Abstract: A non-transitory, computer-readable medium includes instructions that causes at least one processing device to display a graphical user interface (GUI) configured to facilitate generating a synthetic dataset including a plurality of images. The GUI includes a dataset size selector to receive user input to indicate a number of images to generate and include in the synthetic dataset; a target object type selector to receive user input indicative of at least one selected target object type to feature in the synthetic dataset; one or more image parameter variability controls to receive user input indicative of at least one variation to include in the synthetic dataset relative to target object representations generated based on the at least one selected target object type; and a dataset generation control to initiate generating the synthetic dataset. The synthetic dataset is generated according to the size input, target object type input, and variability input.

Abstract: A non-transitory, computer-readable medium includes instructions that causes at least one processing device to display a graphical user interface (GUI) configured to facilitate generating a synthetic dataset including a plurality of images. The GUI includes a dataset size selector to receive user input to indicate a number of images to generate and include in the synthetic dataset; a target object type selector to receive user input indicative of at least one selected target object type to feature in the synthetic dataset; one or more image parameter variability controls to receive user input indicative of at least one variation to include in the synthetic dataset relative to target object representations generated based on the at least one selected target object type; and a dataset generation control to initiate generating the synthetic dataset. The synthetic dataset is generated according to the size input, target object type input, and variability input.

Abstract: A non-transitory, computer-readable medium includes instructions that causes at least one processing device to display a graphical user interface (GUI) configured to facilitate generating a synthetic dataset including a plurality of images. The GUI includes a dataset size selector to receive user input to indicate a number of images to generate and include in the synthetic dataset; a target object type selector to receive user input indicative of at least one selected target object type to feature in the synthetic dataset; one or more image parameter variability controls to receive user input indicative of at least one variation to include in the synthetic dataset relative to target object representations generated based on the at least one selected target object type; and a dataset generation control to initiate generating the synthetic dataset. The synthetic dataset is generated according to the size input, target object type input, and variability input.

Abstract: A non-transitory, computer-readable medium includes instructions that causes at least one processing device to display a graphical user interface (GUI) configured to facilitate generating a synthetic dataset including a plurality of images. The GUI includes a dataset size selector to receive user input to indicate a number of images to generate and include in the synthetic dataset; a target object type selector to receive user input indicative of at least one selected target object type to feature in the synthetic dataset; one or more image parameter variability controls to receive user input indicative of at least one variation to include in the synthetic dataset relative to target object representations generated based on the at least one selected target object type; and a dataset generation control to initiate generating the synthetic dataset. The synthetic dataset is generated according to the size input, target object type input, and variability input.

Abstract: A non-transitory, computer-readable medium includes instructions that causes at least one processing device to display a graphical user interface (GUI) configured to facilitate generating a synthetic dataset including a plurality of images. The GUI includes a dataset size selector to receive user input to indicate a number of images to generate and include in the synthetic dataset; a target object type selector to receive user input indicative of at least one selected target object type to feature in the synthetic dataset; one or more image parameter variability controls to receive user input indicative of at least one variation to include in the synthetic dataset relative to target object representations generated based on the at least one selected target object type; and a dataset generation control to initiate generating the synthetic dataset. The synthetic dataset is generated according to the size input, target object type input, and variability input.

Abstract: A non-transitory, computer-readable medium includes instructions that causes at least one processing device to display a graphical user interface (GUI) configured to facilitate generating a synthetic dataset including a plurality of images. The GUI includes a dataset size selector to receive user input to indicate a number of images to generate and include in the synthetic dataset; a target object type selector to receive user input indicative of at least one selected target object type to feature in the synthetic dataset; one or more image parameter variability controls to receive user input indicative of at least one variation to include in the synthetic dataset relative to target object representations generated based on the at least one selected target object type; and a dataset generation control to initiate generating the synthetic dataset. The synthetic dataset is generated according to the size input, target object type input, and variability input.

Abstract: A non-transitory, computer-readable medium includes instructions that causes at least one processing device to display a graphical user interface (GUI) configured to facilitate generating a synthetic dataset including a plurality of images. The GUI includes a dataset size selector to receive user input to indicate a number of images to generate and include in the synthetic dataset; a target object type selector to receive user input indicative of at least one selected target object type to feature in the synthetic dataset; one or more image parameter variability controls to receive user input indicative of at least one variation to include in the synthetic dataset relative to target object representations generated based on the at least one selected target object type; and a dataset generation control to initiate generating the synthetic dataset. The synthetic dataset is generated according to the size input, target object type input, and variability input.

Abstract: A system and methods are provided for large-scale generation of photorealistic 3D models, including training texture map and 3D mesh encoder and decoder neural networks, and training a sampler neural network to convert random seeds into input vectors for the texture map and 3D mesh decoder networks. Training the sampler neural network may include feeding random seeds to the sampler neural network, generating training 3D models from the texture map and 3D mesh decoders, rendering 2D images from the training 3D models, back-propagating output of realism classifier and of a uniqueness function of the 2D images to the sampler neural network; and providing the trained sampler neural network with additional random seed inputs to generate multiple respective input vectors for the texture map and 3D mesh decoders, and responsively generating by the texture map and 3D mesh decoders multiple new 3D models.

Abstract: Technologies are described for devices and methods to couple a hose to another hose or apparatus. The device may comprise a first side with at least two barbed fittings, each configured to insert into a flexible hose to create a waterproof seal. A diameter of each barbed fitting may increase in size from a first end of the first side to a second end of the first side. The device may comprise a second side with at least two male fittings, each configured to threadly interact with threads of a female fitting to create a waterproof seal. A diameter of each two male fitting may increase in size from a first end of the second side to a second end of the second side. The device may comprise a separator rim attached to the second end of the first side and to the second end of the second side.

Abstract: Technologies are described for devices and methods to couple a hose to another hose or apparatus. The device may comprise a first side with at least two barbed fittings, each configured to insert into a flexible hose to create a waterproof seal. A diameter of each barbed fitting may increase in size from a first end of the first side to a second end of the first side. The device may comprise a second side with at least two male fittings, each configured to threadly interact with threads of a female fitting to create a waterproof seal. A diameter of each two male fitting may increase in size from a first end of the second side to a second end of the second side. The device may comprise a separator rim attached to the second end of the first side and to the second end of the second side.

Abstract: Processes and systems are disclosed for accessing and providing information obtained from a source. The processes and systems allow for accessing data stored in an electronic storage medium and providing a first set of information derived from the data stored in the storage medium. The processes and systems also provide a second set of information comprising detail data underlying the summary data.

Abstract: Processes and systems are disclosed for accessing and providing information obtained from a source. The processes and systems allow for accessing data stored in an electronic storage medium and providing a first set of information derived from the data stored in the storage medium. The processes and systems also provide a second set of information comprising detail data underlying the summary data.

Abstract: A swivel coupling for electrical conduit is formed of a pair of arcuate tubular sections joined together at a pair of connecting flanges. A liquid tight seal is provided by an O-ring which seats in registered annular grooves in the face of each flange. A coupling nut tightens the flanges against one another. Formed at the end of one of the sections is a junction box fitting including a threaded nipple which is inserted through an opening of the junction box until a stop nut, positioned on the nipple, engages the box. A tightening nut is engaged over the nipple from the interior of the junction box to secure the swivel coupling to the box. The end of the other tubular section includes a conduit fitting for securing a length of electrical conduit. Because the stop nut is installed after the coupling nut has been advanced past the nipple, a reduced diameter coupling nut may be employed.