Loading ratio calculation device and loading ratio calculation method
The loading rate calculation device and method facilitate flexible and accurate luggage load factor estimation by geometrically transforming image data from non-frontal views, leveraging a smartphone for precise volume and load factor determination.
Patent Information
- Application Number
- JP2024037287
- Authority / Receiving Office
- JP · JP
- Patent Type
- Applications
- Current Assignee / Owner
- Filing Date
- 2024-03-11
- Publication Date
- 2025-09-25
- Estimated Expiration
- 2044-03-11
AI Technical Summary
Existing methods for estimating the load factor of luggage in a vehicle's luggage compartment require multiple cameras and fixed installation, limiting flexibility and accuracy in measuring the load factor.
A loading rate calculation device and method using a mobile terminal with imaging and distance measurement capabilities to geometrically transform image data, allowing for accurate calculation of luggage volume and load factor on a loading platform.
Enables easy and accurate measurement of luggage loading rates on a loading platform using a smartphone, correcting distance measurements through geometric transformation for precise calculations.
Smart Images

Figure 2025138283000001_ABST
Abstract
Description
[Technical Field]
[0001] The present invention relates to a luggage loading rate calculation technique for calculating the loading rate of luggage loaded on a loading platform. [Background technology]
[0002] Conventionally, methods for calculating the load factor of a vehicle equipped with a loading platform have been proposed for the purpose of efficient transport of cargo. Recently, with the reduction in working hours of vehicle drivers, it is expected that the number of vehicles capable of transporting cargo will decrease, and further improvement of the load factor is required. Therefore, a technology that can accurately grasp the load factor is desired.
[0003] For example, Patent Document 1 proposes a loading rate estimation device that estimates the loading rate of luggage in a trunk of a vehicle using a camera installed inside or outside the trunk. The loading rate of luggage in the trunk of a vehicle can be accurately estimated by detecting objects other than people and luggage using a camera installed inside or outside the trunk. [Prior art documents] [Patent documents]
[0004] [Patent Document 1] Japanese Patent Application Publication No. 2022-148169 Summary of the Invention [Problem to be solved by the invention]
[0005] Here, the above-mentioned technology for estimating the load factor of luggage in a vehicle's luggage compartment using cameras installed inside or outside the loading platform requires installing multiple cameras on the vehicle transporting the luggage and on the berth where the load factor is to be estimated, which results in a complex device configuration for estimating the load factor, and the need to move the vehicle to the berth where the cameras are installed, which results in limited flexibility in the location for measuring the load factor.There is a demand for technology that can easily and accurately measure the load factor of luggage in a vehicle transporting luggage.
[0006] The present invention has been made to solve the above problems, and aims to provide a loading rate calculation device that can easily and accurately measure the loading rate of luggage placed on a loading platform. [Means for solving the problem]
[0007] In order to solve the above-mentioned problems, a loading rate calculation device of the present invention is a loading rate calculation device that calculates a loading rate of a loading platform having a predetermined height, width, and length for luggage loaded on the loading platform, and includes an imaging unit that acquires first image information including an image of the loading platform and an image of the luggage, and extracts a door area of the loading platform and at least one luggage area from the first image information acquired by the imaging unit, measures a first distance from the imaging unit to the door area of the loading platform and a second distance from the imaging unit to the luggage area for each of the at least one luggage area, acquires second image information that is a frontal image by geometrically transforming the shape of the image of the door area of the loading platform in the first image information, and converts the shape of the image of the door area of the loading platform in the first image information into a frontal image, and converts the shape of the image of the door area of the loading platform into a frontal image. The system includes a distance measurement unit that corrects the first distance and the second distance to a third distance and a fourth distance, respectively, in response to the geometric transformation; a luggage length calculation unit that calculates, for each luggage area, the luggage length of the luggage on the loading platform using the difference between the third distance and the fourth distance and the length of the loading platform; a luggage area calculation unit that calculates, for each luggage area in the second image information, the luggage area of the luggage area using the area ratio between the loading platform area and the luggage area and the height and width of the loading platform; and a loading rate calculation unit that calculates the loading rate of the luggage on the loading platform using the total luggage volume of the luggage calculated for each luggage area using the luggage length and the luggage area, and the loading platform volume of the loading platform calculated using the height, width, and length of the loading platform.
[0008] In order to solve the above-mentioned problems, the loading rate calculation method of the present invention is a loading rate calculation method executed by a loading rate calculation device including an imaging unit that acquires image information including an image of luggage loaded on a loading platform, a distance measurement unit that extracts a door area of the loading platform and an area of the luggage from the image information and measures a distance from the imaging unit to the door area of the loading platform and the luggage area, a luggage length calculation unit that calculates a luggage length of the luggage on the loading platform, a luggage area calculation unit that calculates a luggage area of the luggage area, and a loading rate calculation unit that calculates a loading rate of the luggage on the loading platform using the luggage volume of the luggage calculated using the luggage length and the luggage area and the loading platform volume of the loading platform, the method comprising the steps of: the imaging unit acquiring first image information including an image of the loading platform and an image of the luggage; the first distance from the door area of the loading platform to the luggage area, and correcting the first distance and the second distance to a third distance and a fourth distance, respectively, in accordance with the geometric transformation from the first image information to the second image information; a luggage length calculation unit calculating, for each luggage area, the luggage length of the luggage on the loading platform using the difference between the third distance and the fourth distance and the length of the loading platform; a luggage area calculation unit calculating, for each luggage area in the second image information, the luggage area of the luggage area using the area ratio between the loading platform area and the luggage area and the height and width of the loading platform; and a loading rate calculation unit calculating, for each luggage area, the luggage length and the luggage area, the total luggage volume of the luggage calculated for each luggage area using the luggage length and the luggage area, and the loading rate of the luggage on the loading platform. [Effects of the Invention]
[0009] According to the present invention, it is possible to provide a loading rate calculation device that can easily and accurately measure the loading rate of luggage placed on a loading platform. [Brief explanation of the drawings]
[0010] [Figure 1] FIG. 1 shows an example of a system configuration including a loading ratio calculation device according to an embodiment of the present invention. [Figure 2] FIG. 2 is an example of a functional block diagram of the loading ratio calculation device according to the embodiment of the present invention. [Figure 3] FIG. 3 is a diagram for explaining calculation of the cargo loading rate in the embodiment of the present invention. [Figure 4] FIG. 4 is a diagram for explaining the geometric transformation of an image in the embodiment of the present invention. [Figure 5] FIG. 5 shows an example of an operation flow of the loading rate calculation method according to the embodiment of the present invention. DETAILED DESCRIPTION OF THE INVENTION
[0011] Hereinafter, embodiments of the present invention will be described with reference to the drawings. Note that the present invention can be embodied in various embodiments and is not limited to the embodiments of the invention described below.
[0012] <Configuration of the luggage loading ratio calculation system> Fig. 1 shows an example of a system configuration including a loading rate calculation device according to an embodiment of the present invention. The system shown in Fig. 1 includes a loading rate calculation device 10 that calculates the loading rate of the luggage 2 on the loading rate platform 1 using image information of the loading rate platform 1 on which the luggage 2 is loaded and distance information of the luggage 2 loaded on the loading rate platform 1, and a loading rate management server 20 that manages the loading rate information calculated by the loading rate calculation device 10.
[0013] In this embodiment, a loading rate calculation device 10 having a photographing function and a distance measurement function, such as a smartphone, is used to take an image of a loading platform 1 loaded with luggage 2 with a loading platform door 4 installed at the rear of a vehicle (box truck) open, and the distance between the door area 3 of the loading platform 1 and the area of the luggage 2 is measured, and the loading rate of the luggage 2 on the loading platform 1 is calculated using the captured image information and the measured distance information. The loading rate of the luggage 2 is calculated using the luggage length of the luggage 2 on the loading platform 1, the luggage volume calculated using the area of the luggage 2 as seen from the rear of the loading platform 1, and the loading platform volume of the loading platform 1 having a predetermined height, width, and length.
[0014] The length of the luggage on the loading platform 1 is the length of the luggage as seen from the side of the loading platform 1. In the case of a box truck with the loading platform door 4 at the rear of the vehicle, the luggage 2 is loaded and unloaded from the rear of the loading platform 1. Therefore, when the luggage 2 is loaded onto the loading platform 1, the luggage 2 is loaded sequentially from the front to the rear of the loading platform 1, and the length of the luggage as seen from the side of the loading platform 1 can be calculated using the distance between the loading rate calculation device 10 and the door area 3 of the loading platform 1, the distance between the loading rate calculation device 10 and the luggage 2, and the length of the loading platform 1. The area of the luggage 2 as seen from the rear of the loading platform 1 can be calculated using the area ratio between the door area 3 of the loading platform 1 and the area of the luggage 2 extracted from the photographed image information of the loading platform 1, and information on the height and width of the loading platform 1 that is known in advance.
[0015] The loading rate calculation device 10 extracts the door area 3 of the loading platform 1 and the area of the luggage 2, and calculates the loading rate of the luggage 2 on the loading platform 1 by measuring the distance from the loading rate calculation device 10 to the door area 3 of the loading platform 1 and the area of the luggage 2.Therefore, it is possible to easily and accurately measure the loading rate of the luggage 2 loaded on the loading platform 1 using a mobile terminal such as a smartphone that has a photographing function and a distance measurement function.
[0016] <Configuration of the loading ratio calculation device> 2 is an example of a functional block diagram of a loading ratio calculation device according to an embodiment of the present invention. The loading ratio calculation device 10 is, for example, a mobile terminal such as a smartphone that has a photographing function and a distance measurement function.
[0017] The loading rate calculation device 10 includes an imaging unit 11 for acquiring image information including images of the door area 3 of the loading platform 1 and the luggage 2, a distance sensor unit 12 for measuring the distance to the door area of the loading platform 1 and the area of the luggage 2, a central processing unit 13 that measures the distance to the door area of the loading platform 1 and the area of the luggage 2 using the distance sensor unit 12 and calculates the loading rate of the luggage 2 on the loading platform 1 using the luggage length of the luggage 2 calculated using the measured distance information and the luggage area of the area of the luggage 2 calculated using the acquired image information, a memory unit 14 for storing various information such as the measured distance information and the calculated loading rate, an input unit 15 for the photographer to input information, a display unit 16 for displaying the calculation status of the luggage loading rate, and a wireless unit 17 for transmitting information to the loading rate management server 20.
[0018] The central processing unit 13 functions as a distance measurement unit 13-1 that measures the distance to the door area of the loading platform 1 and the area of the luggage 2 using the distance sensor unit 12, a luggage length calculation unit 13-2 that calculates the luggage length of the luggage 2 on the loading platform 1 using the measurement results of the distance measurement unit 13-1, a luggage area calculation unit 13-3 that calculates the luggage area of the area of the luggage 2 on the loading platform 1 using image information acquired by the imaging unit 11, and a loading rate calculation unit 13-4 that calculates the loading rate using the luggage length and luggage area.
[0019] The memory unit 14 stores information on the measured distance between the loading platform 1 and the luggage 2, the luggage length of the luggage 2 on the loading platform 1, the luggage area of the area of the luggage 2 on the loading platform 1, and information on the loading rate calculated using the luggage length and luggage area. Information on the height, width, and length of the vehicle's loading platform is stored in advance in the memory unit 14, and this information is used when calculating the loading platform volume, luggage length, luggage area, and luggage volume.
[0020] For example, a digital camera or a smartphone having a photographing function and a distance measurement function can be used as the loading ratio calculation device 10. A general-purpose RGB camera can be used as the imaging unit 11. A general-purpose distance measurement sensor such as a TOF (Time of Flight) sensor or a LiDAR sensor can be used as the distance sensor unit 12.
[0021] The loading ratio calculation device 10 can be configured by a computer having a CPU, a memory, and an interface for connecting to external devices.
[0022] <Calculating luggage loading rate> 3 is a diagram for explaining measurement of the load factor of luggage in the first embodiment of the present invention. In the example of Fig. 3, luggage 2 is loaded on a loading platform 1 so that there are three luggage areas at different distances from the loading factor calculation device 10.
[0023] In the loading rate calculation device 10 of this embodiment, the loading rate of the luggage 2 on the loading platform 1 is calculated using the luggage length as seen from the side of the loading platform 1, the luggage volume calculated using the area of the luggage area as seen from the rear of the loading platform 1, and the volume of the loading platform 1 having a specified height, width, and length.
[0024] In the example of Fig. 3, the luggage length as seen from the side of the loading platform 1 in the area of the three luggage 2 can be calculated using the difference (L1, L2, L3) between the distance (D0) between the loading rate calculation device 10 and the door area 3 of the loading platform 1 and the distance (D1, D2, D3) between the loading rate calculation device 10 and the area of the luggage 2, and the length (L) of the loading platform 1. In the example of Fig. 3, the luggage lengths in the area of the three luggage 2 are (L-L1), (L-L2), and (L-L3), respectively.
[0025] The area (S1, S2, S3) of the area of the luggage 2 as viewed from the rear of the loading platform 1 can be calculated using the area ratio between the area of the door area 3 of the loading platform 1 and the area of the luggage 2 in the captured image information, and information on the height (H) and width (W) of the loading platform 1. In the example of Fig. 3, the area of the door area 3 of the loading platform 1 is H x W, and the area (S1, S2, S3) of the area of the luggage 2 can be calculated by multiplying this H x W by the area ratio.
[0026] In FIG. 3, the luggage volume Vt can be calculated by the following formula. Vt=S1×(L-L1)+S2×(L-L2)+S3×(L-L3)
[0027] In FIG. 3, the volume V of the cargo bed can be calculated by the following formula. V=H×W×L
[0028] In FIG. 3, the loading rate can be calculated by the following formula. Loading rate = Vt / V
[0029] <Image geometric transformation and distance correction> As described above, the loading rate calculation device 10 of this embodiment measures the loading rate of the luggage 2 on the loading platform 1 by extracting the door area 3 of the loading platform 1 and the area of the luggage 2 and measuring the distance to the door area of the loading platform 1 and the area of the luggage 2. Therefore, if an image cannot be taken from the front of the loading platform when capturing an image of the loading platform 1 and the luggage 2, the distance between the door area 3 of the loading platform 1 and the area of the luggage 2 cannot be accurately measured, and as a result, the loading rate of the luggage 2 loaded on the loading platform 1 cannot be accurately calculated.
[0030] Therefore, the loading ratio calculation device 10 of this embodiment is configured to correct the distance information by geometrically transforming the shape of the image of the door area 3 of the loading platform 1, and calculate the loading ratio using the corrected distance information. Fig. 4 is a diagram for explaining the geometric transformation of an image in this embodiment of the present invention.
[0031] In this embodiment, if the extracted image of the door area 3 is not a front-facing image, the shape of the image of the door area is geometrically transformed to convert the image of the door area 3 into a front-facing image. The upper diagram in Fig. 4 is the extracted image before geometric transformation, and the lower diagram in Fig. 4 is the front-facing image after the extracted image has been geometrically transformed.
[0032] As shown in the upper diagram of Figure 4, if the extracted image of the door area is not a frontal image, accurate measurement results are not obtained for the distance of the area of the luggage 2. Therefore, the distances from the imaging unit 11 to the door area 3 and the area of the luggage 2 are corrected in accordance with the geometric transformation of the image of the door area, and the corrected distance information is used to calculate the luggage length of the luggage 2 on the platform 1 for each area of the luggage 2.
[0033] A known projective transformation technique can be used as a method for geometrically transforming the shape of the extracted image into a front-facing image. The correction amount for the distance information can also be calculated based on the amount of movement in the transformation coordinates of the projective transformation.
[0034] Regarding the cargo area of the cargo 2 area, the cargo area of the cargo 2 area as viewed from the rear of the cargo platform is calculated using the area ratio between the area of the door area 3 of the cargo platform 1 and the area of the cargo 2 area in the image information geometrically transformed into a frontal image, and information on the height (H) and width (W) of the cargo platform 1, and the calculated cargo length and cargo area are used to calculate the loading rate of the cargo 2 on the cargo platform 1.
[0035] <Operation flow of the loading ratio calculation device> The operation of the loading rate calculation method executed in the loading rate calculation device 10 will be described with reference to Fig. 5. Fig. 5 shows an example of the operation flow of the loading rate calculation method according to the first embodiment of the present invention.
[0036] The imaging unit 11 of the loading ratio calculation device 10 acquires image information (first image information) including an image of the door area 3 of the loading platform 1 and the baggage 2 (S1-1).
[0037] The distance measurement unit 13-1 of the loading ratio calculation device 10 extracts the door area 3 of the loading platform 1 and the area of the baggage 2 from the first image information acquired by the imaging unit 11 (S1-2).
[0038] The distance measurement unit 13-1 of the loading rate calculation device 10 uses the distance sensor unit 12 to measure the distance (first distance) from the imaging unit 11 to the door area 3 of the loading platform 1, and the distance (second distance) from the imaging unit 11 to the area of the luggage 2 for each area of the luggage 2 (S1-3).
[0039] If the extracted image of the door area 3 of the loading platform 1 is not a front-on image, the distance measurement unit 13-1 of the loading rate calculation device 10 converts the extracted image into a front-on image (second image information) by geometrically transforming the image of the door area 3 (S1-4).
[0040] The distance measurement unit 13-1 of the loading rate calculation device 10 further corrects the distance (first distance) from the imaging unit 11 to the door area 3 of the loading platform 1 and the distance (second distance) from the imaging unit 11 to the area of the luggage 2 in accordance with the geometric transformation of the image of the door area 3 (S1-5).
[0041] The luggage length calculation unit 13-2 of the loading rate calculation device 10 calculates the luggage length of the luggage 2 on the loading platform 1 for each area of the luggage 2 using the difference between the corrected distance from the imaging unit 11 to the door area 3 of the loading platform 1 (third distance) and the distance from the imaging unit 11 to the area of the luggage 2 (fourth distance) and the length of the loading platform 1 (S1-6).
[0042] The luggage area calculation unit 13-3 of the loading rate calculation device 10 calculates the luggage area of the luggage 2 area for each area of the luggage 2 in the geometrically transformed second image information using the area ratio between the area of the door area 3 of the loading platform 1 and the area of the luggage 2 area, and information on the height and width of the loading platform 1 (S1-7).
[0043] The loading rate calculation unit 13-4 of the loading rate calculation device 10 calculates the loading rate of the luggage 2 on the loading platform 1 using the calculated luggage length and luggage area, the total luggage volume of the luggage 2 calculated for each area of the luggage 2, and the loading platform volume of the loading platform 1 calculated using the height, width, and length of the loading platform 1 (S1-8).
[0044] In this embodiment, a loading rate calculation device 10 having a photographing function and a distance measurement function, such as a smartphone, is used to take an image of a loading platform 1 loaded with luggage 2 with a loading platform door 4 installed at the rear of a vehicle (box truck) open, and the distance between the door area 3 of the loading platform 1 and the area of the luggage 2 is measured, and the loading rate of the luggage 2 on the loading platform 1 is calculated using the captured image information and the measured distance information. The loading rate of the luggage 2 is calculated using the luggage length of the luggage 2 on the loading platform 1, the luggage volume calculated using the area of the luggage 2 as seen from the rear of the loading platform 1, and the loading platform volume of the loading platform 1 having a predetermined height, width, and length.
[0045] According to this embodiment, the loading rate calculation device 10 extracts the area of the loading platform 1 and the area of the luggage 2, and calculates the loading rate of the luggage 2 on the loading platform 1 by measuring the distance between the area of the loading platform and the area of the luggage. Therefore, it is possible to easily and accurately measure the loading rate of the luggage 2 loaded on the loading platform 1 using a mobile terminal such as a smartphone that has a photographing function and a distance measurement function.
[0046] Furthermore, the loading rate calculation device 10 is configured to calculate the loading rate using distance information corrected by geometrically transforming the image information, so that even if it is not possible to take an image of the loading platform 1 from the front when photographing the image of the loading platform 1 and the luggage 2, it is possible to easily and accurately measure the loading rate of the luggage 2 loaded on the loading platform 1. [Explanation of symbols]
[0047] 1...loading platform, 2...luggage, 3...door area, 4...loading platform door, 10...loading ratio calculation device, 11...imaging unit, 12...distance sensor unit, 13...central processing unit, 13-1...distance measurement unit, 13-2...luggage length calculation unit, 13-3...luggage area calculation unit, 13-4...loading ratio calculation unit, 14...memory unit, 15...input unit, 16...display unit, 17...wireless unit, 20...loading ratio management server.
Claims
1. A loading rate calculation device for calculating a loading rate of a load placed on a loading platform having a predetermined height, width, and length, an imaging unit that acquires first image information including an image of the loading platform and an image of the luggage; extracting a door area of the loading platform and at least one area of the luggage from the first image information acquired by the imaging unit, measuring a first distance from the imaging unit to the door area of the loading platform and a second distance from the imaging unit to the luggage area for each of the at least one area of the luggage; a distance measurement unit that acquires second image information, which is a frontal image, by geometrically transforming the shape of an image of the door area of the loading platform in the first image information, and corrects the first distance and the second distance to a third distance and a fourth distance, respectively, in accordance with the geometric transformation from the first image information to the second image information; a luggage length calculation unit that calculates a luggage length of the luggage on the loading platform for each area of the luggage using a difference between the third distance and the fourth distance and the length of the loading platform; a luggage area calculation unit that calculates a luggage area of each luggage area in the second image information by using an area ratio between the luggage area and the luggage bed area, and the height and width of the luggage bed; a loading rate calculation unit that calculates a loading rate of the luggage on the loading platform using a total luggage volume of the luggage calculated for each area of the luggage using the luggage length and the luggage area, and a loading platform volume of the loading platform calculated using the height, width, and length of the loading platform; A loading rate calculation device comprising:
2. a distance measurement unit that extracts a door area of the loading platform and an area of the luggage from the image information and measures a distance from the imaging unit to the door area of the loading platform and the area of the luggage; a luggage length calculation unit that calculates a luggage length of the luggage on the loading platform; a luggage area calculation unit that calculates a luggage area of the luggage area; and a loading rate calculation unit that calculates a loading rate of the luggage on the loading platform using a luggage volume of the luggage calculated using the luggage length and the luggage area and a loading platform volume of the loading platform, a step in which the imaging unit acquires first image information including an image of the loading platform and an image of the luggage; The distance measurement unit extracting a door area of the loading platform and at least one area of the luggage from the first image information acquired by the imaging unit, measuring a first distance from the imaging unit to the door area of the loading platform and a second distance from the imaging unit to the luggage area for each of the at least one area of the luggage, acquiring second image information which is a front-facing image by geometrically transforming the shape of the image of the door area of the loading platform in the first image information, and correcting the first distance and the second distance to a third distance and a fourth distance, respectively, in accordance with the geometric transformation from the first image information to the second image information; a luggage length calculation unit calculating, for each area of the luggage, a luggage length of the luggage on the luggage platform by using a difference between the third distance and the fourth distance and the length of the luggage platform; a step in which the luggage area calculation unit calculates the luggage area of each luggage area in the second image information by using an area ratio between the luggage area and the luggage bed area, and a height and width of the luggage bed; a step in which the loading rate calculation unit calculates a loading rate of the luggage on the loading platform by using a total luggage volume of the luggage calculated for each area of the luggage using the luggage length and the luggage area, and a loading platform volume of the loading platform calculated using the height, width, and length of the loading platform; A loading rate calculation method having the following.
Citation Information
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