CN108089708A - A kind of hanging gesture interaction method for improving gesture fatigue - Google Patents

A kind of hanging gesture interaction method for improving gesture fatigue Download PDF

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CN108089708A
CN108089708A CN201711409125.XA CN201711409125A CN108089708A CN 108089708 A CN108089708 A CN 108089708A CN 201711409125 A CN201711409125 A CN 201711409125A CN 108089708 A CN108089708 A CN 108089708A
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李晓玲
韩枫
刘镔
李佳伟
陈昕
王慧芬
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Xian Jiaotong University
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01Input arrangements or combined input and output arrangements for interaction between user and computer
    • G06F3/017Gesture based interaction, e.g. based on a set of recognized hand gestures
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/20Movements or behaviour, e.g. gesture recognition
    • G06V40/28Recognition of hand or arm movements, e.g. recognition of deaf sign language

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Abstract

A kind of hanging gesture interaction method for improving gesture fatigue, for the clicking operation in gesture interaction, the input space of user gesture is defined, and using frame selection strategy and hovering strategy is chosen to choose object element, the input of gesture is completed in the space for gesture of definition.Clicking operation the most frequent to occur in interaction as improvement object, define the input space of user gesture, and using frame selection strategy and hovering strategy is chosen to choose object element, the input of gesture is completed in the space for gesture of definition, user is made to make choice clicking operation in the case where arm naturally droops as far as possible, is alleviated because the fatigue that arm is vacantly brought for a long time;The placement position for clicking on element in user interface is logically repartitioned simultaneously, optimizes the move mode of choice box in frame selection strategy, is alleviated because the arm fatigue brought mobile over long distances.

Description

A kind of hanging gesture interaction method for improving gesture fatigue
Technical field
The invention belongs to field of human-computer interaction, and in particular to a kind of hanging gesture interaction method for improving gesture fatigue, it can Effectively reduce gesture operation fatigue.
Background technology
As the development and people of computer vision technique are to the demands of new interactive means, based on computer vision Gesture interaction progresses into the people visual field, promotes and is arrived by traditional graphical user interface (GUI, graphic user interface) The transformation of natural user interface (NUI, natural user interface).It is carried out by human body gesture identification contactless The system of control has been completely free of the dependence of logarithmic table and remote controler etc., has than the interactive modes such as conventional mouse, keyboard, wound Broader practice scene is made.
However, the gesture interaction of the cameras such as RGB, RGBD realization is currently based on there are one outstanding feature --- user must Arm must be lifted, arm is hanging.Traditional gesture input space, the hand based on Kinect proposed such as patent US9063578B2 Gesture input space PHIZ is intended to for the gesture interaction of clear and definite user, and by space lower limit set more than waist, user only lifts Forearm is played, is just allowed to interact.In terms of interaction design angle, although this is a selection for meeting very much human interaction custom, But also bring some problems.After the continuous operation of long period, user's arm generates feeling of fatigue, distending pain sense, so as to lose Lose interaction wish.In field of human-computer interaction, which is referred to as " Gorilla Arm Syndrome ".Solve the problems, such as that this contributes to The further genralrlization of natural user interface and popularization.
The content of the invention
To overcome existing issue, it is an object of the invention to provide a kind of hanging gesture interaction sides for improving gesture fatigue Method, enhancing user are using the user experience of the non-contact gesture based on computer vision.
To achieve the above object, the present invention adopts the following technical scheme that:
A kind of hanging gesture interaction method for improving gesture fatigue for the clicking operation in gesture interaction, defines user The input space of gesture, and using frame selection strategy and hovering strategy is chosen to choose object element, it is used for gesture in definition Space in complete gesture input.
Further improve of the invention is that detailed process is as follows:
(1) user's skeleton point space coordinates is obtained using body-sensing sensor, and skeleton point is done using double exponential smoothing Smoothing processing;
(2) to the skeleton point space coordinates after smoothing processing, the input space of user gesture is defined;It is used in step (1) The user gesture input space of definition is divided into m continuous subintervals, composition in the X-direction of family bone point coordinates CriterionX ordered sets;By the user gesture input space of definition in the Z-direction of user's bone point coordinates in step (1) N continuous subintervals are divided into, form criterionZ ordered sets;
(3) gridding of user interface, and establish grid coordinate system;
(4) all set for clicking on element composition in the user interface after gridding are denoted as units;Using quick Ranking method, by units by the ascending sequence of x values for the top left co-ordinate that element can be clicked in set, can each to click on member Element sets a column value;Using quick sort, by units by the y values for the top left co-ordinate that element can be clicked in set Ascending sequence sets a row value can each to click on element;
(5) (row, the column) that element can be clicked in being gathered with units corresponds to grid coordinate system in step (3) In, substitution can each click on the coordinate of element within a grid;
(6) wrist joint coordinate and user's skeleton point of air line distance acquisition in step (1) of shoulder joint coordinate are calculated Then projector distance in space coordinates in X-direction is inferred to the projector distance and belongs in criterionX ordered sets Idx subinterval, the value range of idx is [1, m];
Calculate wrist joint coordinate and user's bone space of points of air line distance acquisition in step (1) of shoulder joint coordinate Projector distance in coordinate system in Z-direction is inferred to the projector distance and belongs to i-th dz sub-district in criterionZ ordered sets Between, the value range of idz is [1, n];
(7) in the user interface of actuation step (3) gridding it is vertical with it is horizontal without filling choice box be moved to grid Corresponding position makes at the vertical coordinate (idx, idz) with the horizontal intersection point without filling choice box in step (5) grid;
(8) if kept for t seconds in mesh coordinate (idx, idz) with the intersection point of horizontally selected frame vertically, grid in step (5) In mesh coordinate (idx, idz) at element of clicking on then be selected.
Further improve of the invention is that the detailed process of step (2) is as follows:
1) meet in the Y-direction for user's skeleton point space coordinates that the input space of user gesture obtains in step (1): The Y-coordinate in elbow joint is more than the Y-coordinate of wrist joint;
2) meet in user's skeleton point space coordinates that the input space of user gesture obtains in step (1) in X-direction: Starting point coordinate value is start_pointx, terminal point coordinate end_pointx, then by the section decile between Origin And Destination For m sub- continuums, the ceriterionX ordered sets being made of this m continuous subintervals are obtained;
Meet in user's skeleton point space coordinates that the input space of user gesture obtains in step (1) in Z-direction:It rises Point coordinates value is start_pointz, then the section between Origin And Destination is divided into n by terminal point coordinate end_pointz A sub- continuum obtains the ceriterionZ ordered sets being made of this n continuous subintervals.
The present invention, which further improves, to be, the start_pointx, end_pointx, start_pointz, end_ Pointz values are respectively 0.01,0.11,0.12,0.22.
Further improve of the invention is that the m values in step 2) and step (3) are that 5, n values are 4.
Further improve of the invention is, will be used for boundary division as 5 × 4 grids, and can each click on element one In a grid;User interface draw horizontally and vertically two without filling choice box;Level is m net without filling choice box span Lattice, initial position are user interface bottom;It is vertically n grid without filling choice box span, initial position is left in user interface Then grid coordinate system is established in side, lower left corner mesh coordinate is (1,1), and upper right corner mesh coordinate is (m, n).
Further improve of the invention is, is each tool clicked on element and set a column value in step (4) Body process is as follows:Count=0 is initialized, takes out in units click on element successively, if this can click on the upper left of element The difference of the x values of angular coordinate and the x values of a upper top left co-ordinate that can click on element is more than threshold, and count values increase 1, and the column values that this can be clicked on to element are arranged to count;
It is that each element of clicking on sets the detailed process of a row value as follows in step (4):Initialize count=0, It takes out successively in units and clicks on element, if the y values of the top left co-ordinate that can click on element can click on member with upper one The difference of the y values of the top left co-ordinate of element is more than threshold, count values increase by 1, and the row values that this can be clicked on to element are set It is set to count.
Further improve of the invention is that threshold values are 5 in step (4).
Further improve of the invention is that t values are 1.25 in step (8).
Compared with prior art, beneficial effects of the present invention:
The gesture input space of the present invention allows user's arm in the case where naturally drooping as far as possible near hip joint Clicking operation is carried out, the fatigue caused by arm is hanging is enable to alleviate.The gesture input space of the corresponding present invention, using frame The problems such as selection strategy replaces pointer selection strategy and strategy is chosen in hovering, and solution target positions, erroneous activation.The present invention The input space and the common input space (PHIZ) and non-overlapping, therefore the gesture interaction method of the present invention and the hanging hand of tradition Gesture exchange method can coexist, and expand the choice of exchange method.In the interactive system coexisted, user independently selects to hand over Mutual mode, it is more friendly to new user, while the possibility of flexible configuration is also provided for old user.In addition, based on to common use The observation at family interface by ignoring the layout gap between element, reduces the displacement distance without filling choice box, also just reduces User's arm displacement distance alleviates and generates hand fatigue because long range moves.The present invention is based on simple and practicable realization principle, A kind of solution of the hanging gesture fatigue of reduction of synthesis is provided, there is certain enlightenment effect to this field researcher.
Description of the drawings
Fig. 1 is in the skeleton coordinate system X-direction that the exchange method of the present invention is obtained in body-sensing sensor Kinect Schematic diagram;
Fig. 2 be experimental duties interface of the present invention and without filling choice box selection course schematic diagram;
Fig. 3 is the coordinate mark schematic diagram that element can be clicked in regular grid interface;
Fig. 4 is the coordinate mark schematic diagram that element can be clicked in the present invention treated grid interface;
Fig. 5 is experimental result of three kinds of exchange methods on Consumed Endurance values;
Fig. 6 is experimental result of three kinds of exchange methods on Borg CR10 values.
Specific embodiment
The present invention will be described in detail below in conjunction with the accompanying drawings.
The present invention proposes a solution for " Gorilla Arm Syndrome ".To occur in interaction the most frequently Clicking operation for improve object, mainly choose method by defining gesture input space and target, user made to the greatest extent may be used in arm Clicking operation is made choice in the case of naturally drooping, is alleviated because the fatigue that arm is vacantly brought for a long time;Secondly, it is actual Gesture interaction application in, there is a situation where that element layout can be clicked on sparse, can logically repartition can click on element Placement position, so as to reduce the movement of choice box, alleviate because the arm fatigue brought mobile over long distances.The present invention is for most Common interaction models, click model make improvement, set about respectively in terms of the user gesture input space and user interface two Optimization, it is therefore intended that arm motion scope is reduced, so as to improve the interaction fatigue of hanging gesture.
A kind of hanging gesture interaction method for improving gesture fatigue for the clicking operation in gesture interaction, defines user The input space of gesture, and using frame selection strategy and hovering strategy is chosen to choose object element, it is used for gesture in definition Space in complete gesture input.Detailed process is as follows:
(1) user's skeleton point space coordinates is obtained using body-sensing sensor Kinect, and using double exponential smoothing to bone Bone point does smoothing processing;
(2) to the skeleton point space coordinates after smoothing processing, the input space of user gesture is defined, only within this space Gesture movement will triggering effectively input:
1) meet in the Y-direction for user's skeleton point space coordinates that the input space of user gesture obtains in step (1): The Y-coordinate in elbow joint is more than the Y-coordinate of wrist joint.That is, the requirement wrist of the rational input space in the lower section of elbow, It is exactly that apparent bending does not occur for forearm, and upper arm does not also lift
2) meet in user's skeleton point space coordinates that the input space of user gesture obtains in step (1) in X-direction: Starting point coordinate value is start_pointx, terminal point coordinate end_pointx, then by the section decile between Origin And Destination For m sub- continuums, the ceriterionX ordered sets being made of this m continuous subintervals are obtained;
Meet in user's skeleton point space coordinates that the input space of user gesture obtains in step (1) in Z-direction:It rises Point coordinates value is start_pointz, then the section between Origin And Destination is divided into n by terminal point coordinate end_pointz A sub- continuum obtains the ceriterionZ ordered sets being made of this n continuous subintervals;
Wherein, the start_pointx, end_pointx, start_pointz, end_pointz values are respectively 0.01,0.11, gridding, and by the order of criterionX and criterionZ record grids.M values are that 5, n values are 4.
(3) gridding of user interface, and establish grid coordinate system;
Referring to Fig. 2, boundary division will be used for as 5 × 4 grids, can each click on element in a grid;In user Interface draw horizontally and vertically two without filling choice box;Level is m grid without filling choice box span, and initial position is boundary Face bottom;It is vertically n grid without filling choice box span, then initial position establishes grid coordinate system on the left of interface, left Inferior horn mesh coordinate is (1,1), and upper right corner mesh coordinate is (m, n), so far completes the gridding of user interface;Wherein, m values It is 4 for 5, n values.Form without filling choice box is as shown in Figure 2.Fig. 3 represents the user interface gridding by this stage A kind of user interface expression afterwards, the menu button arranged side by side of lower section three, one, upper right side close button.From the angle of mesh generation From the point of view of degree, the coordinates of three buttons in lower section is (2,1) respectively, (3,1), (4,1), the coordinate of the close button in upper right side be (5, 4).It is noted that this layout middle two rows, left side one arrange it is no it is any click on element, this kind of clearance space operates purpose For be redundancy, therefore, next the present invention actively ignore these intervals that can not click on element.
(4) all set for clicking on element composition in the user interface after gridding are denoted as units;
(5) it is using quick sort, units is ascending by the x values for the top left co-ordinate that element can be clicked in set Sequence sets a column value can each to click on element;Detailed process is:Count=0 is initialized, takes out units successively In click on element, if the upper left corner that the x values of the top left co-ordinate that can click on element can click on element with upper one is sat The difference of target x values is more than threshold, count values increase by 1, and the column values that this can be clicked on to element are arranged to count;
Using quick sort, by units by the ascending row of y values for the top left co-ordinate that element can be clicked in set Sequence sets a row value can each to click on element;Detailed process is:Count=0 is initialized, is taken out successively in units Element can be clicked on, if the y values of the top left co-ordinate that element can be clicked on and the y of a upper top left co-ordinate that can click on element The difference of value is more than threshold, count values increase by 1, and the row values that this can be clicked on to element are arranged to count;
Wherein, threshold values are 5.The purpose is to be to eliminate the shake in UI arrangements, that is, floated downward on position It moves 5 pixels and is still regarded as same row (column).
(6) (row, the column) that element can be clicked in being gathered with units corresponds to grid coordinate system in step (3) In, substitution can each click on the coordinate of element within a grid;With reference to Fig. 4, by the processing in this stage, user circle after gridding The three button coordinates in lower section are (1,1) respectively in face, and (2,1), (3,1), the coordinate of close button is (4,2).
(7) wrist joint coordinate and user's skeleton point of air line distance acquisition in step (1) of shoulder joint coordinate are calculated Then projector distance in space coordinates in X-direction is inferred to the projector distance and belongs in criterionX ordered sets Idx subinterval, the value range of idx is [1, m];
Calculate wrist joint coordinate and user's bone space of points of air line distance acquisition in step (1) of shoulder joint coordinate Projector distance in coordinate system in Z-direction is inferred to the projector distance and belongs to i-th dz sub-district in criterionZ ordered sets Between, the value range of idz is [1, n];
(8) corresponding position of grid is moved to without filling choice box with level vertically in actuation step (3), made vertically and water The flat intersection point without filling choice box is at the coordinate (idx, idz) in step (6) in grid;
(9) if kept for t seconds in mesh coordinate (idx, idz) with the intersection point of horizontally selected frame vertically, grid in step (6) In mesh coordinate (idx, idz) at element of clicking on then be selected.Wherein, t values are 1.25.In Fig. 2, mesh coordinate (5,2) it is selected that the element at (takes t seconds) when annular progress bar is rotated by 360 °.
Fig. 1 shows in the above process in the embodiment of body-sensing sensor skeleton point space coordinates X-direction.
Prove that the present invention is reducing the validity of hanging gesture interaction fatigue below by experiment.
Referring to Fig. 2, user interface is divided into 5 × 4 grid, each grid is a rectangle, and orange expression can be clicked on Element, for grey for that can not click on element, wherein darkorange represents the target that active user need to click on, after the completion of user clicks on, The target becomes grey, and next target to be clicked on can be identified with darkorange.All orange targets of current page are all selected, under One page occurs, and similary 8 targets (position is random) wait user to click on.Totally 7 pages, user need a little complete task altogether Hit 56 targets.In order to embody effectiveness of the invention, the control methods of experiment clicks on method for common gesture, promotes and click on It is clicked on hovering.Experimental measurements are Consumed Endurance values and BorgCR10 scale values.CE values represent that operation continues The ratio of duration and tired threshold duration, value is bigger, shows that feeling of fatigue is stronger, belongs to objective measurement.Borg CR10 are one Subjective scale is tested the feeling of fatigue after being tested to oneself and gives a mark according to the classification of scale, and 0~10 point, value is bigger, shows feeling of fatigue It is stronger, belong to subjective measurement.Subject is convened from campus, amounts to 20 people, everyone is chosen using promotion, hovers and choose, originally It invents, totally 3 kinds of methods are respectively completed 56 clicks.The result of experiment as seen in figs. 5-6, wherein push, point-and- Corresponding promote is chosen, hover and choose, of the invention choose method respectively by dwell, bracelet.This hair as can be seen from the results Bright CE values and BorgCR10 values is all minimum, and with significance,statistical, shows that the present invention reduces hanging gesture really Interactive fatigability.
Except effectively alleviating hanging gesture interaction fatigue, because the input space and the common input space of the present invention (PHIZ) it is and non-overlapping, therefore the exchange method of the present invention and the hanging gesture interaction method of tradition can coexist, and expand interaction The choice of method.In the interactive system coexisted, additional mode switch button can be aided with so that user independently selects Exchange method, it is so more friendly to new user, while also provided for old user and flexible method is carried out according to own situation The possibility of configuration.
Clicking operation the most frequent to occur in interaction as object is improved, the input space of user gesture is defined, and is adopted With frame selection strategy and hovering strategy is chosen to choose object element, the defeated of gesture is completed in the space for gesture of definition Enter, user is made to make choice clicking operation in the case where arm naturally droops as far as possible, alleviate because arm is hanging for a long time The fatigue brought;The placement position for clicking on element in user interface, optimization frame selection are logically repartitioned simultaneously The move mode of choice box in strategy is alleviated because the arm fatigue brought mobile over long distances.
The upper preferable specific embodiment for the present invention, but protection scope of the present invention is not limited thereto, for For those of ordinary skill in the art, without departing from the inventive concept of the premise, various modifications and improvements can be made, These belong to protection scope of the present invention.

Claims (9)

1. a kind of hanging gesture interaction method for improving gesture fatigue, which is characterized in that for the clicking operation in gesture interaction, The input space of user gesture is defined, and using frame selection strategy and hovering strategy is chosen to choose object element, in definition For completing the input of gesture in the space of gesture.
A kind of 2. hanging gesture interaction method for improving gesture fatigue according to claim 1, which is characterized in that specific mistake Journey is as follows:
(1) user's skeleton point space coordinates is obtained using body-sensing sensor, and skeleton point is done smoothly using double exponential smoothing Processing;
(2) to the skeleton point space coordinates after smoothing processing, the input space of user gesture is defined;User's bone in step (1) The user gesture input space of definition is divided into m continuous subintervals in the X-direction of bone point coordinates, composition criterionX has Ordered sets;The user gesture input space of definition is divided into n even in the Z-direction of user's bone point coordinates in step (1) Continuous subinterval, forms criterionZ ordered sets;
(3) gridding of user interface, and establish grid coordinate system;
(4) all set for clicking on element composition in the user interface after gridding are denoted as units;Using quicksort Method by units by the ascending sequence of x values for the top left co-ordinate that element can be clicked in set, sets for that each can click on element Put a column value;Using quick sort, by units by the y values for the top left co-ordinate that element can be clicked in set by small To big sequence, one row value is set can each to click on element;
(5) (row, the column) that element can be clicked in being gathered with units is corresponded in the grid coordinate system in step (3), is taken In generation, can each click on the coordinate of element within a grid;
(6) wrist joint coordinate and user's bone space of points of air line distance acquisition in step (1) of shoulder joint coordinate are calculated Then projector distance in coordinate system in X-direction is inferred to the projector distance and belongs in criterionX ordered sets the i-th dx Subinterval, the value range of idx is [1, m];
Calculate wrist joint coordinate and user's skeleton point space coordinates of air line distance acquisition in step (1) of shoulder joint coordinate Projector distance in system in Z-direction is inferred to the projector distance and belongs to i-th dz subinterval in criterionZ ordered sets, The value range of idz is [1, n];
(7) in the user interface of actuation step (3) gridding it is vertical to it is horizontal without filling choice box be moved to the corresponding of grid Position makes at the vertical coordinate (idx, idz) with the horizontal intersection point without filling choice box in step (5) grid;
(8) if kept for t seconds in mesh coordinate (idx, idz) with the intersection point of horizontally selected frame vertically, in step (5) in grid Element of clicking at mesh coordinate (idx, idz) is then selected.
A kind of 3. hanging gesture interaction method for improving gesture fatigue according to claim 2, which is characterized in that step (2) detailed process is as follows:
1) meet in the Y-direction for user's skeleton point space coordinates that the input space of user gesture obtains in step (1):Elbow The Y-coordinate in joint is more than the Y-coordinate of wrist joint;
2) meet in user's skeleton point space coordinates that the input space of user gesture obtains in step (1) in X-direction:Starting point Coordinate value is start_pointx, terminal point coordinate end_pointx, and the section between Origin And Destination then is divided into m Sub- continuum obtains the ceriterionX ordered sets being made of this m continuous subintervals;
Meet in user's skeleton point space coordinates that the input space of user gesture obtains in step (1) in Z-direction:Starting point is sat Scale value is start_pointz, terminal point coordinate end_pointz, and the section between Origin And Destination then is divided into n son Continuum obtains the ceriterionZ ordered sets being made of this n continuous subintervals.
4. a kind of hanging gesture interaction method for improving gesture fatigue according to claim 3, which is characterized in that described Start_pointx, end_pointx, start_pointz, end_pointz value are respectively 0.01,0.11,0.12,0.22.
A kind of 5. hanging gesture interaction method for improving gesture fatigue according to claim 3, which is characterized in that step 2) It is that 5, n values are 4 with the m values in step (3).
A kind of 6. hanging gesture interaction method for improving gesture fatigue according to claim 2, which is characterized in that step (3) detailed process is as follows:Boundary division will be used for as 5 × 4 grids, can each click on element in a grid;With Family interface draw horizontally and vertically two without filling choice box;Level is m grid without filling choice box span, and initial position is User interface bottom;It is vertically n grid without filling choice box span, then initial position establishes net on the left of user interface Lattice coordinate system, lower left corner mesh coordinate are (1,1), and upper right corner mesh coordinate is (m, n).
A kind of 7. hanging gesture interaction method for improving gesture fatigue according to claim 2, which is characterized in that step (4) it is that each element of clicking on sets the detailed process of a column value as follows in:Count=0 is initialized, is taken out successively Element is clicked in units, if the x values of the top left co-ordinate that element can be clicked on and a upper upper left that can click on element The difference of the x values of angular coordinate is more than threshold, count values increase by 1, and the column values that this can be clicked on to element are arranged to count;
It is that each element of clicking on sets the detailed process of a row value as follows in step (4):Count=0 is initialized, successively It takes out in units and clicks on element, if the y values of the top left co-ordinate that can click on element can click on element with upper one The difference of the y values of top left co-ordinate is more than threshold, count values increase by 1, and the row values that this can be clicked on to element are arranged to count。
A kind of 8. hanging gesture interaction method for improving gesture fatigue according to claim 7, which is characterized in that step (4) threshold values are 5 in.
A kind of 9. hanging gesture interaction method for improving gesture fatigue according to claim 2, which is characterized in that step (8) t values are 1.25 in.
CN201711409125.XA 2017-12-22 2017-12-22 A kind of hanging gesture interaction method for improving gesture fatigue Pending CN108089708A (en)

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史小龙 等: "全息显控界面中多通道人机交互技术研究", 《包装工程》 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110096957A (en) * 2019-03-27 2019-08-06 苏州清研微视电子科技有限公司 The fatigue driving monitoring method and system merged based on face recognition and Activity recognition
CN110096957B (en) * 2019-03-27 2023-08-08 苏州清研微视电子科技有限公司 Fatigue driving monitoring method and system based on facial recognition and behavior recognition fusion

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Application publication date: 20180529