Abstract: Techniques are provided for training of a text independent (TI) speaker recognition (SR) model. A methodology implementing the techniques according to an embodiment includes measuring context data associated with collected TI speech utterances from a user and identifying the user based on received identity measurements. The method further includes performing a speech quality analysis and a speaker state analysis based on the utterances, and evaluating a training merit value of the utterances, based on the speech quality analysis and the speaker state analysis. If the training merit value exceeds a threshold value, the utterances are stored as training data in a training database. The database is indexed by the user identity and the context data. The method further includes determining whether the stored training data has achieved a sufficiency level for enrollment of a TI SR model, and training the TI SR model for the identified user and context.

Abstract: A backpack body has an openable accommodation chamber having a top opening. The accommodation chamber utilizes a restricting structure to position an energy absorption band. The energy absorption band includes a first layer and a second layer that are coincidingly bound. The top ends of the first and second layers extend first and second connecting portions respectively. The first and second connecting portions divergently protrude from the backpack body via the opening. The first connecting portion is configured for coupling with a safety harness, while the second connecting portion is for coupling with an anti-falling device. When the user falls, the falling makes the restricting structure release the first and second layers, so that the first and second layers leave the accommodation chamber via the opening for anti-falling suspension. Accordingly, the present invention has real improvements, including fine appearance, economic efficiency, and etc.

Abstract: A partitioned anti-falling connecting device includes a frame, a movable latch and a hoist ring. The frame has a hanging space with a gap defined between two ends thereof and at least a division island protrudingly arranged between the two ends thereof so as to divide the frame into at least a first section and a second section. The movable latch is arranged on the frame for opening and closing the gap.

Abstract: A portable electronic device may generate a (RF) radio frequency fingerprint that includes information representative of at least a portion of RF signals received at a given physical location. The RF fingerprint may include, for example, a unique identifier and a signal strength that are both logically associated with at least a portion of the received RF signals. The portable electronic device may also receive data representative of a number of environmental parameters about the portable electronic device. These environmental parameters may be measured using sensors carried by the portable electronic device. Considered in combination, these environmental parameters provide an environmental signature for a given location. When combined into a data cluster, the RF fingerprint and the environmental signature may provide an indication of the physical subdivision where the portable electronic device is located.

Abstract: An active exercise and therapeutic system for promoting physical motion, balance and coordination and importantly a variety of therapeutic modalities to a user's foot or feet. The system includes a training apparatus having a stationary base member operatively interconnected with first and second rotating platforms mounted thereon. The first and second rotating platforms are adapted to receive, respectively, the foot of an individual to stand thereon such that each foot can rotate independently about a separate axis. Stationary base member with rotating platforms mounted thereon can further be positioned upon a specialized mount operative to impart a further range of motion or specific orientation. In further embodiments, the rotating platforms may be provided with a variety of functional modalities, such as calorie counting, distance travelled, and the like, or a therapeutic modality, such as heat, cold or pressure sensation to impart a therapeutic effect to the user's feet.

Abstract: Various systems and methods for implementing distribution of a neural network workload are described herein. A discovery message is encoded that includes a latency requirement and requested resources for a workload of a neural network. A discovery response, from a proximate resource and in response to the discovery message, is decoded and includes available resources of the proximate resource available for the workload based on the requested resources for the workload. The proximate resource is selected to execute the workload based on the available resources of the proximate resource. In response to the discovery response, an offload request is encoded that includes a description of the workload. The description of the workload identifies the node to execute at the proximate resource. In response to the offload request, an input is provided to a ADAS system based on the result.

Abstract: An apparatus of a multiagent system comprises a processing unit to process a unit of analysis on sensor data received from a sensor, and to provide a latency estimate to process the unit of analysis, and a decision system coupled with the processing unit to execute a decision process in response to an event, wherein the decision system utilizes the latency estimate as part of the decision process.

Abstract: Techniques related to a method and system of robust speaker recognition activation are described herein. Such techniques apply keyphrase detection and speaker recognition to a subsequent phrase after detecting a waking keyphrase.

Abstract: Techniques are provided for training of a text independent (TI) speaker recognition (SR) model. A methodology implementing the techniques according to an embodiment includes measuring context data associated with collected TI speech utterances from a user and identifying the user based on received identity measurements. The method further includes performing a speech quality analysis and a speaker state analysis based on the utterances, and evaluating a training merit value of the utterances, based on the speech quality analysis and the speaker state analysis. If the training merit value exceeds a threshold value, the utterances are stored as training data in a training database. The database is indexed by the user identity and the context data. The method further includes determining whether the stored training data has achieved a sufficiency level for enrollment of a TI SR model, and training the TI SR model for the identified user and context.

Abstract: A partitioned anti-falling connecting device includes a frame, a movable latch and a hoist ring. The frame has a hanging space with a gap defined between two ends thereof and at least a division island protrudingly arranged between the two ends thereof so as to divide the frame into at least a first section and a second section. The movable latch is arranged on the frame for opening and closing the gap.

Abstract: The present invention utilizes a backpack body to define an openable accommodation chamber. The accommodation chamber further has an opening on the top end thereof for the communication of the inside and outside thereof. The accommodation chamber utilizes a restricting structure to position an energy absorption band. The energy absorption band is formed of at least a first layer and a second layer that are coincidingly bound. The top ends of the first layer and the second layer extend a first connecting portion and a second connecting portion respectively. The first connecting portion and the second connecting portion divergently protrude from the backpack body via the opening. The first connecting portion is for coupling with a safety harness, while the second connecting portion is for coupling with an anti-falling device.

Abstract: A base station antenna includes a reflector assembly and a linear array of radiating elements extending forwardly from the reflector assembly. The reflector assembly includes an RF choke that has a choke body and a choke cover. The choke cover at least partially covers a choke body opening so that a choke opening of the RF choke is smaller than the choke body opening.

Abstract: A split rotating keyboard system for use in easing muscle strain and mitigating the effects of carpal tunnel syndrome associated with the usage of conventional computer keyboards. The system comprises first and second computer keyboard sections, namely, a left-hand computer keyboard section and a right-hand computer keyboard section. Each respective computer keyboard section is mounted upon a dedicated rotating platform member that is operative to rotate in clockwise and counter-clockwise directions. According to a preferred embodiment, the rotating platform portions upon which the first and second keyboard sections are positioned may be secured upon a base member that is operative to maintain the first and second rotating platform members in fixed relation to one another.

Abstract: Techniques related to speaker recognition are discussed. Such techniques include determining context aware confidence values formed of false accept and false reject rates determined by using adaptively updated acoustic environment score distributions matched to current score distributions.

Abstract: In some embodiments, the disclosed subject matter involves identifying environmental factors and user context that affect sleep quality. Embodiments use information about the static sleep environment, as well as dynamic environmental factors, such as sound, light, movement, correlated with user context, such as physical and emotional state, as well, as recent behavior to classify sleep data. The correlated and classified sleep data may be used to provide change recommendations, where implementing the recommended change is believed to improve the user's sleep quality. Other embodiments are described and claimed.

Abstract: In some embodiments, the disclosed subject matter involves a system and method relating to improving the user experience of hearing, using an adaptable or adjustable hearing aid that takes environmental conditions into account when changing modes. A local server or gateway or cloud service iteratively analyzes the audio environment and feedback from the user to automatically change settings and mode of the user's hearing aid to improve hearing. Information from other users in similar audio environments may be used to assist in mode changes. Information about the audio environment, hearing aid settings/mode and user feedback may be correlated for future use by the user, or crowdsourced for other users, the hearing aid manufacturer or audiologist. Other embodiments are described and claimed.

Abstract: A portable electronic device may generate a (RF) radio frequency fingerprint that includes information representative of at least a portion of RF signals received at a given physical location. The RF fingerprint may include, for example, a unique identifier and a signal strength that are both logically associated with at least a portion of the received RF signals. The portable electronic device may also receive data representative of a number of environmental parameters about the portable electronic device. These environmental parameters may be measured using sensors carried by the portable electronic device. Considered in combination, these environmental parameters provide an environmental signature for a given location. When combined into a data cluster, the RF fingerprint and the environmental signature may provide an indication of the physical subdivision where the portable electronic device is located.

Abstract: A system and method for controlling access to a digital asset. A first host device is provided to a first host device owner and rights are determined to a digital asset. A digital charm is selected, wherein selecting includes granting to the digital charm certain rights to the digital asset. The digital charm is attached to the first host device to form a charm system, wherein attaching includes conferring, to the first host device owner, the rights to the digital asset that were granted to the digital charm.

Abstract: Systems, apparatuses and methods may leverage technology that generates textual descriptions of scenes based on visual content and audio content and generates haptic signals based on the textual descriptions if the textual descriptions satisfy a safety-related condition. Additionally, audio output signals may be generated based on the textual descriptions if the textual descriptions do not satisfy the safety-related conditions. In one example, a complex neural network (CNN) is trained and used to generate the textual descriptions in real-time.

Abstract: A convolutional neural network for classifying time series data uses a dynamic context selection. In one example a method includes receiving a plurality of inputs of different sizes at a convolutional neural network, applying convolution and pooling to each of the inputs to provide a plurality of outputs of different sizes, changing the size of each of the outputs to a selected uniform size, reshaping each of the outputs to a vector, and fully connecting the vectors.