Abstract: Embodiments of the present disclosure provide a network model compression method, apparatus and device, an image generation method, and a medium. The network model compression method includes: performing pruning processing on the first generator to obtain a second generator; and configuring states of convolution kernels in the first discriminator to enable a part of the convolution kernels to be in an activated state and the other part of the convolution kernels to be in a suppressed state, so as to obtain a second discriminator. A loss difference between the first generator and the first discriminator is a first loss difference, a loss difference between the second generator and the second discriminator is a second loss difference, and an absolute value of a difference value between the first loss difference and the second loss difference is less than a first preset threshold.

Abstract: Disclosed is a method for automatic classification of pathological images based on a staining intensity matrix. This method directly extracts the staining intensity matrix irrelevant to a stain ratio, a staining platform, a scanning platform and some human factors in the pathological image as the feature information of classification, without restoring normalized stained images, while retaining all impurity-free information related to diagnosis. It avoids the phenomenon that the diagnostic effect of the existing computer-aided diagnosis method of pathological images based on the traditional color normalization method changes with the changes of the selected standard pathological sections. Moreover, it avoids the error introduced by the need to restore the stained image, and has a higher diagnostic accuracy and a more stable diagnostic effect. At the same time, the method can realize the diagnosis of pathological images in a shorter time, which is easy to realize and more practical.

Abstract: Disclosed are a self-positioning assembly system for rapid assembly of an aircraft and a method thereof. The self-positioning assembly system includes a mounting platform, a framework assembly, a hole positioner assembly, a strut positioner assembly and a pallet assembly. The framework assembly is mounted on the mounting platform and includes a hole positioner column and a pallet column, the hole positioner assembly is arranged on the hole positioner column, the pallet assembly is arranged on the pallet column, a plurality of the hole positioner columns are respectively arranged on both sides of the mounting platform, and a plurality of the pallet columns are arranged in a middle of the mounting platform.

Abstract: Disclosed is a method for automatic classification of pathological images based on a staining intensity matrix. This method directly extracts the staining intensity matrix irrelevant to a stain ratio, a staining platform, a scanning platform and some human factors in the pathological image as the feature information of classification, without restoring normalized stained images, while retaining all impurity-free information related to diagnosis. It avoids the phenomenon that the diagnostic effect of the existing computer-aided diagnosis method of pathological images based on the traditional color normalization method changes with the changes of the selected standard pathological sections. Moreover, it avoids the error introduced by the need to restore the stained image, and has a higher diagnostic accuracy and a more stable diagnostic effect. At the same time, the method can realize the diagnosis of pathological images in a shorter time, which is easy to realize and more practical.

Abstract: Embodiments of the present invention disclose a data transmission method, a data transmission device and system. The method includes: receiving a picture pushing message from an instant messaging service device, the picture pushing message including a target picture and a source user identification, and the picture pushing message being sent when the instant messaging service device receives a picture sending request from an instant messaging client to a specified public account, the picture sending request including the target picture and the source user identification; based on the source user identification, querying a target electronic photo frame identification having a binding relationship with the source user identification; and based on the target electronic photo frame identification, sending the target picture to an electronic photo frame corresponding to the target electronic photo frame identification.

Abstract: Embodiments of the present invention disclose a data transmission method, a data transmission device and system. The method includes: receiving a picture pushing message from an instant messaging service device, the picture pushing message including a target picture and a source user identification, and the picture pushing message being sent when the instant messaging service device receives a picture sending request from an instant messaging client to a specified public account, the picture sending request including the target picture and the source user identification; based on the source user identification, querying a target electronic photo frame identification having a binding relationship with the source user identification; and based on the target electronic photo frame identification, sending the target picture to an electronic photo frame corresponding to the target electronic photo frame identification.

Abstract: An Automatic System Clock Detection System (ASCDS) may provide integrated circuits (ICs) with the capability to detect the frequency of an external crystal oscillator or clock source, and adjust the IC's internal PLL accordingly for proper IC operation. The frequency detection and PLL adjustment may be performed without any additional pins on the IC, and/or without requiring any additional external information. The ASCDS may be configured with an internal ring oscillator, which may be generated from standard logic elements, a watchdog counter, and an input clock counter. When the IC comes out of power on reset (POR), the ASCDS may compare the input clock counter with the watchdog counter, and determine the clock frequency of the input clock. It may then set the PLL parameters to ensure correct IC operation.

Abstract: An Automatic System Clock Detection System (ASCDS) may provide integrated circuits (ICs) with the capability to detect the frequency of an external crystal oscillator or clock source, and adjust the IC's internal PLL accordingly for proper IC operation. The frequency detection and PLL adjustment may be performed without any additional pins on the IC, and/or without requiring any additional external information. The ASCDS may be configured with an internal ring oscillator, which may be generated from standard logic elements, a watchdog counter, and an input clock counter. When the IC comes out of power on reset (POR), the ASCDS may compare the input clock counter with the watchdog counter, and determine the clock frequency of the input clock. It may then set the PLL parameters to ensure correct IC operation.

Abstract: The present disclosure describes a system and method for testing component IC chips. The system includes a management controller that has an embedded JTAG test routine operable to test one or more component IC chips associated with the management controller. The system further includes a memory associated with the management controller and the management controller is further operable to save a JTAG test routine result within the memory. More specifically, the management controller is operable to test one or more associated component IC chips using the embedded JTAG test routine during boot up of the system.

Abstract: A first data bus is coupled to communicate information from a subsystem for sensing operating parameters of peripheral components to a computer system. A second data bus is coupled to communicate data between peripheral components and the computer system. A first switch is coupled between the first data bus and the second data bus, the first switch being operable to allow signals from the first data bus to be communicated over the second data bus when operating power to the computer system is powered off. A second switch is coupled between the second data bus and the peripheral components, and the second switch is operable to allow signals from the second data bus to be communicated to the computer system when operating power to the computer system is powered on.

Abstract: Methods and system for providing selectable initialization sequences are disclosed. The method of initializing a system includes providing at least one reference associated with a device coupled to the system. A user selects the reference associated with the device and an initialization sequence is determined based upon the selected reference.

Abstract: A shared data storage subsystem having a system controller embedded in a backplane of the shared data subsystem. The system controller monitors the TERMPWR signals of SCSI server busses physically coupled to the shared data subsystem to operably couple and isolate a server SCSI bus with the share data subsystem SCSI bus provides. The system can be used to isolate a server from a data storage subsystem without affecting the operation of other servers operably coupled to the data storage subsystem. The servers and shared data subsystem are implemented in a cluster system. The system controller also monitors environmental conditions of the shared data subsystem. The shared data subsystem includes a plurality of data storage devices such as hard disk drives which can be organized in a RAID configuration.