An automatic focusing method of face area in the state of large magnification and shallow depth of field
A face area and automatic focus technology, which is applied in video conferencing cameras and education recording and broadcasting fields, can solve the problems that the background and characters cannot be guaranteed at the same time, it is difficult to achieve real-time processing, and the details of the characters are single, so that the focus vibration is not obvious, Fast search times and highly scalable effects
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[0058] The present invention will be further described in detail below in conjunction with the accompanying drawings and examples. The following examples are explanations of the present invention and the present invention is not limited to the following examples.
[0059] The present invention comprises the steps:
[0060] Step 1. Based on the YOLO V3 neural network, train the face detector. The steps are as follows:
[0061] (1) Build a neural network training server and use GPU (Nvidia RTX 2080Ti) to accelerate neural network training.
[0062] (2) Prepare training data: D={d 1 , d 2 ,...,d n}, where D represents the face dataset, d n Represents a single face picture sample, n is the number of samples, n is about 400,000 in our training, part of which comes from the open source face database, and the other part is the face data marked by ourselves.
[0063] (3) Improve the YOLO V3 neural network, appropriately reduce the number of convolutional layers of YOLO V3, and re...
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