Self-acquisition image training data set screening method and device based on deep learning
A training data set and deep learning technology, applied in the field of deep learning and computer vision, can solve the problems of limited recognition speed of feature information recognition models, unsatisfactory data set generation efficiency and accuracy, and inaccurate raw video processing, etc. Network detection, improved screening efficiency and accuracy, and convenient data processing
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Embodiment 1
[0049] Take application scenarios where the positions of the camera and a specific target are relatively fixed, such as pedestrian detection, target detection, etc.
[0050] like figure 1 As shown, the self-collected image training dataset screening method based on deep learning includes:
[0051] S100 acquires the original image.
[0052] Specifically, obtaining the original image includes:
[0053] S110 sets the shooting parameters of the camera, and collects original video data through the camera, and the shooting parameters include the frame rate. In general, the shooting parameters also include resolution. Frame rate and resolution are set according to image quality requirements. In this embodiment, the frame rate of the camera is 30 frames / second, and the resolution is 3840*2160.
[0054] The S120 splits the original video data into original images according to the preset frame rate, wherein the preset frame rate is the same as the camera frame rate, that is, the pr...
Embodiment 2
[0071] Take application scenarios where the positions of the camera and a specific target are relatively fixed, such as pedestrian detection, target detection, etc.
[0072] like figure 2 As shown, the self-collected image training data set screening device based on deep learning includes an acquisition module 1 , a cropping module 2 , a detection module 3 and a generation module 4 .
[0073] The acquisition module 1 is used to acquire the original image.
[0074] Specifically, the acquisition module 1 includes an acquisition unit and a deframe unit. The acquisition unit is used to set the shooting parameters of the camera, and collect the original video data through the camera, and the shooting parameters include the frame rate. In general, the shooting parameters also include resolution. Frame rate and resolution are set according to image quality requirements. In this embodiment, the frame rate of the camera is 30 frames / second, and the resolution is 3840*2160. The fr...
Embodiment 3
[0089] An electronic device includes a memory, a processor, and a computer program stored in the memory and running on the processor. Embodiment 1 is implemented when the processor executes the program.
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