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Patent

Panoramic-vision potato sorting and defect detection device as well as sorting detection method thereof

TLDR
Wang et al. as mentioned in this paper proposed a panoramic-vision potato sorting and defect detection device which comprises a conveying device, a detection camera obscura, a sorting mechanism, an infrared sensor module, an image acquisition mechanism, a image processing-analyzing module, a data fusion module and a time sequence module.
Abstract
The invention discloses a panoramic-vision potato sorting and defect detection device which comprises a conveying device, a detection camera obscura, a sorting mechanism, an infrared sensor module, an image acquisition mechanism, an image processing-analyzing module, a data fusion module and a time sequence module, wherein a convolutional neural network and a support vector machine I (SVM I) are built in the image processing-analyzing module; an SVM II is built in the data fusion module; and the time sequence module is used for coordinating actions of all parts. The invention further discloses a potato sorting detection method using the above device. According to the device and the potato sorting detection method disclosed by the invention, all-around detection can be completed without turning over potatoes in a detection process. Accordingly, the potatoes can be protected from unnecessary damage on the one hand, and on the other hand, the instability during dynamic photo taking and detection can be avoided, and the image clarity and the detection accuracy can be improved. The device and the potato sorting detection method can be widely applied to real-time online detection of the external quality of potatoes, namely a kind of agricultural product, and has significance for promoting development of the Chinese potato industry.

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Citations
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Patent

Multi-stage combined intelligent defect detection system for potatoes and detection method

TL;DR: In this paper, a multi-stage combined intelligent defect detection system for the potato is presented, which consists of a dynamic weighing pre-selecting mechanism, detecting wires and an electric control device; three detecting wires are arranged; each layer of detecting wire comprises an upper-layer slideway, a photosensitive array shape detecting mechanism, a lower-layer slidingeway and a whole surface defect detecting mechanism; and the upper layer and the lower layer slidingeways are both arranged in a downward inclination manner.
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Fruit quality detection system and method based on depth learning

TL;DR: Wang et al. as mentioned in this paper presented a fruit quality detection system and method based on depth learning, which mainly judge the fruit quality according to the color, texture, shape and size of the fruit surface to complete the classification.
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TL;DR: In this article, a panoramic potato defect detection device and method based on combination of virtual and real imaging is presented, which comprises a conveying device, a darkroom detectiondevice, a control module and an intelligent algorithm defect identification module.
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Potato surface defect detection method based on convolutional neural network

TL;DR: In this article, a potato surface defect detection method based on a convolutional neural network was proposed, which is characterized in that the CNN was adopted for detecting the surface defects of the potatoes, a training set serves as a sample for training the CNN, then a prediction set is input to the network after training, and a softmax classifier is adopted for achieving classification of the potato.
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References
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Patent

Article inspecting device

Toru Ishii, +1 more
TL;DR: In this paper, a support roller 17 formed to be hollow is constructed in the cross direction orthogonal to the transport direction in such a manner as to freely rotate between the opposite peripheral surfaces of support shafts 16 erected in front and in rear.
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Sorting apparatus and method utilizing a mechanical diverter

TL;DR: In this paper, the authors present an apparatus and method for sorting foreign material and undesirable articles from a product stream using a mechanical diverter having a concave shape coupled to an inspection station coupled to the product stream.
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Apparatus for optically analyzing products such as fruit having bilateral imaging devices

TL;DR: In this paper, an apparatus for optically analyzing products such as fruit for automatic sorting of the products, includes at least one conveying line (1, 2 ), a plurality of analysis stations, and a device for driving each product in rotation.
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Intelligent potato sorting method and apparatus

TL;DR: Wang et al. as discussed by the authors presented an intelligent potato sorting method and apparatus, comprising a mechanical potato sorting apparatus, a potato grading control method and a potato appearance quality detection method, consisting of image acquisition and preprocessing; shape detection; green skin detection; and defect detection.
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Apparatus for use to check potatoes or similar items

TL;DR: In this paper, a plurality of substantially horizontal rollers, the axes of rotation of the rollers extending parallel to the advance direction of the potatoes, were mounted in a support frame and connected with a first driving device for rotating the roller.