number disappearance digit information of vehicle identification number, wherein, vehicle characteristic information includes vehicle identification number.
In an embodiment of the present invention, characteristics of objects analytical equipment 302 is further used for:
Based on the pre-training gained model to vehicle characteristic information, extract vehicle characteristic information from video monitoring data;
And/or,
Based on the pre-training gained model to vehicle identification number, generate the serial number disappearance digit information of vehicle identification number.
In an embodiment of the present invention, this decision making device 304 is further configured to: when judged result is to be, according to car
Vehicle characteristic information and serial number disappearance digit information provide punishment on contravention of regulation result.
As can be seen here, the intelligent monitor system of the trade mark masking that the embodiment of the present invention is provided is substantially based on a kind of monitoring
Video intelligent information model is realized.Flow of information in this monitor video intelligent information model can be divided into different aspects to extract,
And between adjacent aspect, there is certain dependence.As shown in figure 4, gathering video monitoring in environmental perception device 301
During data, by video with live perception data (such as: the geographical position of camera, time, temperature, meteorology, camera pose
Deng) it is stored in environment sensing layer, these information are the fundamentals that traditional video surveillance and intelligent video monitoring provide monitoring scene,
There is provided necessary support for top layer decision-making.During front-end processing, the video monitoring data of acquired original is tentatively located
Reason (include conventional pretreatment, and the front end intellectual analysis based on statistical learning method etc.), and the result of preliminary treatment is deposited
Enter characteristic layer and object layer, corresponding objects feature analyzing apparatus 302 extract vehicle characteristic information, generate the sequence of vehicle identification number respectively
Number lacks the process of digit information and subject area extraction element 305 intercepts area from the video monitoring data of acquired original
The process of domain video monitoring data.In back-end processing procedures, by according to different application needs, synthesis is aforesaid accordingly each
Layer, is analyzed using machine learning techniques and processes, and related result is stored in semantic layer, corresponding semantic analysis device
The process of 304 generative semantics analysis results.For the semantic analysis result in semantic database 304, using machine learning techniques
The judgment models of training can provide different decision recommendations and supply monitoring personnel reference;Meanwhile, monitoring personnel can also be to system
Send instruction, with content corresponding in query monitor data, these belong to decision-making/understand layer.Judgment models therein and passing through
The decision recommendation that its judgement obtains, belongs to decision-making category.Monitoring personnel, during observing, sends certain instruction to monitoring system
To inquire about the target possessing certain category feature in a certain event, system is instructed the description side being construed to meet this structural model
Formula, the data that it is grasped enters line retrieval, belongs to and understands category.
It should be appreciated that the intelligent monitor system working as trade mark masking includes head end video collecting device and rear end video analysis set
When standby, environmental perception device 301 may be provided in head end video collecting device, and subject area extraction element 305, characteristics of objects
Analytical equipment 302, semantic analysis device 304, decision making device 303 can be separately positioned in head end video collecting device or be arranged on
In the video analysis equipment of rear end.As long as all devices in the intelligent monitor system of trade mark masking are capable of respective analysis and carry
Take the progressively extraction of function and flow of information, to be finally reached the purpose of semantic decision-making.The intelligence that the present invention is covered to the trade mark
Device in energy monitoring system is specifically located at head end video collecting device or rear end video analysis equipment is not specifically limited.
The teachings of the present invention is also implemented as a kind of computer program of computer-readable recording medium, including meter
Calculation machine program code, when computer program code is by computing device, it enables a processor to according to embodiment party of the present invention
The method of formula covers intelligent control method the trade mark to realize as the embodiment described herein.Computer-readable storage medium can be for appointing
What tangible media, such as floppy disk, cd-rom, dvd, hard disk drive, even network medium etc..
It should be understood that although a kind of way of realization the foregoing describing embodiment of the present invention can be computer program product
Product, but the method or apparatus of embodiments of the present invention can be come in fact by the combination according to software, hardware or software and hardware
Existing.Hardware components can be realized using special logic;Software section can store in memory, by suitable instruction execution
System, such as microprocessor or special designs hardware are executing.It will be understood by those skilled in the art that above-mentioned side
Method and equipment can be realized in processor control routine using computer executable instructions and/or be included in, such as such as
Disk, the mounting medium of cd or dvd-rom, such as the programmable memory of read only memory (firmware) or such as optics or
Such code is provided on the data medium of electrical signal carrier.Methods and apparatus of the present invention can be by such as ultra-large
The quasiconductor of integrated circuit OR gate array, logic chip, transistor etc. or such as field programmable gate array, can compile
The hardware circuit of the programmable hardware device of journey logical device etc. is realized it is also possible to soft by various types of computing devices
Part is realized it is also possible to be realized by the combination such as firmware of above-mentioned hardware circuit and software.
It will be appreciated that though be referred to some modules or the unit of device in detailed descriptions above, but this stroke
Divide and be merely exemplary rather than enforceable.In fact, according to an illustrative embodiment of the invention, above-described two or
The more feature of multimode/unit and function can be realized in a module/unit, conversely, an above-described module/mono-
The feature of unit and function can be to be realized by multiple module/units with Further Division.Additionally, above-described certain module/
Unit can be omitted under some application scenarios.For example when the computing capability of hardware computing resource is unrestricted, also can not wrap
Include subject area extraction element.
The foregoing is only presently preferred embodiments of the present invention, not in order to limit the present invention, all essences in the present invention
Within god and principle, any modification of being made, equivalent etc., should be included within the scope of the present invention.