Abstract: The present invention provides a DC system protection apparatus with a communication resetting function, which includes at least one load, at least one DC power supply system, a DC solid-state circuit breaker, a current sensor, a reset/break controller and a reset communication module. The at least one DC power supply system is connected to the at least one load. The DC solid-state circuit breaker is connected in series with the at least one load and the at least one DC power supply system. The current sensor is connected in series with the DC solid-state circuit breaker, the at least one load and the at least one DC power supply system. The reset/break controller is connected to the current sensor, and controls breaking and resetting of the DC solid-state circuit breaker. The reset communication module is connected to the reset/break controller.

Abstract: Disclosed here are various techniques for improving the testing and training of datasets comprising sequences of skeletal representations performing various actions. The dataset can be denoised by applying various techniques to determine noisy frames within each sequence and eliminating the sequences from the dataset when the number of noisy frames in the sequence is too large. In addition, the dataset may be augmented by various data augmentation techniques to manipulate the skeletal representations, after denoising.

Abstract: An organic-waste-recycling apparatus for fast formation of compost includes a processing barrel, a grinding device, a control device, a stirring device, and a guiding device. The processing barrel has a first feeding port and a second feeding port, a mixing room, and an output. To-be-processed objects are fed into the mixing room through the first feeding port or the second feeding port. The grinding device is between the first feeding port and the mixing room. The control device adjusts the temperature and the humidity in the mixing room. The stirring device rolls and blends the to-be-processed objects in the mixing room so that the to-be-processed objects are heated evenly. The guiding device guides the water vapor generated in the mixing room back to the mixing room. The apparatus decomposes and turns organic waste into organic carbon fertilizer that has economic value in an effective and efficient way.

Abstract: Disclosed herein is a method to disentangle linear-encoded facial semantics from facial images without external supervision. The method uses linear regression and sparse representation learning concepts to make the disentangled latent representations easily interpreted and manipulated. Generated facial images are decomposed into multiple semantic features and latent representations are extracted to capture interpretable facial semantics. The semantic features may be manipulated to synthesize photorealistic facial images by sampling along vectors representing the semantic features, thereby changing the associate semantics.

Abstract: A device, suitable for a V2X (Vehicle-to-everything) system, is disclosed. The device includes a wireless transceiver and a processor. The wireless transceiver is configured to receive a first collective perception message from a transmitting device of the V2X system. The first collective perception message comprises a first object age of a perceived object of the first collective perception message calculated by the transmitting device. The processor is coupled to the wireless transceiver, and the processor is configured to calculate a second object age of the perceived object of a second collective perception message. The second object age comprises a processing delay of the device and the first object age.

Abstract: Disclosed herein is a system and method for data augmentation for general object recognition which preserves the class identity of the augmented data. The system comprises an image recognition network an image generation network that take as input ground truth images and classes respectively and which generates a predicted class and an augmented image. A discriminator evaluates the predicted class and augmented image and provides feedback to the image recognition network and the image generation network.

Abstract: Disclosed here are various techniques for improving the testing and training of datasets comprising sequences of skeletal representations performing various actions. The dataset can be denoised by applying various techniques to determine noisy frames within each sequence and eliminating the sequences from the dataset when the number of noisy frames in the sequence is too large. In addition, the dataset may be augmented by various data augmentation techniques to manipulate the skeletal representations, after denoising.

Abstract: Disclosed here are various techniques for improving the testing and training of datasets comprising sequences of skeletal representations performing various actions. The dataset can be denoised by applying various techniques to determine noisy frames within each sequence and eliminating the sequences from the dataset when the number of noisy frames in the sequence is too large. In addition, the dataset may be augmented by various data augmentation techniques to manipulate the skeletal representations, after denoising.

Abstract: Disclosed herein is a method to disentangle linear-encoded facial semantics from facial images without external supervision. The method uses linear regression and sparse representation learning concepts to make the disentangled latent representations easily interpreted and manipulated. Generated facial images are decomposed into multiple semantic features and latent representations are extracted to capture interpretable facial semantics. The semantic features may be manipulated to synthesize photorealistic facial images by sampling along vectors representing the semantic features, thereby changing the associate semantics.

Abstract: A device, suitable for a V2X (Vehicle-to-everything) system, is disclosed. The device includes a wireless transceiver and a processor. The wireless transceiver is configured to receive a first collective perception message from a transmitting device of the V2X system. The first collective perception message comprises a first object age of a perceived object of the first collective perception message calculated by the transmitting device. The processor is coupled to the wireless transceiver, and the processor is configured to calculate a second object age of the perceived object of a second collective perception message. The second object age comprises a processing delay of the device and the first object age.

Abstract: An electronic device used in a method for expanding image depth obtains first images by a first sensor, the first images comprising depth information. The electronic device obtains second images by a second sensor, the second images comprising gradient information, and the first images correspond to the second images. The electronic device determines the pixels in the first images which contain expandable content according to the gradient information of the second images, applies expansion accordingly to the pixels in the first images to generate third images, and generate target depth maps according to the gradient information of the second images and the depth information of the third images.

Abstract: The present invention relates to a traffic situation detecting method. The method includes steps of acquiring a current location, a speed of movement and a direction of movement for a ground vehicle; using the current location as a starting point and drawing a detecting scope on a digital map toward the direction of movement; varying a size of the detecting scope in adaptive to an interval of the speed to which the speed of movement belongs; accessing a traffic server to retrieve a traffic event and determining whether the traffic event is situated within the detecting scope; and marking the traffic event located within the detecting scope on a digital map.

Abstract: The present disclosure relates to a use of an ADAM9 inhibitor in manufacture of an immunomodulator. The immunomodulator can change the distribution of immune cells in a tumor and increase the infiltration of the immune cells, thereby increasing the efficacy of cancer immunotherapy. Furthermore, the immunomodulator can be used to enhance an effectiveness of a cancer immunotherapy, and the ADAM9 inhibitor can be a compound of Formula (I), or a pharmaceutically acceptable salt or stereoisomer thereof.

Abstract: An electronic device used in a method for expanding image depth obtains first images by a first sensor, the first images comprising depth information. The electronic device obtains second images by a second sensor, the second images comprising gradient information, and the first images correspond to the second images. The electronic device determines the pixels in the first images which contain expandable content according to the gradient information of the second images, applies expansion accordingly to the pixels in the first images to generate third images, and generate target depth maps according to the gradient information of the second images and the depth information of the third images.

Abstract: The present invention relates to a traffic situation detecting method. The method includes steps of acquiring a current location, a speed of movement and a direction of movement for a ground vehicle; using the current location as a starting point and drawing a detecting scope on a digital map toward the direction of movement; varying a size of the detecting scope in adaptive to an interval of the speed to which the speed of movement belongs; accessing a traffic server to retrieve a traffic event and determining whether the traffic event is situated within the detecting scope; and marking the traffic event located within the detecting scope on a digital map.

Abstract: An imaging device provides efficient heat transfer by orienting components of the imaging device such that heat is transferred out of the imaging device instead of within the imaging device assembly. Heat is transferred out of the imaging device assembly through a printed circuit board to which the assembly housing is mounted thereon and/or through the housing itself.

Abstract: A honeybee behavior monitoring system, including a honeybee behavior monitoring device positioned in a beehive for counting and recording the in-and-out activity of honeybees near a beehive, wherein the honeybee behavior monitoring device includes a first sensing unit and a second sensing unit for generating sensing signals; a counting unit for recording and determining whether honeybees are entering or departing from the beehive; a transmission unit for transmitting the in-and-out activity count to an external device, wherein each honeybee behavior monitoring device transfers data therebetween via a wireless sensing network, and finally data is transmitted to a rear-end server for storage and subsequent analysis of honeybee behaviors according to the status of counting and recording in each honeybee behavior monitoring device and ambient beehive environmental data or meteorological data, thereby providing accurate in-and-out activity counts to facilitate honeybee behavior studies.