10. A computer storage device including instructions for programming a processing device to perform a series of steps, comprising: capturing a scene using a capture device, the scene including a human target; tracking movements of a human target in the scene; detecting a plurality of gestures of the human target in the scene; assigning a first sign to a detected gesture by assigning a probability weight indicating strength of the match between the detected gesture and the first sign; assigning a second sign to an adjacent detected gesture by assigning a probability weight indicating the strength of the match between the adjacent detected gesture and the second sign; acquiring individual profiles of user motion for human targets applying known tendencies to motion and gesture detection for each human target; comparing the first sign and the second sign to verify accuracy of the second sign, including applying profile information of a detected human target to adjust a probability weight assigned for each sign; and generating an output to a display device indicating a written language visual translation of the first and second sign on the display device.
10. A computer storage device including instructions for programming a processing device to perform a series of steps, comprising: capturing a scene using a capture device, the scene including a human target; tracking movements of a human target in the scene; detecting a plurality of gestures of the human target in the scene; assigning a first sign to a detected gesture by assigning a probability weight indicating strength of the match between the detected gesture and the first sign; assigning a second sign to an adjacent detected gesture by assigning a probability weight indicating the strength of the match between the adjacent detected gesture and the second sign; acquiring individual profiles of user motion for human targets applying known tendencies to motion and gesture detection for each human target; comparing the first sign and the second sign to verify accuracy of the second sign, including applying profile information of a detected human target to adjust a probability weight assigned for each sign; and generating an output to a display device indicating a written language visual translation of the first and second sign on the display device. 11. The computer storage medium of claim 10 wherein the step of detecting further includes detecting a third sign after the second sign and further including comparing the first sign and the third sign to the second sign to determine the accuracy of the second sign to the adjacent detected gesture.