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METHOD AND SYSTEM FOR FACILITATING IMPROVED TRAINING OF A SUPERVISED MACHINE LEARNING PROCESS

机译:促进改进培训监督机器学习过程的方法和系统

摘要

Methods, systems, and techniques for facilitating improved training of a supervised machine learning process, such as a decision tree. First and second object detections of an object depicted in a video are respectively generated using first and second object detectors, with the second object detector requiring more computational resources than the first object detector to detect the object. Whether a similarity and a difference between the first and second object detections respectively satisfy a similarity threshold and a difference threshold is determined. When the similarity threshold is satisfied, the first object detection is stored as a positive example for the machine learning training. When the difference threshold is satisfied, the first object detection is stored as a negative example for the machine learning training.
机译:用于促进对监督机器学习过程的改进培训的方法,系统和技术,例如决策树。使用第一和第二对象检测器分别生成视频中描绘的对象的第一和第二对象检测,其中第二对象检测器需要比第一对象检测器更多的计算资源以检测对象。确定第一和第二对象检测之间的相似性和差异分别满足相似度阈值,并且确定差异阈值。当满足相似阈值时,第一对象检测被存储为机器学习训练的正示例。当满足差分阈值时,第一对象检测被存储为机器学习训练的负例。

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