IP Library Granted Patent US 9,285,983
Granted Patent B2
US 9,285,983 · App. 13/159,458 · Granted Mar 15, 2016

Gesture recognition using neural networks

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Quick Facts
Patent No.
US 9,285,983
App. No.
13/159,458
Granted
Mar 15, 2016
Kind
B2
Abstract

An apparatus, method, and a computer program is provided for gesture recognition using neural networks. An initial point is recorded when a user presses a finger on a screen. Subsequent points are recorded and an angle is calculated from point to point as the user periodically moves the finger. A set of the calculated angles are compared with an ideal angle in order to recognize the gesture.

Claims (54)

1. A computer-implemented method for gesture recognition, comprising:

recording an initial point when it is determined that a user presses a finger on a screen comprising a resistive touch panel overlay that can only record a single point at a time;

recording subsequent points and calculating an angle from point to point as the user periodically moves the finger; and

when it is determined that the user's finger is removed from the screen, comparing each of the calculated angles with corresponding ideal angles in order to recognize the gesture;

wherein recognizing the gesture comprises:

iterating through a table to determine two points that are closest to each other when a plurality of points exceeds a threshold number;

calculating a geometric center value of the two points, replacing the first point with the value and deleting the second point; and

repeating the iteration and replacing until the plurality of points is reduced to the threshold number.

2. The computer-implemented method of claim 1 , further comprising:

determining an overall error for each possibility based on the comparing of each of the calculated angles.

3. The computer-implemented method of claim 1 , further comprising:

based on the comparing of each of the calculated angles, selecting the calculated angles with the lowest error to be the correct gesture.

4. The computer implemented method of claim 1 , further comprising:

iterating through a table to determine two points that are furthest away from each other when the plurality of points are below a minimum number of points; and

interpolating a new point between the two points.

5. The computer-implemented method of claim 1 , further comprising:

when the plurality of points are below a minimum number of points, calculating a simple line when a maximum distance between two of the plurality of points exceeds a threshold number.

6. An apparatus, comprising:

a processor; and

memory configured to store an application,

wherein the application, when executed, is configured to cause the processor to:

record an initial point when it is determined that a user presses a finger on a screen comprising a resistive touch panel overlay that can only record a single point at a time;

record subsequent points and calculate an angle from point to point as the user periodically moves the finger; and

when it is determined that the user's finger is removed from the screen, compare each of the calculated angles with corresponding ideal angles in order to recognize the gesture;

wherein the processor is further configured to:

iterate through a table to determine two points that are closest to each other when a plurality of points exceeds a threshold number;

calculate a geometric center value of the two points, replacing the first point with the value and deleting the second point; and

repeat the iteration and replacing until the plurality of points is reduced to the threshold number.

7. The apparatus of claim 6 , wherein the application is further configured to cause the processor to:

determine an overall error for each possibility based on the comparing of each of the calculated angles.

8. The apparatus of claim 6 , wherein the application is further configured to cause the processor to:

based on the comparing of each of the calculated angles, select the calculated angles with the lowest error to be the correct gesture.

9. The apparatus of claim 6 , wherein the application is further configured to cause the processor to:

iterate through a table to determine two points that are furthest away from each other when a plurality of points is below a minimum number of points; and

interpolate a new point between the two points.

10. The apparatus of claim 6 , wherein the application is further configured to cause the processor to:

when the plurality of points is below a minimum number of points, calculate a simple line when a maximum distance between two of the plurality of points exceeds a threshold number.

11. A computer program, embodied on a non-transitory computer-readable medium, the computer program, when executed, configured to cause a processor to:

record an initial point when it is determined that a user presses a finger on a screen comprising a resistive touch panel overlay that can only record a single point at a time;

record subsequent points and calculate an angle from point to point as the user periodically moves the finger; and

when it is determined that the user's finger is removed from the screen,

compare each of the calculated angles with corresponding ideal angles in order to recognize the gesture;

iterate through a table to determine two points that are closest to each other when a plurality of points exceeds a threshold number;

calculate a geometric center value of the two points, replacing the first point with the value and deleting the second point; and

repeat the iteration and replacing until the plurality of points is reduced to the threshold number.

12. The computer program of claim 11 , wherein the computer program is further configured to cause the processor to:

determine an overall error for each possibility based on the comparing of each of the calculated angles.

13. The computer program of claim 11 , wherein the computer program is further configured to cause the processor to:

based on the comparing of each of the calculated angles, select the calculated angles with the lowest error to be the correct gesture.

14. The computer program of claim 11 , wherein the computer program is further configured to cause the processor to:

iterate through a table to determine two points that are furthest away from each other when a plurality of points is below a minimum number of points; and

interpolate a new point between the two points.

15. The computer program of claim 11 , wherein the computer program is further configured to cause the processor to:

when the plurality of points are below a minimum number of points, calculate a simple line when maximum distance between two of the plurality of points exceeds a threshold number.

Assignments (2)
MERGER AND CHANGE OF NAME Recorded Aug 6, 2019
From: AMX LLC; HARMAN PROFESSIONAL, INC.
To: HARMAN PROFESSIONAL, INC.
Reel/Frame 049976/0124 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 22, 2011
From: SMITH, GEORGE C.
To: AMX LLC
Reel/Frame 026783/0737 →