Method for automatically identifying species of common freshwater fish based on images
An automatic recognition and image processing technology, applied in the field of target recognition, can solve problems such as easy damage to fish, harsh operating environment, and obvious changes in fins, and achieve stable and reliable results.
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[0030] Embodiments of the present invention will be further described below in conjunction with the accompanying drawings.
[0031] Four representative freshwater fish, bream, crucian carp, silver carp, and grass carp, were used as objects to verify the implementation of the present invention. There were 45 original images of each fish, 180 in total. Among them, 120 images (30 images of each fish) were used as training samples to extract the features of head angle and fish body width-to-length ratio; the remaining 60 images (15 images of each type) were used as test samples to verify the results.
[0032] see figure 1 , is a schematic diagram of common freshwater fish contour parameters defined by taking bighead carp as an example. The contour is obtained by using the Sobel operator to detect the contour of the fish, and then through dilation and erosion operations, and after the fish contour image leveling and contour length unification deal with. After fish head recognitio...
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