Image detection method and device
An image detection and initial image technology, applied in the field of image processing, can solve problems such as difficult to effectively deal with complex backgrounds, failure to meet real-time requirements, and increased computational complexity, so as to reduce the amount of calculation, improve accuracy, and improve detection. efficiency effect
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Embodiment 1
[0028] Please refer to figure 1 , which is a schematic flowchart of an image detection method provided in Embodiment 1 of the present invention. The method of this embodiment can be executed by a mobile device such as a smart phone, a tablet computer, or a notebook computer equipped with a camera, and is applicable to detection and recognition of text regions in natural scene images.
[0029] An image detection method provided in this embodiment may include the following steps:
[0030] S110: Acquire an image to be detected.
[0031] Exemplarily, in the embodiment of the present invention, the image to be detected may be an original image, or may be an image obtained by preprocessing the original image. In one embodiment of the present invention, the original image is preferably preprocessed to obtain the image to be detected.
[0032] S120: Extract the maximum stable extremum MSER region from the image to be detected.
[0033] Exemplarily, the Maximally Stable Extrernal R...
Embodiment 2
[0039] Please refer to Figure 2A , Figure 2B and Figure 2C ,in, Figure 2A is a schematic flowchart of an image detection method provided in Embodiment 2 of the present invention, Figure 2B yes Figure 2A A schematic flow chart of an optional implementation of S250, Figure 2C is a schematic structural diagram of the convolutional neural network model used in Embodiment 2 of the present invention. The main difference between this embodiment and the first embodiment is that the contents of S210, S220, S260 and S270 are added on the basis of the first embodiment, and an optional implementation manner of S250 is further provided.
[0040] An image detection method provided in this embodiment may include the following steps:
[0041] S210: Receive an initial image.
[0042] Exemplarily, the initial image may be an image obtained by shooting a natural scene with a camera, usually an RGB image.
[0043] S220: Perform color space conversion on the initial image to obtain ...
Embodiment 3
[0070] Please refer to image 3 , which is a schematic structural diagram of an image detection device provided in Embodiment 3 of the present invention.
[0071] An image detection device 300 provided in this embodiment may include the following:
[0072] The image to be detected acquisition module 310 is configured to acquire an image to be detected.
[0073] The MSER region extraction module 320 is configured to extract the maximum stable extremum MSER region from the image to be detected, wherein the MSER region is a connected region.
[0074] The MSER region filtering module 330 is configured to filter the MSER region to obtain a text region in the image to be detected.
[0075] In summary, in this technical solution, the image to be detected is obtained, and the maximum stable extremum MSER region is extracted from the image to be detected, wherein the maximum stable extremum region is a connected region, and the MSER region is filtered to obtain the text region in the...
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