Abstract: Provided are a method and an apparatus for performing scalable video decoding, wherein the method and the apparatus down-sample input video, determine the down-sampled input video as base layer video, generate prediction video for enhancement layer video by applying an up-scaling filter to the base layer video, and code the base layer video and the prediction video, wherein the up-scaling filter is a convolution filter of a deep neural network.

Abstract: Disclosed are a video processing method and a device therefor. The video processing method may include receiving a video comprising a plurality of temporal portions, receiving a first model parameter corresponding to a first neural network to process the video entirely, receiving residues between the first model parameter and a plurality of second model parameters corresponding to a plurality of second neural networks to process the plurality of temporal portions, and performing at least one of super-resolution, reverse or inverse tone mapping, tone mapping, frame interpolation, motion deblurring, denoising, and compression artifact removal on the video based on the residues.

Abstract: Provided are a method and an apparatus for performing scalable video decoding, wherein the method and the apparatus down-sample input video, determine the down-sampled input video as base layer video, generate prediction video for enhancement layer video by applying an up-scaling filter to the base layer video, and code the base layer video and the prediction video, wherein the up-scaling filter is a convolution filter of a deep neural network.

Abstract: Disclosed is an apparatus for fumigating germicidal and deodorant agent used in disinfecting and deodorizing the interior of an air conditioner employed in a building or an automobile. The apparatus has a supporter, on which a container containing the germicidal and deodorant agent is disposed; a heating assembly for heating the container; and a power supply section for applying electric power to the heating heating assembly. The heating assembly comprises a heater housing standing at a central upper portion of the supporter and having an electric terminal through which the electric power is applied from the power supply section, and a PTC heater disposed in the heater housing and being connected with the electric terminal of the heater housing. The power supply section has a timer for cutting off the electric power when preset time has passed after the electric power was started to be supplied through the power supply section.