Abstract: The present disclosure relates to a method for real-time object detection, the method comprising: capturing an image in vicinity of a vehicle; feeding the captured image to a deep fully convolution neural network; extracting one or more relevant features from the captured image; classifying the extracted features using one or more branches to identify different size of objects; predicting objects present in the image based on a predetermined confidence threshold; and marking the predicted objects in the image.

Abstract: Illustrative embodiments represent a dynamic on-demand approach to configuring destination storage for bare metal restore (BMR) operations without operator intervention, including destination storage that is smaller than source storage devices. The illustrative operations rely on system state information collected concurrently with or shortly after source data is backed up, thereby capturing current actual storage metrics for the source data. The illustrative embodiments further rely on enhanced data agent components to collect and restore system state information as well as to restore backup data, thereby streamlining the configurations needed for the BMR operation to proceed. Additional business logic matches source mount points with suitable smaller destination storage resources and ensures that the BMR operation successfully completes with diverse and/or smaller storage destinations.

Abstract: This disclosure relates generally to system and method for parameter compression of capsule networks using deep features. The conventional capsule networks have distinct capability of retaining spatial correlations between extracted features but that comes at a cost of intensive computational, cost, memory usage and bandwidth requirement. The embodiments herein disclose a system and method for employing a lightweight deep features based capsule network that is capable of compressing the parameters. In an embodiment, the system includes a deep feature based capsule network such that the capsule layer is preceded by feature blocks. Said feature blocks comprises convolutional operation with a kernel size 3, followed by convolutional operation with kernel of size 1, and a Batch Normalization layer, and hence are able to extract deep features.

Abstract: Semiconductor devices including a capacitor and methods of fabricating the semiconductor devices are disclosed. A method of fabricating a semiconductor device including a capacitor includes forming an underlayer structure including a substrate onto which metal is patterned within a first dielectric material, wherein the patterned metal forms a first metal surface of the capacitor; forming a middle layer of a second dielectric material above the underlayer structure; forming an upper layer of a third dielectric material above the middle layer; etching a supervia though the upper layer and into the middle layer, wherein the supervia hangs in the second dielectric material of the middle layer above the patterned metal forming the first metal surface of the capacitor; and performing barrier deposition and metal electroplating in the supervia, wherein the supervia forms a second metal surface of the capacitor above the first metal surface.

Abstract: An electronic device and method for machine learning (ML) based emotion and voice conversion in audio using virtual domain mixing and fake pair-masking is disclosed. The electronic device receives a source audio associated with a first user, a reference-speaker audio associated with a second user, and a reference-emotion audio associated with a third user. The electronic device applies a set of ML models to generate a converted audio. The generated converted audio is associated with content of the source audio, an identity of the second user and an emotion of the third user. The electronic device applies each of a source speaker classifier and a source emotion classifier on the converted audio, and re-trains an adversarial model. Based on the re-training, the adversarial model may allow conversion of an input audio to an output audio associated with the identity of the second user and the emotion of the third user.

Abstract: Methods and systems disclosed herein relate generally to systems and methods for generating simulated images for enhancing socio-demographic diversity. An image-generating application receives a request that includes a set of target socio-demographic attributes. The set of target socio-demographic attributes can define a gender, age, and/or race of a subject that are non-stereotypical for a particular occupation. The image-generating application applies the a machine-learning model to the set of target socio-demographic attributes. The machine-learning model generates a simulated image depicts a subject having visual characteristics that are defined by the set of target socio-demographic attributes.

Abstract: Systems and techniques are described herein for processing video data. In some aspects, a method can include obtain, by a machine learning system, input video data. The input video data includes one or more luminance components for a current frame. The method can include determining, by the machine learning system, motion information for the luminance component(s) of the current frame and motion information for one or more chrominance components of the current frame using the luminance component(s) for the current frame. In some cases, the method can include determining the motion information for the luminance component(s) based on the luma component(s) of the current frame and at least one reconstructed luma component of a previous frame. In some cases, the method can further include determining the motion information for the chrominance component(s) of the current frame using the motion information determined for the luminance component(s) of the current frame.

Abstract: A computer-implemented method, computer-readable medium, and computer system that involve operations including receiving, from a computing cluster, a first request for changing a first object type specified by an approval policy resource, where the approval policy resource is a first one of a plurality of custom resources; identifying, in response to receiving the first request and using a second custom resource of the plurality, an approval process associated with the first object type; performing the approval process associated with the first object type; and sending, to the computing cluster, a first notification indicating that the request has been approved.

Abstract: Techniques are disclosed relating to receiving, by a computer system from a user, a request to authorize the user. The technique may further include receiving, by the computer system, a live video stream of the user, and requesting, by the computer system, the user to submit an identification document from a list of authorized identification documents. While the user submits the identification document, the technique may also include detecting liveliness of the user in the live video stream by using a gesture recognition operation. Additionally, the technique may include determining, using the submitted identification document and the detected liveliness, whether to proceed with the request to authorize the user.

Abstract: Accordingly, the embodiments herein disclose a method for selecting a MCS in a wireless communication system. The method includes receiving, by a UE, a list of default MCS from a base station. Further, the method includes measuring, by the UE, a CQI. Further, the method includes selecting, by the UE, at least one MCS from the list of default MCS based on the measured CQI.

Abstract: A bone implant includes a proximal end, a distal end, a first portion extending between the proximal and distal ends having a maximum and minimum portion height, and a second portion extending between the proximal and distal ends having a maximum and minimum portion height. The second portion is connected to the first portion at the proximal end and the distal end and at least one of the first portion and the second portion is moveable relative to the other of the first portion and the second portion so as to transition the bone implant between a relaxed state wherein the first and second portions are separated by a first distance and a contracted state wherein the first and second portions are separated by a second distance different from the first distance. At least one of the proximal end and the distal end have the minimum portion height.

Abstract: Embodiments of the present disclosure relate to semiconductor processing. More specifically, embodiments of the present disclosure relate to methods for seasoning one or more components of a process chamber. In at least one embodiment, a method for seasoning a process chamber includes depositing a seasoning film onto a component of the process chamber at a chamber pressure of about 4 mTorr to about 20 mTorr and a temperature below about 200° C. or about 200° C. to about 400° C. The method includes depositing a deposition film onto the seasoning film. In at least one embodiment, a method includes introducing a nitrogen-containing gas to the seasoning film to form a nitrogen-treated seasoning film. Introducing the nitrogen-containing gas to the seasoning film is performed before depositing the deposition film onto the seasoning film.

Abstract: Methods and systems for managing unlocking of an electronic device are provided. A method includes receiving an unlocking input from a user, authenticating the unlocking input, generating a first pre-wakeup command of initializing a progress action for the electronic device, generating a second pre-wakeup command of whether to complete the progress action or to retrogress the progress action based on the authenticating of the unlocking input, and determining whether to unlock the electronic device based on the second pre-wakeup command.

Abstract: When generating a graphics processing output by assembling a sequence of one or more of primitives to be processed, vertex attribute processing is performed for vertices of assembled primitives to generate one or more processed vertex attributes for vertices of the assembled primitives. Processed vertex attributes for vertices of assembled primitives are stored in a first storage, and additionally in a second storage. Then when obtaining processed vertex attributes for an assembled primitive, it is checked whether processed vertex attributes for the vertices of the primitive are present in the second storage, and when they are, the processed vertex attributes are read from the second storage, but when the processed vertex attributes are not in the second storage, they are read from the first storage instead.

Abstract: In some implementations, a first network device that hosts a bridge domain (BD) may receive inter-subnet multicast traffic associated with the BD. The BD may forward, using a supplemental bridge domain (SBD) interface of the first network device, and via an SBD, a first copy of the inter-subnet multicast traffic to a second network device that hosts the BD. The first network device may forward, using the SBD interface and via the SBD, a second copy of the inter-subnet multicast traffic to a third network device that does not host the BD. The first network device may forward, using an integrated routing and bridging (IRB) interface of the first network device associated with the BD, a third copy of the inter-subnet multicast traffic to a fourth network device that hosts the BD (e.g., when the fourth network device is a multihoming peer of the first network device).

Abstract: Systems and methods for inserting an object into a background are described. Examples of the systems and methods include obtaining a background image including a region for inserting the object, and encoding the background image to obtain an encoded background. A modified image is then generated based on the encoded background using a diffusion model. The modified image depicts the object within the region.

Abstract: Various embodiments of ablation elements are disclosed herein, where the ablation element includes a biodegradable shell. Calcium chloride is retained within the biodegradable shell. When the ablation element is delivered to a target location within the body of a patent, the biodegradable shell degrades to release the calcium chloride. A reaction between the released calcium chloride and bodily fluids will generate heat, which in turn will ablate biological material in proximity to the reactive region.

Abstract: Various embodiments chemical ablation therapy delivery systems are disclosed herein. One aspect of such a system utilizes an expandable element, at least one guide tube that is fixed, secured, or otherwise anchored to the expandable element, and a needle that is movably disposed within the guide tube. Another aspect of such a system utilizes an expandable element, at least one fluid delivery tube or ablation conduit that is fixed, secured, or otherwise anchored to the expandable element, and at least one injector that extends from an outer perimeter of the corresponding fluid delivery tube, is fluidly interconnected with the corresponding fluid delivery tube, and protrudes beyond an outer perimeter of the expandable element at least when in its deployed state or configuration. Yet another aspect of such a system includes an inflatable tube, where at least one injector is separately attached to the inflatable tube and is fluidly connected with an interior space of the inflatable tube.

Abstract: A system is provided that may include one or more processors that may receive one or more signals relating to operation of an energy system of a vehicle. The processors may calculate an operational status of the energy storage system based at least in part on comparing the one or more signals with one or more designated criteria related to the energy storage system. The processors may automatically control a shutdown and a startup of an engine of the vehicle responsive to the operational status of the energy storage system being below a threshold.

Abstract: Methods of treating and preventing metabolic disease through inhibiting interleukin 11 (IL-11)-mediated signalling are disclosed, as well as agents for use in such methods.