An Object Tracking Method Based on Transfer Learning Regression Network
A transfer learning, network technology, applied in the field of computer vision, can solve the problem of inaccurate target positioning
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[0028] The method of the present invention can be used in various occasions of target tracking, such as intelligent video analysis, automatic human-computer interaction, traffic video monitoring, unmanned vehicle driving, biological group analysis, field animal movement analysis, intersection moving object detection, and fluid surface speed measurement Wait.
[0029] Take intelligent video analysis as an example: intelligent video analysis includes many important automatic analysis tasks, such as behavior analysis, abnormal alarm, video compression, etc., and the basis of these tasks is the ability to perform stable target tracking. It can be realized by adopting the tracking method proposed by the present invention. Specifically, firstly, a position regression network based on migration learning is established, such as figure 1 As shown, multiple transformations are performed on the target and the image, and then the corresponding training data set is synthesized. The network...
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