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2641 results about "Uniform size" patented technology

PCANet-CNN-based arbitrary attitude facial expression recognition method

The invention discloses a PCANet-CNN-based arbitrary attitude facial expression recognition method. The method comprises the following steps: firstly pre-processing the original images to obtain gray level facial images with uniform size, wherein the gray level facial images comprise front facial images and side facial images; inputting the front face images into an unsupervised characteristic learning model PCANet and learning to obtain characteristics corresponding to the front facial images; inputting the side facial images into a supervised characteristic learning model CNN, and training by taking the front facial characteristics obtained through the unsupervised characteristic learning as labels so as to obtain a mapping relationship between the front facial characteristics and the side facial characteristics; and obtaining uniform front facial characteristics corresponding to the facial images at arbitrary attitudes through the mapping relationship, and finally sending the uniform front facial characteristics into SVM to train so as to obtain a uniform recognition model in allusion to arbitrary attitudes. According to the method provided by the invention, the problem of low model recognition rate caused by the condition of respectively modeling for each attitude in the traditional multi-attitude facial expression recognition and the factors such as attitude and the like is solved, and the correctness of the multi-attitude facial image expression recognition can be effectively improved.
Owner:JIANGSU UNIV

Method for preparing Ag-carrying bacterial cellulose hydrogel antimicrobial dressing and product thereof

The invention discloses a method for preparing an Ag-carrying bacterial cellulose hydrogel antimicrobial dressing and a product thereof. The method comprises the following steps of: soaking a bacterial cellulose hydrogel film in solution of silver metal precursor; then heating the film to be between 121 and 135 DEG C in a high-pressure sterilizing pot, and pressurizing between 0.205 and 0.313MPa; standing bacterial cellulose for 5 to 30min; and then taking the treated bacterial cellulose out for washing, partial dehydration, packaging and sterilization to obtain an Ag-carrying bacterial cellulose hydrogel antimicrobial dressing which is formed by compounding silver metal nano-particles and bacterial cellulose and is attached with 0.01 to 10 weight percent of the silver metal nano-particles in a bacterial cellulose three-dimensional porous network structure. The preparation process of the invention has the advantages of simplicity, easiness, convenient operation, controllable preparation technology, no pollution and low cost; and the prepared nano-particles have the advantages of high purity, small particle size, uniform size and good dispersity. The obtained Ag-carrying bacterial cellulose hydrogel antimicrobial dressing has the characteristics of good antimicrobial property, high water content, good water-retaining property, strong toughness, good air permeability and the like, and can meet the requirements of treating various wounds by a wet method.
Owner:DONGHUA UNIV +1

Method for preparing mono-disperse microemulsion, liposome and microsphere based on microfluidic technology

The invention discloses a method for preparing mono-disperse microemulsion, liposome and microspheres based on a microfluidic technology. The method comprises the following steps: taking aqueous solution (or oily solution) of a hydrophilic medicine (or a lipid-soluble medicine) as a disperse phase; taking an oil phase (or an aqueous phase) as a continuous phase; and respectively conveying the disperse phase and the continuous phase into corresponding micro-channels of a microfluidic chip device, shearing the phases into mono-disperse liquid drops of the encapsulated medicine, then curing the liquid drops by a certain curing method, and finally obtaining the medicine-carrying liposome, microspheres or the biodegradable microspheres with uniform size and dispersion stability. Under an optimum condition, the diameter distribution coefficients of the microemulsion and the microspheres can be less than 5%, and the diameter is 10-500microns. By utilizing the method, the problems such as uneven size, low embedding rate, poor dispersibility, poor targeting property, low bioavailability, low bioactivity of enzyme and cells, immune suppression and the like of the medicine-carrying microemulsion, the liposome and the microspheres prepared by the traditional ultrasonic method, agitation emulsification method and film hydration-dispersion method are solved.
Owner:TSINGHUA UNIV

Transfer learning and feature fusion-based ultrasonic thyroid nodule benign and malignant classification method

ActiveCN106780448ADescribe the characteristics of the caseAvoiding Obstacles That Cannot Train Convolutional Neural NetworksImage enhancementImage analysisSonificationSupport vector machine classifier
The invention discloses a transfer learning and feature fusion-based ultrasonic thyroid nodule benign and malignant classification method. The method comprises the following steps of firstly preprocessing an ultrasonic image and zooming the ultrasonic image to a uniform size; extracting traditional low-level features of the ultrasonic image; extracting high-level semantic features of the ultrasonic image by using a model obtained in a natural image through deep neural network training through a transfer learning method; fusing the low-level features with the high-level features; carrying out feature screening by utilizing distinction degree of benign and malignant thyroid nodules so as to obtain a final feature vector which is used for training a support vector machine classifier; and carrying out final thyroid nodule benign and malignant classification. According to the method disclosed by the invention, the low-level features and the high-level features are fused, and salient feature screening is carried out, so that the problem that the ability of single features for describing thyroid nodule features on the level of semantic meaning is insufficient is solved, and the classification precision is effectively improved; and through importing the transfer learning, the problems that the medical sample images are few and the deep features can not be obtained by direct training are solved.
Owner:TSINGHUA UNIV +1

Blast furnace slag granulation and waste heat utilization process technology and equipment

The invention provides a process technology for granulating blast-furnace slag and utilizing waste heat. The process technology is characterized by comprising the following steps of: performing primary cooling and triple granulation on high-temperature molten slag from a blast furnace in a slag primary cooling device to form fine granules with diameter of less than 3mm and temperature of about 800-1,000 DEG C; discharging the fine granules through a high-temperature slag discharge valve; entering a slag basket and conveying to the upper part of a slag secondary cooling device; falling to the lower part of the slag secondary cooling device along a plurality of layers of baffle heat exchange components which are arranged in the slag secondary cooling device; and cooling to about 200 DEG C and discharging through a low-temperature slag discharging valve, wherein waste heat of normal pressure steam of 200 DEG C can be recovered by the slag primary cooling device; and waste heat of hot circulating air of over 600 DEG C can be recovered by the slag secondary cooling device. The invention provides equipment for granulating blast-furnace slag and utilizing waste heat. The equipment mainlycomprises the slag primary cooling device, the slag secondary cooling device, a waste heat boiler and the like. The process technology and the equipment have the advantages of good granulation effectof the molten slag, small and uniform size of slag granules, almost zero new water consumption and low environmental pollution.
Owner:北京中冶设备研究设计总院有限公司
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