Abstract: A signal filtering device includes: a separation unit that separates a predetermined number of possibility signals from a mixed signal as possibilities of a target signal; an encoding unit that encodes related information of the target signal into a first feature vector and encodes the predetermined number of possibility signals into the predetermined number of second feature vectors; and a selection unit that derives a similarity between the first feature vector and the second feature vector for each of the possibility signals, and selects a possibility signal of the possibility signals having the highest similarity as the target signal from the predetermined number of possibility signals. The selection unit may derive an inner product of the first feature vector and the second feature vector as the similarity. The predetermined number of possibility signals may be voice signals associated with the predetermined number of sound sources.

Abstract: One aspect of the present invention is a learning device including a self-learning unit that updates content of main conversion processing for converting data to be processed into data in a predetermined format by executing self-supervised learning, and a data augmentation unit that executes data augmentation processing of generating data to be processed in the main conversion processing based on an acoustic time series, in which the data augmentation unit performs acoustic time series clipping processing of clipping a partial time series that is a time series of a part of the acoustic time series, duplication processing of duplicating the partial time series, and conversion processing of converting one and the other of the partial time series according to a predetermined rule, and the self-learning unit updates the content of the main conversion processing by self-supervised learning based on a result obtained by the conversion processing.

Abstract: In one embodiment, An MRI apparatus comprising processing circuitry configured to: acquire an optical image of an object placed on a table of a bed; acquire information on an examination portion of the object; and select a specific RF coil to be used for imaging the examination portion of the object from a plurality of available RF coils based on the optical image and information on the plurality of available RF coils specified from the information on the examination portion.

Abstract: A medical image diagnosis apparatus according to an embodiment includes movable member which moves in a bore along the central axis of the bore formed in a gantry provided with a medical imaging mechanism concerning imaging a subject, couchtop which inserts into the bore, screen provided for the member and having a picture from a projector projected thereon, first frame connected to the member and positioned on the projector side for the screen, a second frame supporting a reflection board and being movable along the first frame, and processing circuitry which estimates a posture of the examined subject based on one of the position of the reflection board concerning the screen and the orientation of the head of the examined subject, determines a rotation amount of the picture on the basis of the posture, and controls the projector so as to rotate the picture according to the rotation amount.