Abstract: A recognition apparatus based on a deep neural network, a training apparatus and methods thereof. The deep neural network is obtained by inputting training samples comprising positive samples and negative samples into an input layer of the deep neural network and training. The apparatus includes: a judging unit configured to judge that a sample to be recognized is a suspected abnormal sample when confidences of positive sample classes in a classification result outputted by an output layer of the deep neural network are all less than a predefined threshold value. Hence, reliability of a confidence of a classification result outputted by the deep neural network may be efficiently improved.

Abstract: A method and an apparatus for three-dimensional reconstruction. Images of the reconstruction space captured by N cameras are acquired as N current images in response to an object entering the reconstruction space. Foreground-background differences of all position points in the N current images are obtained according to the N current images and N corresponding initial background images captured by the N cameras when the reconstruction space is empty. Corresponding foreground-background differences of position points in the N current images are fused according to a corresponding relationship between all position points in the N current images and all position points in the reconstruction space, to obtain a foreground-background difference of each position point in the reconstruction space.

Abstract: In one aspect, a first device may include at least one processor, a display accessible to the at least one processor, and storage accessible to the at least one processor. The storage may include instructions executable by the at least one processor to present an icon on the display so that the icon appears disposed within the real world at or proximate to a location of a second device associated with the icon. The second device may be different from the first device and exist in the real world. The instructions may also be executable to identify a user of the first device as looking at the icon, receive audible input from the user, and issue a command to the second device to execute at least one function in conformance with the audible input based on the identification of the user as looking at the icon.

Abstract: A system and a method for image fusion are provided. The method may comprise: obtaining a visible light image and an infrared image relating to a same scene; performing a first decomposition to the visible light image to obtain a first high-frequency component of the visible light image and a first low-frequency component of the visible light image; performing a first decomposition to the infrared image to obtain a first high-frequency component of the infrared image and a first low-frequency component of the infrared image; fusing the first high-frequency component of the visible light image and the first high-frequency component of the infrared image based on a first algorithm to generate a first fused high-frequency component; and performing reconstruction based on the first fused high-frequency component, the first low-frequency component of the visible light image, and the first low-frequency component of the infrared image to generate a fused image.

Abstract: For modifying an image, a processor detects a feature in the image using a convolutional neural network trained on a feature training set. The processor further places the feature within the displayed image. The processor determines an intent for the image. In addition, the processor modifies the image based on the intent.

Abstract: A resource sharing method is performed at a mobile terminal, the method including the following steps: obtaining configured user identifier; obtaining multimedia data; obtaining a resource sharing request, and associating the user identifier with the multimedia data according to the resource sharing request; generating a resource sharing instruction according to an association relationship between the user identifier and the multimedia data; and executing the resource sharing instruction.

Abstract: One embodiment provides a method, including: receiving, at an information handling device, audible user input; determining, subsequent to the receiving, an intonation with which the audible user input was provided; assigning, based on the determined intonation, an expressive meaning to the audible user input; and performing, based on the expressive meaning, a corresponding function. Other aspects are described and claimed.

Abstract: An approach is provided in which the approach initiates a video conference between a set of local users in a physical area conversing on a display with one or more remote users. The approach selects a first one of the set of local users based on analyzing a set of user characteristics corresponding to the set of local users and positions the display based on a location of the first local user in the physical area.

Abstract: One embodiment provides a method, including: identifying, using one or more sensors, an orientation of a wearable device; determining, using a processor, whether the orientation corresponds to an inactive orientation; and providing, responsive to determining that the orientation corresponds to the inactive orientation, a power off notification to a user of the wearable device. A method, including: detecting, using an audio capture device operatively coupled to a wearable device, environmental audio, wherein the wearable device is an augmented reality device; identifying, using a processor, augmented reality contents presented on a display of the wearable device; determining, using a processor, whether the environmental audio and the augmented reality contents correspond to a similar context; and presenting, responsive to determining that the environmental audio and the augmented reality contents do not correspond to the similar context, a power save option to a user. Other aspects are described and claimed.

Abstract: A workflow management system is described to manage tasks to be performed with vehicles. The workflow management system includes a workflow management server and a computer located in a vehicle. The workflow management server generates and sends to the computer a record that describes a task to be performed with a vehicle. The task may include collecting sensor data from one or more sensors on the vehicle, or performing a vehicle driving test using an updated operating system to be used by the vehicle. The record can include a starting location and a destination of a route on which the vehicle is to perform the task. The computer receives the record, executes an operating system of the vehicle to perform the task, determines that the task is completed, and sends to a database a record status information that indicates that the task is completed.

Abstract: A non-volatile memory structure including a substrate, a stacked structure, a conductive pillar, a channel layer, a charge storage structure, and a second dielectric layer is provided. The stacked structure is disposed on the substrate and has an opening. The stacked structure includes first conductive layers and first dielectric layers alternately stacked. The conductive pillar is disposed in the opening. The channel layer is disposed between the stacked structure and the conductive pillar. The charge storage structure is disposed between the stacked structure and the channel layer. The second dielectric layer is disposed between the channel layer and the conductive pillar. The non-volatile memory structure can effectively improve the electrical performance and the reliability of the memory device.

Abstract: One embodiment provides a method, including: receiving, at an information handling device, a request from a user to access content; detecting, using at least one sensor associated with the information handling device, a face of the user; generating, using at least one audio output device and subsequent to the detecting, an audible sound; determining, using a processor, whether an expected movement of the face is identified with respect to the audible sound; and granting, responsive to determining that the expected movement is identified, the user access to the content. Other aspects are described and claimed.

Abstract: The present invention provides a touch panel and a controlling method thereof. The controlling method comprises: during a display period of the touch panel, turning on a bias voltage generation circuit to generate a bias voltage signal, turning on a reverse bias voltage generation circuit to generate a reverse bias voltage signal, and turning off a modulating voltage generation circuit; during a touch period of the touch panel, turning off the bias voltage generation circuit, the reverse bias voltage generation circuit and turning on the modulating voltage generation circuit to generate a modulating voltage signal, wherein the modulating voltage signal is same as a touch sensing signal of the touch panel; using a first capacitor to couple the modulating voltage signal to the bias voltage generation circuit; and using a second capacitor to couple the modulating voltage signal to the reverse bias voltage generation circuit.

Abstract: A flexible array substrate includes an active area and a bending area. The bending area is adjacent to the active area. The bending area includes a protection layer and at least one signal line disposed on the base substrate. The protection layer is located on the at least one signal line at a side away from the base substrate. An orthographic projection of the protection layer on the base substrate has an overlapping region with an orthographic projection of the at least one signal line on the base substrate, the Young modulus of the protection layer is larger than or equal to the Young modulus of the at least one signal line.

Abstract: For multiuser information exchange management, a processor receives information permissions for a plurality of participants in an electronic forum. The information permissions include an audio permission, a video permission, a file share permission, a drawing permission, and/or a presentation permission for each participant. The processor provides forum information to each participant based on the information permissions. The audio permission is required to receive audio from the electronic forum. The video permission is required to receive video from the electronic forum. The file share permission is required to receive a file from the electronic forum. The drawing permission is required to receive a drawing from the electronic forum. The presentation permission is required to receive a presentation from the electronic forum.

Abstract: Disclosed are an apparatus and method in a wireless communication system, and a computer readable storage medium. The apparatus comprises a processing circuit, the processing circuit being configured to: instruct one or more second base stations to assess an idle channel for an unauthorized frequency band on the basis of position information of the one or more second base stations and position information of a user equipment such that the one or more second base stations control access to the unauthorized frequency band on the basis of information of the assessment result relating to the idle channel. According to at least one aspect of an embodiment of the present disclosure, accessing a channel on an unauthorized frequency band of, for example, 60 GHz on the basis of position information may improve the speed and reliability of channel access.

Abstract: A fiber reinforced metal composite having a metal layer and a fiber layer which are arranged in a stack, and adjacent layers are fixed by bonding; the composite has a two-layered or three-layered structure, wherein one layer is closely adhered to another layer and the thickness of the layer is from 0.6 mm˜0.9 mm. Such structure changes the structure of the existing fiber metal composite characterized by generally having more than three layers, and greatly reduces the thickness of the composite while maintaining good mechanical properties. Also disclosed is an application of fiber reinforced metal composite in the field of luggage case manufacturing, providing two preparation methods for providing fiber reinforced metal case shell with simple and available operations.

Abstract: One embodiment provides a method, including: detecting user activation input provided to a voice input button displayed on a display screen of an information handling device, wherein the user activation input triggers a voice input mode; expanding, responsive to the detecting, a voice input menu, wherein the voice input menu comprises at least two content input options; identifying a selection of one of the at least two content input options; receiving, after the identifying, voice input; converting the voice input into another input type, wherein the another input type is designated by the selection; and providing, based on the converting, input associated with the another input type into an underlying application. Other aspects are described and claimed.

Abstract: Apparatus, systems, methods, and computer program products that can include and/or provide individualized display layouts in multi-person, multi-display collaborative environments are disclosed herein. An apparatus includes a processor and a memory configured to store code executable by the processor. The code is executable to identify multiple different users participating in a communication session for multiple communication devices in which each communication device includes a display device and is associated with a different user. The code is further executable by the processor to display shared content on each respective display device in accordance with a respective set of user preferences for displaying the shared content for each different user. Systems, methods, and computer program products may include and/or are configured to perform the functions and/or operations of the apparatus.

Abstract: Apparatus, methods, and computer program products that can anonymously share digital files are disclosed. Various embodiments of an apparatus include a processor of an information handling device and memory that stores code executable by the processor. The code can cause the processor to match a first client to one or more digital files provided by a second client based on a content signature in each of the one or more digital files and notify the first client of a match. The first client can be anonymous to the second client and/or the second client maybe anonymous to the first client. A method and program product can also perform the functions of the apparatus.