Automatic focusing method for human face region in high-magnification shallow depth-of-field state
A face area and automatic focus technology, applied in image data processing, television, biological neural network models, etc., can solve the problems of not being able to ensure the clarity of the background and characters at the same time, difficult to achieve real-time processing, single character details, etc., to achieve focus oscillation Unobtrusive, short search time, highly scalable effects
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[0058] The present invention will be further described in detail below with reference to the drawings and embodiments. The following embodiments are for explaining the present invention and the present invention is not limited to the following embodiments.
[0059] The present invention includes the following steps:
[0060] Step 1. Training the face detector based on YOLO V3 neural network, the steps are as follows:
[0061] (1) Build a neural network training server, and use GPU (Nvidia RTX 2080 Ti) to accelerate neural network training.
[0062] (2) Prepare training data: D={d 1 ,d 2 ,...,d n }, where D represents the face data set, d n Represents a single face image sample, n is the number of samples. In our training, n is approximately equal to 400,000, part of which comes from the open source face database, and the other part is the face data labeled by itself.
[0063] (3) Improve the YOLO V3 neural network, appropriately reduce the number of convolutional layers of YOLO V3, and ...
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