Abstract: A modeling system accesses a mesh model generated via a light detection and ranging (LiDAR) scan of an environment comprising a room, the mesh model including anchors corresponding to walls, a floor, and a ceiling of the room. The modeling system generates, based on the anchors in the mesh model, alternate walls for a modified mesh model, the alternate walls corresponding to mesh facets of the mesh model. The modeling system modifies a configuration of the mesh facets of the alternate walls to generate the modified mesh model. The modeling system renders a three-dimensional (3D) model of the environment from the modified mesh model.

Abstract: A modeling system accesses a mesh model generated via a light detection and ranging (LiDAR) scan of an environment comprising a room, the mesh model including anchors corresponding to walls, a floor, and a ceiling of the room. The modeling system generates, based on the anchors in the mesh model, alternate walls for a modified mesh model, the alternate walls corresponding to mesh facets of the mesh model. The modeling system modifies a configuration of the mesh facets of the alternate walls to generate the modified mesh model. The modeling system renders a three-dimensional (3D) model of the environment from the modified mesh model.

Abstract: A method of training a neural network for home improvement visualization is disclosed. The method may include receiving a set of annotated images of houses to train the neural network, augmenting the set of annotated images of houses to generate additional annotated images of houses for the neural network, processing the annotates images of houses and the additional annotated images of houses to train the neural network, refining the set of annotated images of houses by detecting the edges elements in the images and adjusting the annotations based on the edge detection, and outputting a trained neural network.

Abstract: A method of training a neural network for home improvement visualization is disclosed. The method may include receiving a set of annotated images of houses to train the neural network, augmenting the set of annotated images of houses to generate additional annotated images of houses for the neural network, processing the annotates images of houses and the additional annotated images of houses to train the neural network, refining the set of annotated images of houses by detecting the edges elements in the images and adjusting the annotations based on the edge detection, and outputting a trained neural network.

Abstract: A machine of console includes a processor and a machine readable medium accessible by the processor. The processor being adapted to execute instructions including categorizing incidents based on parameters of the incidents; identifying solutions, at least partially, based on the categorization of the incidents; measuring mean time to restoration; monitoring post-restoration incidents over a period of time; and storing effective solutions into a database corresponding to the category.

Abstract: Illuminated poster frame with a frame box including a front frame, side panels and a rear panel, the frame box including a front clear panel. The top panel of the frame box has a slit to removably retain an inner frame that houses a poster. The inner frame has a front frame portion and a rear frame portion to removably retain the poster. The poster is printed on transparent of translucent material capable of transmitting light so that the entire poster is illuminated. The inside of the frame box includes a formed sheet having a plurality of recesses that each retains an amber LED. A translucent sheet placed in front of the LED holding sheet diffuses the light emanating from the LED's. A power source such as a battery supply or a wall pack transformer powers the LED's.

Abstract: Illuminated poster frame with a frame box including a front frame, side panels and a rear panel, the frame box including a front clear panel. The top panel of the frame box has a slit to removably retain an inner frame that houses a poster. The inner frame has a front frame portion and a rear frame portion to removably retain the poster. The poster is printed on transparent of translucent material capable of transmitting light so that the entire poster is illuminated. The inside of the frame box includes a formed sheet having a plurality of recesses that each retains an amber LED. A translucent sheet placed in front of the LED holding sheet diffuses the light emanating from the LED's. A power source such as a battery supply or a wall pack transformer powers the LED's.