Identification recognition method, identification recognition model training method, device and electronic system
An identification method and identification technology, applied in the field of artificial intelligence, can solve problems such as low identification accuracy of identification, and achieve the effect of improving accuracy
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Embodiment 1
[0036] First, refer to figure 1 An example electronic system 100 for implementing the identification recognition method and its model training method, device and electronic system according to the embodiment of the present invention will be described.
[0037] Such as figure 1 A schematic structural diagram of an electronic system is shown, the electronic system 100 includes one or more processing devices 102, one or more storage devices 104, input devices 106, output devices 108 and one or more image acquisition devices 110, these components The interconnections are via bus system 112 and / or other forms of connection mechanisms (not shown). It should be noted that figure 1 The components and structures of the electronic system 100 shown are exemplary rather than limiting, and the electronic system may also have other components and structures as required.
[0038] The processing device 102 may be a gateway, or an intelligent terminal, or a device including a central proces...
Embodiment 2
[0045] This embodiment provides an identification identification method, which is executed by the processing device in the above-mentioned electronic system; the processing device may be any device or chip capable of data processing. The processing device can independently process the received information, or can be connected with a server to jointly analyze and process the information, and upload the processing results to the cloud.
[0046] The above-mentioned signs can be license plates, billboards, road signs, traffic signs, etc.; figure 2 As shown, the identification identification method includes the following steps:
[0047] Step S200, acquiring a picture to be recognized that includes a logo.
[0048] The above picture to be recognized may be a video frame collected by a vehicle-mounted device or a monitoring device, or may be a picture collected by other devices.
[0049] Step S202, extract multi-level initial feature maps of the picture to be recognized through a ...
Embodiment 3
[0062] The embodiment of the present invention also provides another logo recognition method, which is implemented on the basis of the methods in the above embodiments; the method focuses on describing that when the feature extraction network includes multiple convolutional layers, through the preset feature extraction network, The specific implementation process of extracting the multi-level initial feature map of the image to be recognized, and performing feature fusion processing on the initial feature map of the specified level in the multi-level initial feature map to obtain the specific implementation process of the fusion feature map, as shown in image 3 As shown, the method includes the following steps:
[0063] Step S300, acquiring a picture to be recognized that includes a logo.
[0064] Step S302, input the picture to be recognized into the multi-layer convolution layer, extract the initial feature map of the corresponding level of the picture to be recognized thro...
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