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Automatic Recognition of Flowers through Color and Edge Based Contour Detection

机译:自动识别鲜花通过基于颜色和边缘的轮廓检测

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Unlike simple images processed by the existing image-based search engines, flowers have wider and more irregular range of shapes and patterns. In this paper we present an automatic recognition system of flowers for smartphone users. After a user transmits a flower image to the server, the image processing and searching is performed only by the server, eliminating the user interaction from the recognition process. The server detects the contour of a flower image by using both color-based and edge-based contour detection. Then, we classify its color groups and contour shapes by using k-means clustering and history matching. After comparing the input image with the reference images stored on the server, the server sends the most similar image to the user. We also address the image recognition failure issue caused by the light and the camera angle by partial recognition and image recovery. We have obtained the success rate of 94.8 % for 500 images from 100 species.
机译:与由现有的基于图像的搜索引擎处理的简单图像不同,鲜花具有更广泛,更不规则的形状和模式。 在本文中,我们为智能手机用户提供了一种自动识别系统。 在用户向服务器发送花图像之后,仅由服务器执行图像处理和搜索,从而消除了从识别过程的用户交互。 服务器通过使用基于颜色的基于边缘的轮廓检测来检测花图像的轮廓。 然后,我们通过使用K-means群集和历史匹配来分类其颜色组和轮廓形状。 在将输入图像与存储在服务器上的参考图像进行比较之后,服务器向用户发送最相似的图像。 我们还通过部分识别和图像恢复来解决光线和摄像机角度引起的图像识别故障问题。 我们从100种的500张图像获得了94.8%的成功率。

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