Abstract: A training system includes: a model; and a training module configured to: construct a first pair of images of at least a first portion of a first human captured at different times; construct a second pair of images of at least a second portion of a second human captured at the same time from different points of view; input the first and second pairs of images to the model; the model configured to: generate first and second reconstructed images of the at least the first portion of the first human based on the first and second pairs, respectively, and the training module is configured to selectively adjust one or more parameters of the model based on: the first reconstructed image and the second reconstructed image.

Abstract: A method includes: performing unsupervised pre-training of a model, the model including and a decoder including: obtaining a first image and a second image under different conditions or from different viewpoints; encoding, by the encoder, the first image into a representation of the first image and the second image into a representation of the second image; transforming the representation of the first image into a transformed representation; decoding, by the decoder, the transformed representation into a reconstructed image, where the transforming of the representation of the first image and the decoding of the transformed representation is based on the representation of the first image and the representation of the second image; and adjusting one or more parameters of at least one of the encoder and the decoder based on minimizing a loss; and fine-tuning the model, initialized with a set of task specific encoder parameters, for a geometric vision task.

Abstract: Systems and methods are provided for retrofitting a Wi-Fi sensing module into a housing of a switch or socket. A cover is removed from the housing to reveal a space comprising an electrical wire. A Wi-Fi sensing module is inserted into the space and connected to the electrical wire. The cover is then secured to the housing to fully conceal the Wi-Fi sensing module.

Abstract: A computer-implemented method of configuring a sensing system for monitoring a place, the sensing system comprising a plurality of network devices located in the place and including at least one network device configured as a transmitter to transmit wireless signals over a wireless channel and at least one network device configured as a receiver to receive wireless signals transmitted in the place and subject to disturbance by the place. Wireless signals are transmitted from the transmitter. Disturbed wireless signals are detected at the receiver. A characteristic of a first physical configuration of the network devices is determined from the disturbed wireless signals, and feedback based on the characteristic is provided to a user, via a user interface of a client device associated with the user. It is detected that a second physical configuration has been implemented in response to the feedback, and a characteristic of a second physical configuration is determined.

Abstract: A monitoring system for monitoring a plurality of places at separate geographical locations, the monitoring system comprising a computer device having a user interface configured to receive an identifier of a monitoring user, a processor configured to process multiple streams of sensed data, each stream of sensed data comprising sensed data for a respective one of the plurality of places and indicative of one or more sensed event in the respective place, to generate display data for display at the user interface of the computer device, wherein the displayed data comprises a respective visual representation of a set of data for each of the plurality of places and the processor configured to simultaneously render at the user interface at least two of the sets of data associated respectively with at least two of the plurality of places associated with the monitoring user.

Abstract: A device for controlling operation of lighting units including: an image capture module for capturing image data representing an output lighting characteristic of at least a first lighting unit; at least one data store module operably connected with the image capture module for storing the captured image data and an associated lighting unit settings data, said associated lighting unit settings data being indicative of lighting unit settings of the first lighting unit for producing the output lighting characteristic of the first lighting unit represented by the captured image data; an electronic display module for displaying an image of the output lighting characteristic of the at least one first lighting unit represented by the captured image data; an input module for receiving an input indicative of a selection relating to the image of the output lighting characteristic of the at least one first lighting unit displayed on the electronic display module, whereby responsive to the selection, a controller module

Abstract: A dimmable LED module configured for electrical connection with an AC mains power supply via a switch (9), the dimmable lighting module including a plurality of activatable LED light sources configured for emitting a corresponding lighting characteristic when activated, and, a control unit (4) configured for selectably activating at least one of the plurality of LED light sources in response to a control signal generated by a predetermined switching operation of the switch (9) that is received by the control unit (4) such that a plurality of lighting modes are able to be selectably output from the dimmable LED module corresponding to the at least one of the plurality of LED light sources that are selectably activated by the control unit (4), the plurality of lighting modes being indicative of a resulting lighting characteristic emitted by the at least one of the plurality of selectably activated LED light sources corresponding to the lighting modes, wherein the plurality of lighting modes include at least a f

Abstract: A dimmable LED module configured for electrical connection with an AC mains power supply via a switch (9), the dimmable lighting module including a plurality of activatable LED light sources configured for emitting a corresponding lighting characteristic when activated, and, a control unit (4) configured for selectably activating at least one of the plurality of LED light sources in response to a control signal generated by a predetermined switching operation of the switch (9) that is received by the control unit (4) such that a plurality of lighting modes are able to be selectably output from the dimmable LED module corresponding to the at least one of the plurality of LED light sources that are selectably activated by the control unit (4), the plurality of lighting modes being indicative of a resulting lighting characteristic emitted by the at least one of the plurality of selectably activated LED light sources corresponding to the lighting modes, wherein the plurality of lighting modes include at least a f