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1106 results about "Density distribution" patented technology

A distribution is a gadget that tells you how much there is over any region of space. A density is a gadget you have to integrate in order to find out how much there is over any region of space.

Convolutional neural network based crowd density distribution estimation method

The invention relates to a convolutional neural network based crowd density distribution heat map generation method, which comprises the steps of dividing a crowd picture set into a training sample set and a test sample set, performing crowd label image segmentation by using convolutional neural network architecture, and carrying out number regression by using a convolutional neural network; correcting a density map through a multi-scale template operation, generating a crowd density distribution heat map according to the corrected density map and the regression number, and completing crowd density distribution estimation. According to the invention, deep characteristics of an image are extracted by using a powerful learning ability of the full convolutional neural network so as to perform accurate crowd segmentation, and low efficiency and blindness of density calculation of a traditional method for full image characteristics are overcome; a crowd near-far perspective effect is overcome to a certain extent through multi-scale template correction; and mapping is performed in allusion to the estimated number of people, lateral comparison can be performed on heat maps of different cameras, the method is applicable to various crowd scenes, and the crowd density distribution heat map can be acquired in real time.
Owner:ZHENGZHOU JINHUI COMP SYST ENG

Radiotherapy planning method and device, radiotherapy dose determining method and device and radiotherapy quality guaranteeing method and device

ActiveCN104548372AHigh precisionReduce repetitive setup errorsRadiation therapyObject basedDensity distribution
The invention discloses a radiotherapy planning method and device, a radiotherapy dose determining method and device and a radiotherapy quality guaranteeing method and device. The radiotherapy dose determining method includes the steps of online obtaining image data of a radiotherapy object, obtaining a density distribution image of the object based on the image data, determining a region of interest, and online making a radiotherapy plan of the object according to the density distribution image and the region of interest; executing the radiotherapy plan; rebuilding radiation field intensity distribution data based on information recorded by machines; carrying out calculation based on the radiation field intensity distribution data to obtain practical radiotherapy dose distribution. As the online-obtained image data are adopted, the accuracy of the image data is improved; as the radiation field intensity distribution data are rebuilt based on the information recorded by the machines, the dose distribution accuracy is higher. In the radiotherapy quality guaranteeing method, when deviation exists between the practical dose distribution result and a main plan dose, a sub-plan is modified, it is guaranteed that the use total dost is coincident with the plan dose, and the radiotherapy quality is improved.
Owner:SHANGHAI UNITED IMAGING HEALTHCARE

Topological optimization design method of self-supporting network structure suitable for additive manufacturing

The invention belongs to the field of related technologies of structure optimizing design and discloses a topological optimization design method of a self-supporting network structure suitable for additive manufacturing. The method comprises following steps: (1), density distribution of different levels of solid materials in a range of [0,1] is acquired by an SIMP (solid isotropic material with penalization) design-rigidity interpolation model, and a macroscopic material layout form and a macroscopic displacement field are obtained simultaneously; (2), an optimization model based on a level set parameterization method is constructed, and on the basis of macroscopic material layout optimization, topological optimization of microstructural configuration is performed on different intermediate density units and an optimal mesoscopic microstructural configuration is output. According to the method, a supporting structure is combined with the designed structure, the macroscopic material layout optimization and microscomic microstructure topological optimization are integrated, so that addition of the supporting structure to additive manufacturing molding is avoided, consumable items are saved, the cost is reduced, the flexibility is higher, and the structure surface quality is protected.
Owner:HUAZHONG UNIV OF SCI & TECH

Magnetic field modulating type concentric magnetic gear transmission device in Halbach magnet structure

The invention provides a magnetic field modulating type concentric magnetic gear transmission device in a Halbach magnet structure, which comprises a shell, an outer rotor and an inner rotor, whereinthe outer rotor and the inner rotor are installed in an inner cavity of the shell and are in a cantilever type; the inner rotor comprises an inner rotor iron core and a permanent magnet, which are installed on an output shaft of the inner rotor; the outer rotor comprises an outer rotor iron core and a permanent magnet, which are installed on an output shaft of the outer rotor; a magnetic modulation ring is arranged between the permanent magnet of the inner rotor and the permanent magnet of the outer rotor; and the magnetic modulation ring comprises an iron core block and is fixed on an end plate of the shell. The magnetic gear transmission device comprises two layers of air gaps, wherein an inner-layer air gap is formed between the inner rotor and the magnetic modulation ring, and an outer-layer air gap is formed between the outer rotor and the magnetic modulation ring. The magnet structure uses a Halbach array to replace the conventional radial structure, thereby improving the magnetic density distribution of the air gaps of the magnetic gear transmission device. Because the magnetic density of the air gaps approaches to sinusoidal distribution, the detent torque of the magnetic gear transmission device in the structure is greatly reduced, thereby decreasing the vibration and noise of the magnetic gear transmission device and improving the running efficiency.
Owner:SHANGHAI UNIV

Crowd counting method and system based on cGAN network

The invention discloses a crowd counting method and system based on a cGAN network. The crowd counting method comprises the steps of generating a crowd density distribution diagram by using an accumulated Gaussian kernel function matrix; extracting semantic attribute information of an input picture by using a generator coding network, and generating a crowd density distribution diagram sample by using a generator decoding network; discriminating whether a density map is generated by a generator or belongs to a real sample by using a discriminator; alternately training the generator and the discriminator; inputting a scene picture by using the trained generator to obtain a corresponding scene picture density map; and representing the total number of people in the picture by using accumulation of pixel values of the scene picture. The crowd counting method adopts a generative model, requires less data, and is higher in training speed and more suitable for actual application requirements; and meanwhile, the crowd counting method adopts a deeper neural network, thereby being capable of better eliminating background interference, generating the high-quality crowd density distribution map and playing a better decision-making support role for further crowd analysis and video surveillance.
Owner:SHANGHAI JIAO TONG UNIV
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