Method for evaluation and stabilization over time of classification results
First Claim
1. A method for evaluation and stabilization over time of classification results from a classification method which proceeds in computer-assisted fashion, the method comprising:
- sensing, by sensors, objects to be classified over a period of time;
repeatedly classifying the objects, by a computer processor, using specific quality parameters for each object class, wherein each classification utilizes a separate instance of sensor data obtained over the period of time by the sensors;
increasing, by the processor, a value of a confidence parameter of an object class, the confidence parameter being calculated from the quality parameters and the increasing being conditional upon a subsequent one of the classifications confirming a result of a previous one of the classifications;
decreasing, by the processor, the value of the confidence parameter of an object class, the decreasing being conditional upon a subsequent one of the classifications failing to confirm the result of a previous one of the classifications; and
generating, by the processor, a final classification result including the confidence parameters that have been increased or decreased in value.
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Abstract
Classification methods are described that proceed in computer-assisted fashion, and in particular a method for evaluation and stabilization over time of classification results is described in which objects to be classified are sensed using sensors over a period of time, and are repeatedly classified with the inclusion of specific quality parameters for each object class. To ensure better classification reliability, the following steps may be carried out: a) increasing the value of the confidence parameter if a subsequent classification confirms the result of a previous classification; b) decreasing the value of the confidence parameter if a subsequent classification does not confirm the result of a previous classification; and c) generating a final classification result including the confidence parameters that have been increased or decreased in value.
22 Citations
16 Claims
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1. A method for evaluation and stabilization over time of classification results from a classification method which proceeds in computer-assisted fashion, the method comprising:
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sensing, by sensors, objects to be classified over a period of time; repeatedly classifying the objects, by a computer processor, using specific quality parameters for each object class, wherein each classification utilizes a separate instance of sensor data obtained over the period of time by the sensors; increasing, by the processor, a value of a confidence parameter of an object class, the confidence parameter being calculated from the quality parameters and the increasing being conditional upon a subsequent one of the classifications confirming a result of a previous one of the classifications; decreasing, by the processor, the value of the confidence parameter of an object class, the decreasing being conditional upon a subsequent one of the classifications failing to confirm the result of a previous one of the classifications; and generating, by the processor, a final classification result including the confidence parameters that have been increased or decreased in value. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 12, 14, 15)
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10. A computer-assisted vehicle information system, comprising:
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connection interfaces to vehicle sensor devices for sensing objects in surroundings of a vehicle; and a control circuit configured to analyze and classify the sensed objects the control circuit configured to perform the following; sensing objects to be classified using sensors over a period of time; repeatedly classifying the objects using specific quality parameters for each object class, wherein each classification utilizes a separate instance of sensor data obtained over the period of time by the sensors; increasing a value of a confidence parameter of an object class, the confidence parameter being calculated from the quality parameters and the increasing being conditional upon a subsequent one of the classifications confirming a result of a previous one of the classifications; decreasing the value of the confidence parameter of an class, the decreasing being conditional upon a subsequent one of the classifications failing to confirm the result of a previous one of the classifications; and generating a final classification result including the confidence parameters that have been increased or decreased in value. - View Dependent Claims (11, 13, 16)
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Specification