CN103632340B - Object tracking device and its operating method - Google Patents

Object tracking device and its operating method Download PDF

Info

Publication number
CN103632340B
CN103632340B CN201210307139.1A CN201210307139A CN103632340B CN 103632340 B CN103632340 B CN 103632340B CN 201210307139 A CN201210307139 A CN 201210307139A CN 103632340 B CN103632340 B CN 103632340B
Authority
CN
China
Prior art keywords
background
image
tracking device
object tracking
processing unit
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201210307139.1A
Other languages
Chinese (zh)
Other versions
CN103632340A (en
Inventor
高铭璨
杨恕先
程瀚平
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Pixart Imaging Inc
Original Assignee
Pixart Imaging Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Pixart Imaging Inc filed Critical Pixart Imaging Inc
Priority to CN201210307139.1A priority Critical patent/CN103632340B/en
Publication of CN103632340A publication Critical patent/CN103632340A/en
Application granted granted Critical
Publication of CN103632340B publication Critical patent/CN103632340B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Landscapes

  • Image Analysis (AREA)

Abstract

A kind of object tracking device, including light source, imaging sensor and processing unit.The light source is lighted with a glow frequency.Described image sensor relatively the light source igniting when export operation diagram picture and export background image when the light source extinguishes relatively.The processing unit to obtain the background information of the background image, calculate the operation diagram as the difference image with the background image, obtain the difference image object information and comparison described in background information and the object information to remove ambient noise.

Description

Object tracking device and its operating method
Technical field
The present invention relates to a kind of human-computer interface device, more particularly to a kind of optical object for eliminating mobile ambient noise Follow-up mechanism and its operating method.
Background technology
Known optical object tracking device generally includes light source, imaging sensor and processing unit;Wherein, the light source is used To illuminate close to object;Described image sensor is obtaining the complex image frame including the object;The processing unit is then The action of the object is followed the trail of according to these described picture frames.
However, in these described picture frames acquired in described image sensor, in addition to the subject image, Chang Huiling Include environment light source image.In known technology, in order to eliminate the environment light source image, described image sensor can obtain phase The dark picture frame that bright picture frame and relatively described light source to the light source igniting extinguish, the processing unit then calculates described The difference image of bright picture frame and the dark picture frame is to eliminate the environment light source image.Though such a noise cancellation method can disappear Except the noise caused by fixed environment light source, but when the position of the environment light source changes over time, only calculate merely bright The difference image of dark image interframe simultaneously can not effectively eliminate ambient noise, thus the processing unit then can not be according to the difference Image correctly follows the trail of the action of the object.
In consideration of it, the present invention separately proposes a kind of object tracking device and its operating method, it can effectively eliminate mobile background Caused noise.
The content of the invention
It is an object of the invention to provide a kind of object tracking device for eliminating mobile ambient noise and its operating method.
The present invention provides a kind of object tracking device, including light source, imaging sensor and processing unit.The light source with One glow frequency lights.Described image sensor relatively the light source igniting when export operation diagram picture and the light source extinguishes relatively When export background image.The processing unit to obtain the background information of the background image, calculate the operation diagram picture with In the difference image of the background image, the identification difference image an at least object and remove in the difference image with it is described Background information is related and is less than the invalid object of dimension threshold.
The present invention also provides a kind of object tracking device, including light source, imaging sensor and processing unit.The light source Lighted with a glow frequency.Described image sensor relatively the light source igniting when export operation diagram picture and relatively described light source and put out Background image is exported when going out.The processing unit is obtaining the background information of the background image, calculate the operation diagram picture Difference image with the background image, the object information for obtaining the difference image and background information described in comparison with it is described Object information is to remove ambient noise.
The present invention also provides a kind of operating method of object tracking device, comprises the following steps:Image taking sensor is relative Light source obtains background image when extinguishing;With described image sensor relatively the light source igniting when obtain operation diagram picture;With processing Unit obtains the background information of the background image;With the processing unit calculate the operation diagram as with the background image Difference image;The object information of the difference image is obtained with the processing unit;And the background information with it is described Object information is to remove the ambient noise of the difference image.
The object tracking device of the present invention also includes the first storage element to store the background image, the difference diagram Picture, the background information, the object information and/or the dimension threshold.
In the object tracking device and its operating method of the present invention, the background information is that an at least background object is located at institute State the background object position of background image;The object information is the object space that an at least object is located at the difference image.
In the object tracking device and its operating method of the present invention, in addition to the default Background of the second storage element storage Picture, wherein the processing unit first calculates the background image and the default background image before the difference image is calculated Substracting background image is to be used as the background image;The default background image be the object tracking be installed on boot program, Acquired person when receiving more newer command or detecting abnormal object.
In the object tracking device and its operating method of the present invention, the processing unit is big by brightness in the difference image An at least object is identified as in an at least pixel area for luminance threshold;And brightness in the background image is more than brightness The pixel area of threshold value is identified as the background object.
In the object tracking device and its operating method of the present invention, when the object space of object is apart from the background objects When body position is less than distance threshold and size and is less than dimension threshold, the processing unit by the object identification for ambient noise or Invalid object.
In the object tracking device and its operating method of the present invention, the processing unit is always according to having removed the invalid thing The difference image of body carries out object tracking;It is, it is more than according to the object space apart from the background object position The object of the distance threshold carries out object tracking.
The object tracking device of the embodiment of the present invention is due to being the noise caused by eliminating mobile background, therefore its is excellent Point in can be installed in it is mobile in the device that operates or equipment, such as be arranged at the vehicles or portable electronic devices.
Brief description of the drawings
Figure 1A and 1B shows the application schematic diagram of the object tracking device of the embodiment of the present invention;
Fig. 2 shows the block schematic diagram of the object tracking device of the embodiment of the present invention;
Fig. 3 shows the flow chart of the maneuver of the object tracking device of the embodiment of the present invention;
Fig. 4 shows image acquisition and the schematic diagram of light source igniting of the object tracking device of the embodiment of the present invention;
Fig. 5 A-5D show the schematic diagram of the operating method of the object tracking device of the embodiment of the present invention.
Description of reference numerals
The touch surface of 1 object tracking device 10
The imaging sensor of 11 light source 12
The processing unit of 13 first storage element 14
The background object of 15 second storage element 20
The invalid object in position 20 ' of 21 background objects
The object of position 30 of 21 ' invalid objects
The finger of position 7 of 31 objects
The vehicles of 8 portable electronic devices 9
TH1、TH2Luminance threshold Io operation diagram pictures
Ib background images(Io-Ib)、(Io-Ib)' difference image
S11-S17Step.
Embodiment
It in order to which above and other purpose, feature and the advantage of the present invention can be become apparent from, will hereafter coordinate accompanying drawing, make detailed Carefully it is described as follows.In the explanation of the present invention, identical component is represented with identical symbol, in this advance explanation.
As illustrated by figures 1 a and 1b, the application schematic diagram of its object tracking device for showing the embodiment of the present invention.Due to this hair The object tracking device 1 of bright embodiment can be used to eliminate mobile ambient noise, therefore is preferably applied to moveable device or sets It is standby upper;Such as object tracking device 1 can be installed in the vehicles 9(Such as Figure 1A)Or it is arranged at portable electronic devices 8(Such as figure 1B);Wherein, the set location of object tracking device 1 is only exemplary described in Figure 1A and 1B.Certainly, the object tracking dress Put in 1 device for being similarly applied to position fixation or equipment, however it is not limited to Figure 1A and 1B those shown.
As shown in Fig. 2 the block schematic diagram of its object tracking device for showing the embodiment of the present invention.Object tracking device 1 Including touch surface 10, light source 11, imaging sensor 12, the first storage element 13, the storage element 15 of processing unit 14 and second.Institute It is to for coming close to or in contact with least object progress object tracking of the touch surface 10 and exporting to state object tracking device 1 Trace signals;Wherein, the object is such as can be finger 7 or stylus.The object tracking device 1 separately may include to transmit boundary Face is the trace signals are exported to corresponding electronic installation or equipment.
The touch surface 10 can be as made by appropriate material, and the light that its preferably relatively described light source 11 is sent is transparent. In other embodiment, the touch surface 10 may also include filter(Piece), it is preferably bandpass optical filter(bandpass filter), and only allow the light source 11 to send the spectrum of light by avoid the interference of ambient light.
The light source 11 for example can be an at least light emitting diode, laser diode or other appropriate light sources, preferably with one Glow frequency sends feux rouges, infrared light or other black lights, to illuminate the finger 7.
Described image sensor 12 for example can be ccd image sensor, cmos image sensor or other can be used to sense The sensor of light energy, to sense reflection from the finger 7 and penetrate the light energy of the touch surface 10, and relatively described light Exported when source 11 is lighted when as the Io and relatively described light source 11 of operation diagram extinguishes and export background image Ib(It is described below).
First storage element 11 to store described image sensor 12 output background image Ib and the place Manage the various parameters needed for image document and calculating process that unit 14 exports, such as difference image, background information, object letter Breath, dimension threshold, distance threshold and at least luminance threshold etc.(It is described below).
The processing unit 14 is obtaining the background information of the background image Ib, calculate the operation diagram as Io and institute State background image Ib difference image(Io-Ib), obtain the difference image(Io-Ib)Object information identify the difference accordingly Partial image(Io-Ib)In an at least object and comparison described in background information and the object information to remove ambient noise, Such as remove the difference image(Io-Ib)In it is related to the background information and less than dimension threshold invalid object(Also It is that the invalid object will be identified that ambient noise);Wherein, the background information is that an at least background object is located at the back of the body Scape image Ib background object position;The object information is that an at least object is located at the difference image(Io-Ib)Object Position.In the present embodiment, the processing unit 14 is by the difference image(Io-Ib)Middle brightness is more than at least the one of luminance threshold Pixel area is identified as an at least object;Or by the difference image(Io-Ib)Middle brightness is more than luminance threshold and is more than Pre-set dimension(Such as, but not limited to 3 pixels)An at least pixel area be identified as an at least object, it is and brightness is big In luminance threshold an at least pixel area and be identified as noise less than the pixel area of the pre-set dimension.When described at least one After object identification goes out, the processing unit 14 again with the object information with that will move ambient noise moved by the background information Remove.
In the present embodiment, because background object can move between consecutive image, therefore only calculate the operation diagram as Io with The difference image of the background image Ib(Io-Ib)And mobile ambient noise can not be completely eliminated.Therefore, when one in the present embodiment When the object space of object is less than distance threshold and size apart from the background object position and is less than dimension threshold, the place The object identification is then that the ambient noise removes by reason unit 14.In other words, when the object space of an object Then it is defined as less than distance threshold apart from the background object position related to the background information, and the object is considered as nothing Imitate object.
After the invalid object removes, the processing unit 14 then can be according to the difference for having removed the invalid object Partial image carries out object tracking, such as is more than the distance threshold apart from the background object position according to the object space The object carries out object tracking.Thus, the noise caused by it can remove mobile background object completely, therefore can effectively be lifted The correctness of object tracking.
For second storage element 15 to store default background image, the default background image is the object tracking Device 1 in boot program, receive renewal(Background image)Order or detect background image acquired during abnormal object;Also It is that included object is for ambient noise in these program acquired images, therefore the processing unit 14 is in described in calculating The background image is first calculated before difference image with the substracting background image of the default background image to be used as the Background Picture.It should be noted that object tracking device described in other embodiment 1 may not include second storage element 15, therefore The processing unit 14 is also not required to first calculate the background image and the default background image before the difference image is calculated The substracting background image.In another embodiment, first storage element 13 and second storage element 15 can merge For single storage element.
Then, the detailed embodiment of the operating method of the object tracking device of the embodiment of the present invention is illustrated below, it is wrapped Include the following steps:Image taking sensor facing light sources obtain background image when extinguishing(Step S11);With described image sensor phase Operation diagram picture is obtained during to the light source igniting(Step S12);The background information of the background image is obtained with processing unit(Step Rapid S13);The difference image of the operation diagram picture and the background image is calculated with the processing unit(Step S14);With described Processing unit obtains the object information of the difference image(Step S15);Compare the background information with the object information to move Except the ambient noise of the difference image(Step S16);And carried out according to the difference image for having removed the ambient noise Object tracking(Step S17);Wherein, the background image and the difference image can be stored in storage element.
As shown in Fig. 2 to 5D, Fig. 4 shows that the image of the embodiment of the present invention 1 object tracking device obtains and light source igniting Schematic diagram;Fig. 5 A-5D show the schematic diagram of the operating method of the object tracking device of the embodiment of the present invention 1.
In the present embodiment, the light source 11 with a glow frequency is luminous and described image sensor 12 with a sampling frequency according to Sequence obtains image.In order to eliminate the influence of environment light source, the sampling frequency is selected above the glow frequency, so that the figure As sensor 12 can relatively described light source 11 light and obtain image when extinguishing, such as obtain simultaneously when relatively described light source 11 is lighted Operation diagram is exported as Io(Such as with solid arrow signifier in Fig. 4)And obtain when the light source 11 extinguishes relatively and export background Image Ib(Such as with dotted arrow signifier in Fig. 4).
Step S11:The relatively described light source 11 of described image sensor 12 obtains when extinguishing and exports background image Ib(Such as figure Shown in 5A), it can be first stored in first storage element 13;Wherein, it is assumed herein that the background image Ib only includes Background object 20.
Step S12:Described image sensor 12 obtains when then relatively described light source 11 is lighted and exports operation diagram as Io (As shown in Figure 5 B);Wherein, it is assumed herein that the operation diagram includes the background object 20 and object 30 as Io.Due to the figure As sensor 12 be with sequential delivery image document, the operation diagram be then not required to be stored in first storage element 13 as Io and The processing unit 14 is delivered directly to be post-processed.
Step S13:The processing unit 14 obtains the back of the body for being stored in background image Ib described in first storage element 13 Scape information is simultaneously stored in first storage element 13;Wherein, the background information can be an at least background object positioned at described Background image Ib background object position.For example, brightness in the background image Ib is more than luminance threshold by the processing unit 14 Value TH1(First storage element 13 can be stored in advance)Pixel area be identified as background object 20, it has background objects Body position 21.The background object position 21 can be for example the center of the background object 20, position of centre of gravity, marginal position Or other predeterminated positions.It should be noted that step S13Can earlier than, be later than or with step S12Carry out simultaneously.
Step S14:The processing unit 14 then calculates difference image of the operation diagram as the Io and background image Ib (Io-Ib)And it is stored in first storage element 13.In a kind of embodiment, the difference image(Io-Ib)It is preferred that make carbon copies (overwrite)In storage areas of the background image Ib in first storage element 13, reduction described first is used The memory capacity of storage element 13, but be not limited thereto.In the present embodiment, when the position of background object 20 is fixed, By the calculating difference image(Io-Ib)The background object 20 is then completely eliminated(As shown in 5C figures)And only remaining institute State object 30;However, when the position of the background object 20 changes over time, the difference image(Io-Ib)' in can still wrap Include a part of background object 20 '(As shown in 5D figures);Wherein, the shape of the part background object 20 ' is only exemplary.
Step S15:The processing unit 14 obtains difference image described in first storage element 13(Io-Ib)' thing Body information is simultaneously stored in first storage element 13;Wherein, the object information can be that an at least object is located at the difference Partial image(Io-Ib)' object space.For example, the processing unit 14 is by the difference image(Io-Ib)' middle brightness is more than Luminance threshold TH2(First storage element 13 can be stored in advance)Pixel area be identified as object, now including object 30 and 20 ' and there is object space 31 and 21 ' respectively, wherein the object space 31 and 21 ' for example can be respectively the object 30 and 21 ' center, position of centre of gravity, marginal position or other predeterminated positions.If the as it was previously stated, object tracking device Separately include the default background image of the second storage element 15 storage, the processing unit 14 is in the calculating difference image(Io-Ib)′ Before, the background image Ib is first calculated with the substracting background image of the default background image to be used as the background image.
Step S16:The processing unit 14 then with the object information with removing background made an uproar by the background information Sound.In the present embodiment, work as object(Such as 20 ')It is related to the background information, such as the object space of the object 20 ' (Such as 21 ')Apart from the background object position(Such as 21)It is less than size less than the size of distance threshold and the object 20 ' During threshold value, the object identification is belonged to ambient noise or invalid thing by the processing unit 14 to be related to the object information Body and removed;Wherein, the distance threshold and the dimension threshold can be stored in first storage element 13 in advance In.
Step S17:Finally basis has removed the ambient noise to the processing unit 14(Or invalid object)The difference Partial image carries out object tracking;It is, the processing unit 14 is according to the object space(Such as 31)Apart from the background Object space(Such as 21)More than the object of distance threshold(Such as 30)Object tracking is carried out, mobile background is thus eliminated and makes an uproar The interference of sound is to improve the correctness of object tracking.In the embodiment of the present invention, when the object space of object is apart from the background objects Body position is then identified as the finger-image when being more than distance threshold.
It will be appreciated that in Fig. 5 A-5D, the height of the background object 20, invalid object 20 ' and object 30 only to Illustrate its brightness, to wait luminance threshold TH with described1And TH2Compare.The background object 20, invalid object 20 ' and object 30 can have different brightness, area, shape and position etc., however it is not limited to which 5A-5D schemes those shown.In addition, described wait luminance threshold Value TH1And TH2It may be the same or different.
In summary, it is known that optical object follow-up mechanism is only suitable due to the influence of mobile background light source can not be completely eliminated For the device fixed using position.A kind of and object tracking device proposed by the present invention(Fig. 2)And its operating method(Fig. 3), Even if being installed on the device or equipment that the vehicles or portable electronic devices etc. can change using position, still can effectively eliminate The influence of mobile background light source is to increase the correctness of object tracking.
Although for the present invention by being disclosed with previous embodiment, it is not limited to the present invention, any institute of the present invention Belonging to has the technical staff of usual knowledge in technical field, without departing from the spirit and scope of the present invention, various when that can make Change and change.Therefore protection scope of the present invention is worked as and is defined depending on the scope that appended claims are defined.

Claims (21)

1. a kind of object tracking device, the object tracking device includes:
Light source, lighted with a glow frequency;
Background is exported when operation diagram picture and relatively the light source extinguishing are exported during imaging sensor, the relatively light source igniting Picture;And
Processing unit, to obtain the background information of the background object position of an at least background object in the background image, meter Calculate difference image, the multiple objects in the identification difference image and the removal institute of the operation diagram picture and the background image Invalid object related to the background information in difference image and less than dimension threshold is stated, wherein, the background image is only Including an at least background object and the operation diagram picture is also including the object beyond an at least background object, the place The pixel area that brightness in the background image is more than luminance threshold by reason unit is identified as the background object.
2. object tracking device according to claim 1, related to background information refer to wherein described apart from the background Object space is less than distance threshold.
3. object tracking device according to claim 1, wherein the object tracking device is arranged on the vehicles or set Put in portable electronic devices.
4. object tracking device according to claim 1, wherein the processing unit is described invalid always according to having removed The difference image of object carries out object tracking.
5. object tracking device according to claim 1, the object tracking device also includes the first storage element, and this first Storage element is storing the background image, the difference image, the background information and the dimension threshold.
6. object tracking device according to claim 1, the object tracking device also includes the second storage element, and this second The default background image of storage element storage, wherein the processing unit first calculates the background before the difference image is calculated The substracting background image of image and the default background image is to be used as the background image.
7. object tracking device according to claim 6, wherein the default background image is the object tracking device Obtained in boot program, receiving more newer command or the abnormal object of detection.
8. object tracking device according to claim 1, wherein the processing unit is big by brightness in the difference image The multiple object is identified as in multiple pixel areas of luminance threshold.
9. a kind of object tracking device, the object tracking device includes:
Light source, lighted with a glow frequency;
Background is exported when operation diagram picture and relatively the light source extinguishing are exported during imaging sensor, the relatively light source igniting Picture;And
Processing unit, to obtain the background information of the background object position of an at least background object in the background image, meter Calculate the operation diagram as the difference image with the background image, obtain described in object information and the comparison of the difference image Background information and the object information to remove ambient noise, wherein, the background image only includes an at least background objects Body and the operation diagram picture also include the object beyond an at least background object, and the processing unit is by the background image The pixel area that middle brightness is more than luminance threshold is identified as the background object.
10. object tracking device according to claim 9, wherein the object information, which is multiple objects, is located at the difference The object space of image.
11. object tracking device according to claim 10, wherein when the object of the object in the multiple object When background object position described in positional distance is less than dimension threshold less than the size of distance threshold and the object, the processing is single The object identification is the ambient noise by member.
12. object tracking device according to claim 10, wherein the processing unit always according to the object space away from The object being more than from the background object position in the multiple object of distance threshold carries out object tracking.
13. object tracking device according to claim 9, wherein the object tracking device is arranged on the vehicles or set Put in portable electronic devices.
14. object tracking device according to claim 9, the object tracking device also includes the first storage element, and this One storage element is storing the background image, the difference image, the background information and the object information.
15. object tracking device according to claim 9, the object tracking device also includes the second storage element, and this The default background image of two storage elements storage, wherein the processing unit first calculates the back of the body before the difference image is calculated The substracting background image of scape image and the default background image is to be used as the background image.
16. object tracking device according to claim 15, wherein the default background image is the object tracking dress Put what is obtained in boot program, receiving more newer command or the abnormal object of detection.
17. a kind of operating method of object tracking device, the operating method comprise the following steps:
Image taking sensor facing light sources obtain background image when extinguishing;
With described image sensor relatively the light source igniting when obtain operation diagram picture, wherein, the background image only include extremely A few background object and the operation diagram picture also include the object beyond an at least background object;
The background information of the background object position of an at least background object described in the background image is obtained with processing unit, its In, the pixel area that brightness in the background image is more than luminance threshold by the processing unit is identified as the background object;
The difference image of the operation diagram picture and the background image is calculated with the processing unit;
The object information of the difference image is obtained with the processing unit;And
Compare the background information and the object information, to remove the ambient noise of the difference image.
18. operating method according to claim 17, wherein the object information, which is multiple objects, is located at the difference diagram The object space of picture.
19. operating method according to claim 18, wherein when the object space of the object in the multiple object When being less than dimension threshold less than the size of distance threshold and the object apart from the background object position, the processing unit will The object identification is the ambient noise.
20. operating method according to claim 17, the operating method also includes:
Object tracking is carried out according to the difference image for having removed the ambient noise with the processing unit.
21. operating method according to claim 17, wherein also including before the step of calculating the difference image:
The background image is calculated with the substracting background image of default background image as the background image.
CN201210307139.1A 2012-08-24 2012-08-24 Object tracking device and its operating method Active CN103632340B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201210307139.1A CN103632340B (en) 2012-08-24 2012-08-24 Object tracking device and its operating method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201210307139.1A CN103632340B (en) 2012-08-24 2012-08-24 Object tracking device and its operating method

Publications (2)

Publication Number Publication Date
CN103632340A CN103632340A (en) 2014-03-12
CN103632340B true CN103632340B (en) 2017-11-24

Family

ID=50213358

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201210307139.1A Active CN103632340B (en) 2012-08-24 2012-08-24 Object tracking device and its operating method

Country Status (1)

Country Link
CN (1) CN103632340B (en)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112292686B (en) * 2018-07-10 2023-11-07 杭州他若定位科技有限公司 Detecting dual band infrared light sources for object tracking
CN113992841A (en) * 2021-09-27 2022-01-28 青岛小鸟看看科技有限公司 Controller optical tracking method and system under outdoor strong light

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101617535A (en) * 2007-03-28 2009-12-30 富士通株式会社 Image processing apparatus, image processing method, image processing program
CN101916448A (en) * 2010-08-09 2010-12-15 云南清眸科技有限公司 Moving object detecting method based on Bayesian frame and LBP (Local Binary Pattern)

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6349113B1 (en) * 1997-11-03 2002-02-19 At&T Corp. Method for detecting moving cast shadows object segmentation
US6421462B1 (en) * 1998-02-06 2002-07-16 Compaq Computer Corporation Technique for differencing an image
EP1704510A4 (en) * 2003-12-31 2009-09-09 Lockheed Martin Missiles & Fir A method and system for adaptive target detection
CN102568005B (en) * 2011-12-28 2014-10-22 江苏大学 Moving object detection method based on Gaussian mixture model

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101617535A (en) * 2007-03-28 2009-12-30 富士通株式会社 Image processing apparatus, image processing method, image processing program
CN101916448A (en) * 2010-08-09 2010-12-15 云南清眸科技有限公司 Moving object detecting method based on Bayesian frame and LBP (Local Binary Pattern)

Also Published As

Publication number Publication date
CN103632340A (en) 2014-03-12

Similar Documents

Publication Publication Date Title
US11190678B2 (en) Information processing apparatus, information processing method, and program
CN103529929B (en) Gesture recognition system and glasses capable of recognizing gesture actions
US9952667B2 (en) Apparatus and method for calibration of gaze detection
WO2019033386A1 (en) Fingerprint image acquisition method and device, and terminal device
KR20160108386A (en) 3d silhouette sensing system
CN110209273A (en) Gesture identification method, interaction control method, device, medium and electronic equipment
CN102939617A (en) Gesture recognition device, gesture recognition method, and program
CN106873789B (en) Projection system
CN109167893A (en) Shoot processing method, device, storage medium and the mobile terminal of image
US9690430B2 (en) Touch detection apparatus, touch detection method and recording medium
CN111310575A (en) Face living body detection method, related device, equipment and storage medium
TW201235954A (en) Image reader
CN112532891A (en) Photographing method and device
CN103632340B (en) Object tracking device and its operating method
US10348983B2 (en) Non-transitory storage medium encoded with computer readable image processing program, information processing system, information processing apparatus, and image processing method for determining a position of a subject in an obtained infrared image
CN108363485A (en) Control method, device, system and the computer equipment of non-touch screen display terminal
TWI518639B (en) Object tracking device and operating method thereof
CN109040604B (en) Shot image processing method and device, storage medium and mobile terminal
CN110930372A (en) Image processing method, electronic equipment and computer readable storage medium
TW201128455A (en) Signaling device position determination
US20210302587A1 (en) Power-efficient hand tracking with time-of-flight sensor
CN108351684A (en) Operate detection device, operation detection method and image display system
CN116437034A (en) Video special effect adding method and device and terminal equipment
JP2011118465A (en) Position detecting device, imaging apparatus, method and program for detecting position, and recording medium
JP2015219547A (en) Device control system, device control program, and device control apparatus

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant