US20190311624A1 - Coordinated parking-monitoring system - Google Patents

Coordinated parking-monitoring system Download PDF

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US20190311624A1
US20190311624A1 US15/949,032 US201815949032A US2019311624A1 US 20190311624 A1 US20190311624 A1 US 20190311624A1 US 201815949032 A US201815949032 A US 201815949032A US 2019311624 A1 US2019311624 A1 US 2019311624A1
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parking
monitoring device
monitoring
monitored
coordinated
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US15/949,032
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US10446030B1 (en
Inventor
Wensheng Wang
Guobiao Zhang
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Hangzhou Haicun Information Technology Co Ltd
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Hangzhou Haicun Information Technology Co Ltd
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Priority to US15/949,032 priority Critical patent/US10446030B1/en
Priority to US16/563,912 priority patent/US10574903B2/en
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    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/14Traffic control systems for road vehicles indicating individual free spaces in parking areas
    • G08G1/145Traffic control systems for road vehicles indicating individual free spaces in parking areas where the indication depends on the parking areas
    • G08G1/148Management of a network of parking areas
    • G06K9/00771
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/52Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/065Traffic control systems for road vehicles by counting the vehicles in a section of the road or in a parking area, i.e. comparing incoming count with outgoing count
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/14Traffic control systems for road vehicles indicating individual free spaces in parking areas
    • G08G1/145Traffic control systems for road vehicles indicating individual free spaces in parking areas where the indication depends on the parking areas
    • G08G1/147Traffic control systems for road vehicles indicating individual free spaces in parking areas where the indication depends on the parking areas where the parking area is within an open public zone, e.g. city centre

Definitions

  • the present invention relates to the field of electronics, and more particularly, to a parking-monitoring system.
  • Locating a vacant parking space causes much frustration to motorists. It increases fuel consumption and has a negative impact to the environment. To conserve energy resources and enhance the quality of the environment, it is highly desired to develop a parking-monitoring system, which can transmit substantially real-time parking occupancy data to motorists. Based on the parking occupancy data, a motorist can be guided towards a vacant parking space at destination.
  • Parking enforcement is an important aspect of city management.
  • the current parking-enforcement system is patrol-based, i.e. parking enforcement officers patrol the streets and/or parking lots to enforce the parking regulations. This operation requires significant amount of man power and also consumes a lot of fuel. It is highly desired to take advantage of the above-mentioned parking-monitoring system and automatically measure the parking time for each monitored parking space.
  • FIG. 1A discloses a cross-sectional view of a camera-based parking-monitoring system.
  • a parking-monitoring device 25 a captures the images of the parking spaces 05 d . . . along the curb 20 a of the street 20 . It is mounted on a support 21 a such as an utility pole or a street-lamp post, which also provides power to the device 25 a.
  • FIG. 1B discloses a top view of the camera-based parking-monitoring system.
  • each parking space is monitored by a single parking-monitoring device. Due to its finite view angle 22 a (limited by a right edge 23 a and a left edge 24 a ), the parking-monitoring device 25 a can monitor a finite number (a total of seven in this example) of parking spaces 05 a , 05 b . . . 05 g . These parking spaces 05 a - 05 g form a monitored group 30 A for the parking-monitoring device 25 a .
  • an adjacent parking-monitoring device 25 b monitors seven parking spaces 05 h , 05 i . . . , which form a monitored group 30 B.
  • FIG. 1C discloses more details of the parking spaces 05 g , 05 h near the border between the monitored groups 30 A and 30 B.
  • a vehicle When a vehicle is parked in the parking space 05 g , it will occlude a portion of its adjacent parking space 05 h from the perspective of the parking-monitoring device 25 a .
  • Out of the total parking area (denoted by “ABCD”) of the parking space 05 h only the shaded portion (denoted by “EBCF”) is an effective area which can be used for parking monitoring (i.e. effective parking-monitoring area).
  • ABCD total parking area
  • EBCF shaded portion
  • an effective parking-monitoring area ratio i.e.
  • the ratio between the effective parking-monitoring area (“EBCF”) and the total parking area (“ABCD”) is below a parking-determination threshold (e.g. 70%), the effectiveness of the parking-monitoring device 25 a to monitor the parking space 05 h becomes questionable.
  • the parking space 05 g becomes the rightmost parking space that can be monitored by the parking-monitoring device 25 a .
  • Line 23 a becomes the right edge of the view angle 22 a , which bounds the monitor group 30 A of the parking-monitoring device 25 a.
  • the prior-art parking-monitoring system is an un-coordinated parking-monitoring system: each parking-monitoring device works by itself and there is no coordination among them. As a result, the parking spaces that can be monitored by each parking-monitoring device are limited. This increases the total system cost.
  • a coordinated parking-monitoring system is disclosed.
  • the present invention discloses a coordinated parking-monitoring system.
  • each parking-monitoring device works by itself and each parking space is monitored by a single parking-monitoring device, at least a parking space is monitored by at least two parking-monitoring devices.
  • This parking space is referred to as a co-monitored parking space.
  • the effective parking-monitoring area of the co-monitored parking space is substantially more than that if it were monitored by a single parking-monitoring device.
  • the number of parking space that can be monitored by a parking-monitoring device increases (e.g. from seven to eight). This helps to lower the overall system cost.
  • FIG. 1A is a cross-sectional view of a city street monitored by a parking-monitoring device
  • FIG. 1B is a top view of the city street monitored by an un-coordinated parking-monitoring system (prior art)
  • FIG. 1C illustrates the effective parking-monitoring area of a parking space monitored by a single parking-monitoring device (prior art).
  • FIG. 2A is a top view of the city street monitored by a preferred coordinated parking-monitoring system
  • FIG. 2B illustrates the effective parking-monitoring area of a co-monitored parking space, which is monitored by two parking-monitoring devices.
  • FIG. 3A is a block diagram of a preferred coordinated parking-monitoring system
  • FIG. 3B is a block diagram of a preferred parking-monitoring device.
  • FIGS. 4A-4B are flow charts of two preferred coordinated parking-monitoring methods.
  • This coordinated parking-monitoring system comprises at least a co-monitored parking space 05 h , which is monitored by two parking-monitoring devices 25 a and 25 b .
  • the monitored group 30 A* of the parking-monitoring device 25 a includes the parking spaces 05 d , 05 e , 5 f , 05 g , 05 h , . . .
  • the monitored group 30 B* of the parking-monitoring device 25 b includes the parking spaces 05 h , 05 i , 05 j , 05 k , . . . .
  • the parking space 05 h instead of the parking space 05 g , becomes the rightmost parking space that can be monitored by the parking-monitoring device 25 a .
  • the view angle 22 a * of the parking-monitoring device 25 a becomes larger and its right edge 23 a * extends to the parking space 05 h .
  • the view angle 22 b * of the parking-monitoring device 25 b also becomes larger and its left edge 24 b * extends to the parking space 05 h .
  • the total number of the parking spaces monitored by each parking-monitoring device 25 a , 25 b increases from seven to eight.
  • FIG. 2B discloses more details of the parking spaces 05 g , 05 h , 05 i near the border between the monitored groups 30 A* and 30 B*.
  • the first effective parking-monitoring area for the first parking-monitoring device 25 a is the area “EBCF”
  • the second effective parking-monitoring area for the second parking-monitoring device 25 b is the area “HEI” (excluding the overlapped area between “HBCG” and “EBCF”).
  • the total effective parking-monitoring area for the co-monitored parking space 05 h is the sum of the areas “EBCF” and “HEI”, which is shown in the shaded area “HBCFI”. Accordingly, the total effective parking-monitoring area ratio, i.e. the ratio between the total effective parking-monitoring area (“HBCFI”) and the total parking area (“ABCD”), becomes higher than the parking-determination threshold (e.g. 70%).
  • the parking space 05 h although it cannot be reliably monitored by the parking-monitoring device 25 a in prior arts, can be reliably monitored in the coordinated parking-monitoring system.
  • FIG. 3A a preferred coordinated parking-monitoring system is disclosed in FIG. 3A . It comprises a first parking-monitoring device 25 a and a second parking-monitoring device 25 b .
  • the first parking-monitoring device 25 a communicates information 40 with the second parking-monitoring device 25 b .
  • the communicated information 40 includes the images of the parking space 05 h .
  • the communicated information 40 includes the occupancy likelihood of the parking space 05 h.
  • FIG. 3B is a block diagram of a preferred parking-monitoring device 25 . It comprises an image-capturing means 70 , an image-processing means 80 and a communication means 90 .
  • the image-capturing means 70 could comprise at least one camera. When it comprises multiple cameras, these cameras may face different directions in such a way that a large number of parking spaces can be monitored simultaneously.
  • the image-processing means 80 could comprise a processor and a memory.
  • the processor could be any type of central-processing unit (CPU), graphic-processing unit (GPU) and/or digital signal processor (DSP).
  • the memory used by the parking-monitoring device could be any type of non-volatile memory (NVM, e.g. flash memory) or hard-disk drive (HDD). It could store an operating system of the parking-monitoring device.
  • the communication means 90 could be Bluetooth, WiFi or cellular communication means.
  • the first parking-monitoring device 25 a captures the images of a first plurality of parking spaces, including a first image of the parking space 05 h (step 100 ).
  • the second parking-monitoring device 25 b captures the images of a second plurality of parking spaces, including a second image of the parking space 05 h (step 200 ).
  • the first parking-monitoring device 25 a transfers the first image of the parking space 05 h to the second parking-monitoring device 25 b (step 120 ).
  • the second parking-monitoring device 25 b determines the occupancy of the parking space 05 h from the first and second images of the parking space 05 h (step 220 ).
  • FIG. 4B is a flow chart of a second preferred coordinated parking-monitoring method.
  • the first parking-monitoring device 25 a captures a first image of the parking space 05 h (step 100 ), while the second parking-monitoring device 25 b captures a second image of the parking space 05 h (step 200 ).
  • the first parking-monitoring device 25 a does a preliminary processing on the first image of the parking space 05 h . Because its first effective parking-monitoring ratio is below the parking-determination threshold from the perspective of the first parking-monitoring device 25 a ( FIG. 1C ), this preliminary processing can only obtain a first occupancy likelihood for the parking space 05 h (step 140 ).
  • the first occupancy likelihood could be the ratio of the first changed area (i.e. the area within the first effective parking-monitoring area “EBCF” which has a background change) and the total parking area “ABCD”.
  • a second occupancy likelihood can be calculated from the perspective of the second parking-monitoring device 25 b (step 240 ). Then the first parking-monitoring device 25 a transfers the first occupancy likelihood to the second parking-monitoring device 25 b (step 160 ).
  • the second parking-monitoring device 25 b determines the occupancy of the parking space 05 h from the first and second occupancy likelihoods (step 260 ). For example, the first occupancy likelihood is 0.6 and the second likelihood is 0.2, both of which are below the parking-determination threshold (0.7). The total occupancy likelihood is 0.8 (0.6+0.2), which is above the parking-determination threshold. A hard occupancy decision hereby can be made. Because only the first occupancy likelihood (no the first image) is transferred, a smaller communication bandwidth is required for the communication means 90 .

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  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
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  • Theoretical Computer Science (AREA)
  • Traffic Control Systems (AREA)

Abstract

The present invention discloses a coordinated parking-monitoring system. A co-monitored parking space is monitored by at least two parking-monitoring devices. Its effective parking-monitoring area is substantially more than that if it were monitored by a single parking-monitoring device. This lowers the overall system cost.

Description

    BACKGROUND 1. Technical Field of the Invention
  • The present invention relates to the field of electronics, and more particularly, to a parking-monitoring system.
  • 2. Prior Arts
  • Locating a vacant parking space causes much frustration to motorists. It increases fuel consumption and has a negative impact to the environment. To conserve energy resources and enhance the quality of the environment, it is highly desired to develop a parking-monitoring system, which can transmit substantially real-time parking occupancy data to motorists. Based on the parking occupancy data, a motorist can be guided towards a vacant parking space at destination.
  • Parking enforcement is an important aspect of city management. The current parking-enforcement system is patrol-based, i.e. parking enforcement officers patrol the streets and/or parking lots to enforce the parking regulations. This operation requires significant amount of man power and also consumes a lot of fuel. It is highly desired to take advantage of the above-mentioned parking-monitoring system and automatically measure the parking time for each monitored parking space.
  • Both parking monitoring and enforcement are based on the detection of parked vehicles (i.e. parking detection). Because it can monitor a large number of parking spaces simultaneously, a camera is an ideal device for parking detection. Prior arts disclose many camera-based parking-monitoring systems. FIG. 1A discloses a cross-sectional view of a camera-based parking-monitoring system. A parking-monitoring device 25 a captures the images of the parking spaces 05 d . . . along the curb 20 a of the street 20. It is mounted on a support 21 a such as an utility pole or a street-lamp post, which also provides power to the device 25 a.
  • FIG. 1B discloses a top view of the camera-based parking-monitoring system. In prior arts, each parking space is monitored by a single parking-monitoring device. Due to its finite view angle 22 a (limited by a right edge 23 a and a left edge 24 a), the parking-monitoring device 25 a can monitor a finite number (a total of seven in this example) of parking spaces 05 a, 05 b . . . 05 g. These parking spaces 05 a-05 g form a monitored group 30A for the parking-monitoring device 25 a. Likewise, an adjacent parking-monitoring device 25 b monitors seven parking spaces 05 h, 05 i . . . , which form a monitored group 30B. In prior arts, there is no overlap between the monitored groups 30A and 30B.
  • FIG. 1C discloses more details of the parking spaces 05 g, 05 h near the border between the monitored groups 30A and 30B. When a vehicle is parked in the parking space 05 g, it will occlude a portion of its adjacent parking space 05 h from the perspective of the parking-monitoring device 25 a. Out of the total parking area (denoted by “ABCD”) of the parking space 05 h, only the shaded portion (denoted by “EBCF”) is an effective area which can be used for parking monitoring (i.e. effective parking-monitoring area). When its effective parking-monitoring area ratio, i.e. the ratio between the effective parking-monitoring area (“EBCF”) and the total parking area (“ABCD”), is below a parking-determination threshold (e.g. 70%), the effectiveness of the parking-monitoring device 25 a to monitor the parking space 05 h becomes questionable. As a result, the parking space 05 g becomes the rightmost parking space that can be monitored by the parking-monitoring device 25 a. Line 23 a becomes the right edge of the view angle 22 a, which bounds the monitor group 30A of the parking-monitoring device 25 a.
  • The prior-art parking-monitoring system is an un-coordinated parking-monitoring system: each parking-monitoring device works by itself and there is no coordination among them. As a result, the parking spaces that can be monitored by each parking-monitoring device are limited. This increases the total system cost.
  • Objects and Advantages
  • It is a principle object of the present invention to conserve energy resources and enhance the quality of the environment.
  • It is a further object of the present invention to lower the overall system cost of a parking-monitoring system.
  • It is a further object of the present invention to increase the number of parking spaces that can be monitored by each parking-monitoring device.
  • In accordance with these and other objects of the present invention, a coordinated parking-monitoring system is disclosed.
  • SUMMARY OF THE INVENTION
  • The present invention discloses a coordinated parking-monitoring system. Different from prior arts where each parking-monitoring device works by itself and each parking space is monitored by a single parking-monitoring device, at least a parking space is monitored by at least two parking-monitoring devices. This parking space is referred to as a co-monitored parking space. The effective parking-monitoring area of the co-monitored parking space is substantially more than that if it were monitored by a single parking-monitoring device. As a result, the number of parking space that can be monitored by a parking-monitoring device increases (e.g. from seven to eight). This helps to lower the overall system cost.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • FIG. 1A is a cross-sectional view of a city street monitored by a parking-monitoring device; FIG. 1B is a top view of the city street monitored by an un-coordinated parking-monitoring system (prior art); FIG. 1C illustrates the effective parking-monitoring area of a parking space monitored by a single parking-monitoring device (prior art).
  • FIG. 2A is a top view of the city street monitored by a preferred coordinated parking-monitoring system; FIG. 2B illustrates the effective parking-monitoring area of a co-monitored parking space, which is monitored by two parking-monitoring devices.
  • FIG. 3A is a block diagram of a preferred coordinated parking-monitoring system; FIG. 3B is a block diagram of a preferred parking-monitoring device.
  • FIGS. 4A-4B are flow charts of two preferred coordinated parking-monitoring methods.
  • It should be noted that all the drawings are schematic and not drawn to scale. Relative dimensions and proportions of parts of the device structures in the figures have been shown exaggerated or reduced in size for the sake of clarity and convenience in the drawings. The same reference symbols are generally used to refer to corresponding or similar features in the different embodiments.
  • DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS
  • Those of ordinary skills in the art will realize that the following description of the present invention is illustrative only and is not intended to be in any way limiting. Other embodiments of the invention will readily suggest themselves to such skilled persons from an examination of the within disclosure.
  • Referring now to FIG. 2A, a preferred coordinated parking-monitoring system deployed in the city street 20 is disclosed. This coordinated parking-monitoring system comprises at least a co-monitored parking space 05 h, which is monitored by two parking-monitoring devices 25 a and 25 b. The monitored group 30A* of the parking-monitoring device 25 a includes the parking spaces 05 d, 05 e, 5 f, 05 g, 05 h, . . . , while the monitored group 30B* of the parking-monitoring device 25 b includes the parking spaces 05 h, 05 i, 05 j, 05 k, . . . . Compared with FIG. 1B, the parking space 05 h, instead of the parking space 05 g, becomes the rightmost parking space that can be monitored by the parking-monitoring device 25 a. The view angle 22 a* of the parking-monitoring device 25 a becomes larger and its right edge 23 a* extends to the parking space 05 h. Likewise, the view angle 22 b* of the parking-monitoring device 25 b also becomes larger and its left edge 24 b* extends to the parking space 05 h. In the example disclosed in FIG. 1B and FIG. 2A, the total number of the parking spaces monitored by each parking-monitoring device 25 a, 25 b increases from seven to eight.
  • FIG. 2B discloses more details of the parking spaces 05 g, 05 h, 05 i near the border between the monitored groups 30A* and 30B*. For the co-monitored parking space 05 h, the first effective parking-monitoring area for the first parking-monitoring device 25 a is the area “EBCF”, whereas the second effective parking-monitoring area for the second parking-monitoring device 25 b is the area “HEI” (excluding the overlapped area between “HBCG” and “EBCF”). Because the parking space 05 h is co-monitored by the parking-monitoring devices 25 a and 25 b, the total effective parking-monitoring area for the co-monitored parking space 05 h is the sum of the areas “EBCF” and “HEI”, which is shown in the shaded area “HBCFI”. Accordingly, the total effective parking-monitoring area ratio, i.e. the ratio between the total effective parking-monitoring area (“HBCFI”) and the total parking area (“ABCD”), becomes higher than the parking-determination threshold (e.g. 70%). Hence, the parking space 05 h, although it cannot be reliably monitored by the parking-monitoring device 25 a in prior arts, can be reliably monitored in the coordinated parking-monitoring system.
  • Referring now to FIGS. 3A-3B, a preferred coordinated parking-monitoring system is disclosed in FIG. 3A. It comprises a first parking-monitoring device 25 a and a second parking-monitoring device 25 b. The first parking-monitoring device 25 a communicates information 40 with the second parking-monitoring device 25 b. In one preferred embodiment, the communicated information 40 includes the images of the parking space 05 h. In another preferred embodiment, the communicated information 40 includes the occupancy likelihood of the parking space 05 h.
  • FIG. 3B is a block diagram of a preferred parking-monitoring device 25. It comprises an image-capturing means 70, an image-processing means 80 and a communication means 90. The image-capturing means 70 could comprise at least one camera. When it comprises multiple cameras, these cameras may face different directions in such a way that a large number of parking spaces can be monitored simultaneously. The image-processing means 80 could comprise a processor and a memory. The processor could be any type of central-processing unit (CPU), graphic-processing unit (GPU) and/or digital signal processor (DSP). The memory used by the parking-monitoring device could be any type of non-volatile memory (NVM, e.g. flash memory) or hard-disk drive (HDD). It could store an operating system of the parking-monitoring device. The communication means 90 could be Bluetooth, WiFi or cellular communication means.
  • Referring now to FIGS. 4A-4B, two preferred coordinated parking-monitoring methods are disclosed. In the preferred method of FIG. 4A, the first parking-monitoring device 25 a captures the images of a first plurality of parking spaces, including a first image of the parking space 05 h (step 100). At the same time, the second parking-monitoring device 25 b captures the images of a second plurality of parking spaces, including a second image of the parking space 05 h (step 200). Then the first parking-monitoring device 25 a transfers the first image of the parking space 05 h to the second parking-monitoring device 25 b (step 120). The second parking-monitoring device 25 b determines the occupancy of the parking space 05 h from the first and second images of the parking space 05 h (step 220).
  • FIG. 4B is a flow chart of a second preferred coordinated parking-monitoring method. The first parking-monitoring device 25 a captures a first image of the parking space 05 h (step 100), while the second parking-monitoring device 25 b captures a second image of the parking space 05 h (step 200). Afterwards, the first parking-monitoring device 25 a does a preliminary processing on the first image of the parking space 05 h. Because its first effective parking-monitoring ratio is below the parking-determination threshold from the perspective of the first parking-monitoring device 25 a (FIG. 1C), this preliminary processing can only obtain a first occupancy likelihood for the parking space 05 h (step 140). The first occupancy likelihood could be the ratio of the first changed area (i.e. the area within the first effective parking-monitoring area “EBCF” which has a background change) and the total parking area “ABCD”. Similarly, a second occupancy likelihood can be calculated from the perspective of the second parking-monitoring device 25 b (step 240). Then the first parking-monitoring device 25 a transfers the first occupancy likelihood to the second parking-monitoring device 25 b (step 160). The second parking-monitoring device 25 b determines the occupancy of the parking space 05 h from the first and second occupancy likelihoods (step 260). For example, the first occupancy likelihood is 0.6 and the second likelihood is 0.2, both of which are below the parking-determination threshold (0.7). The total occupancy likelihood is 0.8 (0.6+0.2), which is above the parking-determination threshold. A hard occupancy decision hereby can be made. Because only the first occupancy likelihood (no the first image) is transferred, a smaller communication bandwidth is required for the communication means 90.
  • While illustrative embodiments have been shown and described, it would be apparent to those skilled in the art that many more modifications than that have been mentioned above are possible without departing from the inventive concepts set forth therein. The invention, therefore, is not to be limited except in the spirit of the appended claims.

Claims (6)

1-20. (canceled)
21. A coordinated parking-monitoring method, comprising the steps:
A) a first camera-based parking-monitoring device including a first camera obtains a first occupancy likelihood of a co-monitored parking space from a first image captured by said first camera;
B) a second camera-based parking-monitoring device including a second camera obtains a second occupancy likelihood of said co-monitored parking space from a second image captured by said second camera;
C) said first camera-based parking-monitoring device transfers said first occupancy likelihood of said co-monitored parking space to said second parking-monitoring device;
D) said second parking-monitoring device determines the parking occupancy of said co-monitored parking space from said first and second occupancy likelihoods.
22. The coordinated parking-monitoring method according to claim 21, wherein said first camera-based parking-monitoring device transfers said first occupancy likelihood to said second parking-monitoring device with at least a communication means.
23. The coordinated parking-monitoring method according to claim 22, wherein said communication means is a Bluetooth communication means.
24. The coordinated parking-monitoring method according to claim 22, wherein said communication means is a WiFi communication means.
25. The coordinated parking-monitoring method according to claim 22, wherein said communication means is a cellular communication means.
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CN111882916A (en) * 2019-12-20 2020-11-03 北京嘀嘀无限科技发展有限公司 Parking space management method and system

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US8682036B2 (en) * 2012-04-06 2014-03-25 Xerox Corporation System and method for street-parking-vehicle identification through license plate capturing
US11228733B2 (en) * 2012-07-11 2022-01-18 Cyclops Technology Group, Llc Surveillance system and associated methods of use
US20150086071A1 (en) * 2013-09-20 2015-03-26 Xerox Corporation Methods and systems for efficiently monitoring parking occupancy
US9531952B2 (en) * 2015-03-27 2016-12-27 Google Inc. Expanding the field of view of photograph

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CN111882916A (en) * 2019-12-20 2020-11-03 北京嘀嘀无限科技发展有限公司 Parking space management method and system

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