1152 results about "Large applications" patented technology

The invention discloses a neural network training method and device so as to solve a technical problem that a student network trained by the existing knowledge transfer mode cannot give consideration to a large application range and accuracy. The neural network training method comprises the steps of selecting a teacher network which realizes the same functions as the student network; and iteratively training the student network based on distribution of first intermediate layer features and second intermediate layer features corresponding to matching with the same training sample data so as to acquire a target network, and thus transferring knowledge of intermediate layer features of the teacher network to the student network, wherein the first intermediate layer features are a feature map outputted from a first specific network layer of the teacher network after inputting the training sample into the teacher network, and the second intermediate layer features are a feature map outputted from a second specific network of the student network after inputting the training sample data into the student network. The neural network acquired by adopting the technical scheme disclosed by the invention is not only wide in application range but also excellent in performance.

Disclosed is a recording method in which an image is first formed on an intermediate transfer medium by ejection of ink and is then transferred to a printing medium. The present invention solves a problem regarding insufficient transfer of the image to the printing medium, which is caused by roughness on a surface of the ink image formed on the intermediate transfer medium due to non-uniform application amounts of ink. A transferability improving agent is applied in a controlled manner to an ink image which has been formed on a transfer drum by application of ink. The transferability improving agent is applied in a larger amount to regions with a relatively small application amount of the ink as compared with regions with a relatively large application amount of the ink.

Disclosed is a recording method in which an image is first formed on an intermediate transfer medium by ejection of ink and is then transferred to a printing medium. The present invention solves a problem regarding insufficient transfer of the image to the printing medium, which is caused by roughness on a surface of the ink image formed on the intermediate transfer medium due to non-uniform application amounts of ink. A transferability improving agent is applied in a controlled manner to an ink image which has been formed on a transfer drum by application of ink. The transferability improving agent is applied in a larger amount to regions with a relatively small application amount of the ink as compared with regions with a relatively large application amount of the ink.

The invention provides a dynamic symbolic execution method and a device of the dynamic symbolic execution method based on an overall situation super block dominator graph and belongs to the field of computer software testing and software security. The method is as follows: a control flow diagram of a tested executable program is obtained, and the control flow diagram is transformed to a super block dominator graph according to relevant theories of a dominance relation. Each nodal point in the super block dominator graph is marked with 'weight' which is updated before symbolic execution at each time, and the 'weight' indicates the least number of basic blocks which can be covered when the nodal point is executed. When one dynamic symbolic execution is over, the nodal point with the largest 'weight' value is selected from the super block dominator graph, and corresponding forecasting path constraint conditions are generated, and then a new testing use case is generated by solving of a solver, so that the next execution is driven. Compared with the prior art, the dynamic symbolic execution method and the device of the dynamic symbolic execution method based on the overall situation super block dominator graph are capable of covering code blocks as many as possible with least testing use cases, so that the growth rate of the code coverage rate is effectively accelerated, and the problem of path explosion is relieved. The dynamic symbolic execution method and the device of the dynamic symbolic execution method based on the overall situation super block dominator graph is of great importance for the performance of testing large-scale utility software of the dynamic symbolic execution.

An optical identification element (also known herein as a microbead) that is made from pieces of an optical fiber or substrate that includes an inner core or region being surrounded by an outer cladding region. The optical fiber or substrate has an identification code imparted therein containing coded information. The identification code may be in the form of a Bragg grating inscribed or written in either the inner core or outer cladding. The optical identification element may be microscopic in size having a length in a range of 1-1,000 microns or smaller; or for larger applications may have a length of 1.0-1,000 millimeters or more. The outer diameter may be as small as less than 1,000 microns, as well as in a range of 1.0 to 1,000 millimeters for larger applications.