Method for identifying modern ceramics and ancient ceramics
A ceramic and identification model technology, applied in the computer field, can solve the problem of low efficiency of the identification scheme
Active Publication Date: 2020-06-26
JINGDEZHEN CERAMIC INSTITUTE +1
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Problems solved by technology
However, due to the limitation of time and space, the traditional identification scheme often has the problem of low efficiency
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[0030] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.
[0031] Reference herein to an "embodiment" means that a particular feature, structure, or characteristic described in connection with the embodiment can be included in at least one embodiment of the present application. The occurrences of this phrase in various places in the specification are not necessarily all referring to the same embodiment, nor are separate or alternative embodiments mutually exclusive of other embodiments. It is understood explicitly and implicitly by those skilled in the art that the embodiments described herein can be combined with other embodiment...
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The invention discloses a method for identifying modern ceramics and ancient ceramics. The method comprises the following steps: constructing a positive sample corresponding to ancient ceramic and a negative sample corresponding to archaistic ceramic; converting the RGB image into an HSV color space; obtaining HSV images, obtaining a feature descriptor of the HSV image; inputting the feature descriptors into a support vector machine for training; obtaining training parameters of the support vector machine; inputting the RGB image into a deep convolutional neural network architecture for training to obtain network parameters of a convolutional neural network; determining a deep learning model according to the training parameters of the support vector machine and the network parameters of the convolutional neural network; respectively inputting the grey-scale map of the positive sample and the grey-scale map of the negative sample into a deep learning model for training, and obtaining anidentification model, obtaining a to-be-identified picture of to-be-identified porcelain, inputting the to-be-identified picture into the identification model, and determining whether the to-be-identified porcelain is modern ceramic or ancient ceramic according to an output result of the identification model, so as to improve the efficiency of corresponding ceramic identification.
Description
technical field [0001] The invention relates to the technical field of computers, in particular to a method for identifying modern ceramics and ancient ceramics. Background technique [0002] Ancient ceramics are often of extremely high value. For example, at the auction of Chinese cultural relics and artworks held in Hong Kong in April 1999, a well-preserved Ming Dynasty Chenghua Doucai Chicken Cup was sold for 29.17 million Hong Kong dollars. sky-high price. On April 8, 2014, the Meiyintang Collection Ming Chenghua Doucai Chicken Crock Cup was sold at Sotheby's Spring Auction of Important Chinese Ceramics and Handicrafts in Hong Kong on the 8th, and was sold for 281.24 million Hong Kong dollars. As a result, Jingdezhen and other regions set off a climax of antique porcelain production. Because these areas are often the production areas of ancient imperial porcelain, they have the advantages of the right time, place and people, many ancient porcelain lovers travel thousan...
Claims
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Patent Timeline
Login to View More IPC IPC(8): G06K9/00G06K9/46G06K9/62G06N3/04G06N3/08
CPCG06N3/084G06V20/69G06V20/80G06V10/56G06V10/462G06N3/045G06F18/214G06F18/2411Y02P90/30
Inventor 程翔程钰鑫
Owner JINGDEZHEN CERAMIC INSTITUTE