Abstract: In implementations of recognizing text in images, text recognition systems are trained using noisy images that have nuisance factors applied, and corresponding clean images (e.g., without nuisance factors). Clean images serve as supervision at both feature and pixel levels, so that text recognition systems are trained to be feature invariant (e.g., by requiring features extracted from a noisy image to match features extracted from a clean image), and feature complete (e.g., by requiring that features extracted from a noisy image be sufficient to generate a clean image). Accordingly, text recognition systems generalize to text not included in training images, and are robust to nuisance factors. Furthermore, since clean images are provided as supervision at feature and pixel levels, training requires fewer training images than text recognition systems that are not trained with a supervisory clean image, thus saving time and resources.

Abstract: Disclosed is an elevator system having an elevator, the elevator having an elevator landing and an elevator controller, the controller capable of communicating over a network with a device, and the device may be located within an area positionally associated with the landing, the controller: receives from the device, a request for elevator service at the landing, effects monitoring the device relative to the area, effects a first response upon determining that the device is inside the area, otherwise effects a second response.

Abstract: A communication system may include a first radio frequency (RF) device configured to generate a Bluetooth Low Energy (BLE) advertisement responsive to an input event, transmit the BLE advertisement in a BLE advertisement burst comprising a number of transmissions in at least one BLE advertising channel, and discontinue transmission of the BLE advertisement after transmission of the BLE advertisement burst. The system may further include a second RF device configured to scan for the BLE advertisement in the at least one BLE advertising channel, and communicate with the first RF device over a BLE data channel responsive to receiving the BLE advertisement.

Abstract: Apparatus and methods to communicate audio data from either an active wireless device or a requesting wireless device to one or more audio reproduction devices that are simultaneously communicatively coupled to both the active wireless device and to the requesting wireless device are disclosed. Responsive to a request from the requesting wireless device to transmit audio data to the one or more audio reproduction devices, the active wireless device determines whether to transmit audio data from the requesting wireless device based at least in part on an audio status of the active wireless device and a set of predetermined arbitration criteria that prioritizes among applications and operating system processes that generate the audio data.

Abstract: An industrial monitoring system comprises a plurality of gateways in transmission range of a monitoring device. A gateway, of the plurality of gateways, receives a first transmission indicating that the monitoring device is requesting to communicate with any one of the plurality of gateways. The gateway determines a signal quality of the received first transmission, and determines a wait time in which at least a portion of the wait time is inversely proportional to the signal quality. After expiration of the wait period, the gateway devices sends, to the monitoring device a second transmission indicating acceptance of the request.

Abstract: A voice communication method between two or more wearable electronic devices via Bluetooth communication includes: providing the two or more wearable electronic devices paired with a mobile phone device; determining whether a distance between the two or more wearable electronic devices is larger than a distance threshold; controlling a wearable electronic device to enter a walkie-talkie mode to start a walkie-talkie conversation with one or more other wearable electronic devices when the distance is larger than the distance threshold; and during the walkie-talkie mode using the such wearable electronic device to send voice data from the wearable electronic device to one or more other wearable electronic devices to make the other wearable electronic device(s) to receive and play the voice data in the walkie-talkie mode for different user(s).

Abstract: Methods and systems are disclosed for presenting user specific information based on mobile device proximity to short-range wireless technology beacons. For example, by determining the proximity of a mobile device to a short-range wireless technology beacon, user specific information may be displayed on a user interface such that a user may have easy access to user specific information without the need to rely on their mobile device for such access, thereby conserving mobile device battery life and improving the experience of the user.

Abstract: Systems, computer program products, and methods are described herein for intelligent drift matching for unstructured data in a machine learning environment. The present invention is configured to receive an original unseen image from a computing device; initiate a convolutional encoder-decoder algorithm on the original unseen image; generate a reconstructed unseen image; generate an unseen input dataset based on at least the reconstructed unseen image; determine a reconstruction loss associated with the original unseen image; determine that the reconstruction loss associated with the original unseen image matches a first reconstruction loss associated with a first training image, wherein the first training image is associated with one or more training images; retrieve, from the data repository, a first set of parameters associated with the first training image based on at least determining the match; classify, using the first set of parameters, the original unseen image into one or more class labels.

Abstract: A first communication apparatus may repeat a broadcast transmission of a trigger signal via a second interface, which is a signal to be used by a second communication apparatus as a trigger for sending a wireless connection request to the first communication apparatus. The wireless connection request may be for forming a first wireless network to which both the first communication apparatus and the second communication apparatus belong. The first wireless network may be a network for performing a wireless communication via a first interface. The first communication apparatus may receive the wireless connection request via the first interface from the second communication apparatus which has received the trigger signal, and establish a first wireless connection via the first interface with the second communication apparatus so as to form the first wireless network.

Abstract: Communication for an elevator service request in the field of elevator technologies. A wireless signal device for broadcasting a wireless signal according to the present invention is capable of communicating with an elevator controller of an elevator system, establishing a wireless connection with a personal mobile terminal based on the wireless signal, receiving an elevator service request command from the personal mobile terminal, and sending the received elevator service request command to the elevator controller for elevator service control. The wireless signal device comprises: an elevator service request command responding unit configured to generate an elevator service request command data packet that has been responded to according to the elevator service request command that has been received; and a broadcasting unit configured to broadcast the elevator service request command data packet that has been responded to.

Abstract: Techniques for quantifying accuracy of a prediction model that has been trained on a data set parameterized by multiple features are provided. The model performs in accordance with a theoretical performance manifold over an intractable input space in connection with the features. A determination is made as to which of the features are strongly correlated with performance of the model. Based on the features determined to be strongly correlated with performance of the model, parameterized sub-models are created such that, in aggregate, they approximate the intractable input space. Prototype exemplars are generated for each of the created sub-models, with the prototype exemplars for each created sub-model being objects to which the model can be applied to result in a match with the respective sub-model. The accuracy of the model is quantified using the generated prototype exemplars. A recommendation engine is provided for when there are particular areas of interest.

Abstract: Methods and systems for primary signal detection via distributed machine learning coordinated across multiple user equipment devices are disclosed. In an example method, In an example method, a first user equipment (UE) device, located in a predefined area, is caused to determine a first machine learning model configured to detect an anomaly in an RF environment associated with the area. The controller receives the first machine learning model from the first UE device. The controller sends the first machine learning model to a second UE device located in the area. The controller receives anomaly data indicative of an anomaly detected by the second UE device via the first machine learning model. The controller may optionally determine that a primary signal is present in an RF environment associated with the area based on the anomaly data.

Abstract: An apparatus includes a processor that is configured to select a palette entry in the palette for coding a value of a pixel of the image block; obtain respective palette indexes of neighboring pixels of the pixel; select, using the respective palette indexes, an entropy code for coding an index of the palette entry; and code the palette entry using the entropy code. A method includes obtaining respective palette indexes of neighboring pixels of a pixel of the image block; selecting an entropy code using the respective palette indexes; decoding, from a encoded bitstream, an index of a palette entry; and setting a value of the pixel using the palette entry.

Abstract: A control method of an embodiment is a control process in which, based on management information of a first execution order that is an execution order of a hands free profile (HFP) connection process of attempting to establish an HFP connection to a pre-registered peripheral device and a second execution order that is an execution order of an audio video profile (AVP) connection process of attempting to establish an AVP connection to the peripheral device, an on-vehicle device connectable to the peripheral device by Bluetooth performs the HFP connection process in the first execution order and performs the AVP connection process in the second execution order, and when a connection with a certain peripheral device is not established within a predetermined time in one of the HFP connection process and the AVP connection process and the peripheral device is managed as an execution target of the other connection process in the management information, the on-vehicle device determines whether to restrain execution

Abstract: Techniques for recommending a prediction model from among a number of different prediction models are provided. Each of these prediction models has been trained based on a respective training data set, and each performs in accordance with a respective theoretical performance manifold. An indication of a region definable in relation to the theoretical performance manifolds of the different prediction models is received as input. For each of the different prediction models, the indication of the region is linked to features parameterizing the respective performance manifold; and one or more portions of the respective performance manifold is/are identified based on the features determined by the linking, the portion(s) having a volume and a shape that collectively denote an expected performance of the respective model for the input. The expected performance of the prediction models for the input is compared. Based on the comparison, one or more of the models is/are suggested.

Abstract: A communication system and method are provided for authenticating a portable radio from a plurality of shared portable radios. The authentication controls access to user personal profiles and public safety service applications associated with a public safety agency. A firearm having a firearm user ID stored therein, communicates the firearm user ID over short range communications to the portable radio. The firearm user ID may be used for single factor authentication or combined with a PIN entry for multi-factor authentication.

Abstract: Various techniques are provided for counting and/or tracking objects within a field of view of an imaging system, while excluding certain objects from the results. A monitoring system may count or track people identified in captured images while utilizing an employee identification system including a wireless signal receiver to identify and remove the employees from the result. The system includes algorithms for separating employee counts from customer counts, thereby offering enhanced tracking analytics.

Abstract: A computer-implemented method for reliably identifying objects in a sequence of input images received with the aid of an imaging sensor, positions of light sources in the respective input image being ascertained from the input images in each case with the aid of a first machine learning system, in particular, an artificial neural network, and objects from the sequence of input images being identified from the resulting sequence of positions of light sources, in particular, with the aid of a second machine learning system, in particular, with the aid of an artificial neural network.

Abstract: Systems, devices, and methods are provided for the management of multiple sensor control devices and/or multiple reader devices in an in vivo analyte monitoring environment, and also for resolving conflicts when merging data collected by different reader devices.

Abstract: Based on the identification number of completely wireless earphones entered into an input unit, a checking unit of a terminal device checks whether or not conditions regarding an expiration period and the number of times of use for an exchange service for exchanging one of the pair that is not lost with left and right earphones are satisfied. A display control unit causes a display unit to display a message with an instruction to return the earphone that is not lost when the conditions are satisfied.