Abstract: A model learning device determines a first machine learning model so as to further increase a combined loss function obtained by combining: a first loss function indicating the level of change in the reliability of a second image feature in a feature region of a reconstructed image, from the reliability of a first image feature in a feature region of the original image; and a second loss function indicating the level of recognition error. In addition, the model learning device: determines, so as to further reduce the combined loss function, respective parameter sets for a second machine learning model used in the generation of compressed data, and a third machine learning model used in the generation of the reconstructed image from the compressed data; and determines a parameter set for the fourth machine learning model in common with that for the first machine learning model.

Abstract: To provide a technique which makes it possible to suitably estimate an important region and a non-important region in an image, an information processing apparatus includes: an obtaining means for obtaining input data which includes at least one of image data and point cloud data; an estimating means for estimating levels of importance with respect to a respective plurality of regions which are included in a frame indicated by the input data; a replacing means for generating replaced data by replacing at least one of the plurality of regions, which are included in the input data, with alternative data in accordance with the levels of importance; an evaluating means for deriving an evaluation value by referring to the replaced data; and a training means for training the estimating means with reference to the evaluation value.

Abstract: To provide a technique which makes it possible to suitably estimate an important region and a non-important region in an image, an information processing apparatus (1) includes: an obtaining means (10) for obtaining input data which includes at least one of image data and point cloud data; an estimating means (11) for estimating levels of importance with respect to a respective plurality of regions which are included in a frame indicated by the input data; a replacing means (12) for generating replaced data by replacing at least one of the plurality of regions, which are included in the input data, with alternative data in accordance with the levels of importance; an evaluating means (13) for deriving an evaluation value by referring to the replaced data; and a training means (14) for training the estimating means with reference to the evaluation value.

Abstract: Provided is an image processing apparatus which makes it possible to, during remote control, carry out suitable monitoring while suitably suppressing a transmission load. An image processing apparatus includes: an obtaining means for obtaining an image which has been captured from a movable body; an importance level estimating means for estimating levels of importance with respect to a respective plurality of regions included in the image; and a quality parameter determining means for determining quality parameters with respect to the respective plurality of regions with reference to the levels of importance.

Abstract: A lens array included in a display switching device according to one or more embodiments may include a portion having a greater average of curvature radii of microlenses at a greater distance from a predetermined lens reference position on a surface of the lens array including the microlenses.

Abstract: A first distribution estimating device determines a first probability distribution of quantized values in a predetermined value range corresponding to an input value, by using a first machine learning model. A first sampling device samples the quantized values and determines a first sample value, using the first probability distribution. A second distribution estimating device determines a second probability distribution corresponding to the first sample value, by using a second machine learning model. A second sampling device samples the quantized values in the value range and determines a second sample value, using the second probability distribution. It can be implemented in the form of any of an information processing system, an encoding device, a decoding device, a model learning device, an information processing method, an encoding method, a decoding method, a model learning method, and a program storage medium.

Abstract: Provided is a resin film that can be firmly adhered to fabric materials formed of chemical/synthetic fibers and natural fibers such as Japanese paper, nonwoven fabrics, textiles, and tatami-matting, and that has extremely low moisture permeability and oxygen permeability for enabling the fabric material to be suitable as excellent automobile interior materials, railroad vehicle interior materials, members for housings, and household appliance members. More specifically, the present invention is a resin film (10) including: a melt-adhesion filling layer (12) formed of an olefin based resin that contains a modified polyolefin resin and has a melt flow rate (MFR: test condition being 170° C. under a load of 2.16 kg) higher than 0.5 g/10 min but lower than 54.0 g/10 min; and a functional layer (14) formed of a thermoplastic resin and laminated on a surface of the melt-adhesion filling layer (12).

Abstract: Provided is a resin film that can be firmly adhered to a native wood sliced veneer, has extremely low moisture permeability and oxygen permeability, and can provide the sliced veneer with excellent automobile interior suitability. A resin film 10 of the present invention includes: a melt-adhesion filling layer 12 formed of an olefin based resin whose melt flow rate (MFR: test condition being 170° C. and 2.1 kgf) is 2.5 to 33.0 g/10 min, the olefin based resin including a modified polyolefin resin; and a functional layer 14 that is formed of a thermoplastic resin and that is to be laminated on a surface of the melt-adhesion filling layer 12.

Abstract: A color image forming apparatus for forming images in a mono-chromatic and full-color mode on an image bearing member by an electrophotographic system controls a cleaning device to operate for a time period according to a specific weighting factor corresponding to whether the image forming apparatus is in the mono-chromatic or full-color mode. In this manner, excess operating time of the cleaning device is eliminated to thereby enable the image forming speed to be improved. The image bearing member is an intermediate transfer member.

Abstract: Provided is an apparatus for efficiently forming images (color or black-and-white) on both sides of recording mediums. To this end, a provided image forming apparatus for forming a plurality of images successively on recording mediums is featured in comprising: 1) intermediate transfer means capable of retaining an image corresponding to the image to be formed, 2) transfer means for transferring the image on the intermediate transfer means onto a recording medium, and 3) reversing means for reversing the recording medium so that an image is to be formed on the rear side of the recording medium having the image transferred onto the front side thereof. Further, a control process for image forming is performed by controlling a sequence of forming the plurality of images depending on an image forming condition when the plurality of images are formed successively on both sides of the recording mediums under cooperation with the reversing means.

Abstract: If density control is executed during continuous printing, not only the throughput of the interrupted job decreases, but also the density difference between images output before and after the printing interruption may become visually conspicuous. In this invention, a command and a status are exchanged with an external device, and the density of the visible image formed by an image forming section is controlled in accordance with a predetermined command received. When the number of visible images formed by the forming section reaches the first predetermined number, a status instructing execution of density control is transmitted to the external device. When no density control is executed upon transmission of the status instructing execution of the density control and the number of visible images formed by the forming section reaches the second predetermined number, density control is executed regardless of the predetermined command.

Abstract: Disclosed is an image forming appartus for judging life of photosensitive member based on revolution number of intermediate transfer member. The image forming apparatus is provided with a photosensitive rotary drum for carrying an electrostatic latent image, a developing unit for developing the electrostatic latent image on the photosensitive rotary drum with a toner, a medium transfer rotary member to which the toner image on the photosensitive drum is transferred and mediates the toner image between the photosensitive drum and a recording sheet, an integration counter for integrating revolution number information of the medium transfer rotary member, and a judging unit for judging a life of the image holding member on the basis of the number of revolutions counted by a counter. A circumference of the medium transfer rotary member is substantially integer times as large as a circumference of the photosensitive drum.

Abstract: An image forming apparatus has a photosensitive drum on which toner images of different colors are formed and sequentially transferred in layers to an intermediate transfer drum. In the continuous color image formation, depending on whether to be the first page or after second page, for example, the control of the correcting system for color mis-registration is switched so that the mechanical effect on the apparatus caused by biasing and unbiasing actions of a transfer roller and an ICL roller toward the intermediate transfer drum in each condition can be suppressed to the minimum without penalties in throughput.

Abstract: A photocoupler consisting of a light emitting unit and a photo sensing unit is arranged at a predetermined position of a recording medium feeding path to thereby detect the presence or absence of the recording medium. The light emitting unit is driven by a drive signal having a predetermined signal format. A photo signal of the light emitting unit corresponding to the drive signal is detected by the photo sensing unit, thereby detecting the presence or absence of the recording medium. The recording medium is fed to a predetermined recording position on the basis of the detection of the recording medium.

Abstract: A recording apparatus for effecting recording on a recording medium includes a recording head, a reversible motor, a force transmitting pulley for transmitting the drive force of the motor, a timing belt having a toothed portion engageable with teeth of the force transmitting pulley to receive the transmission of the force in order to move the recording head and an untoothed portion for idly rotating the pulley, and a controller for controlling the motor. The toothed portion of the belt includes two teeth at opposite ends of the untoothed portion, one of which is formed into such a shape that it is difficult for a tooth of the pulley to run thereon.

Abstract: A recording apparatus for effecting recording on a recording medium has a recording head for effecting recording on the recording medium, a reversible motor, a force transmitting device for transmitting the drive force of the motor, a belt having both an engagement portion engageable with the force transmitting device to receive the transmission of the force in order to move the recording head, and an area in which the engagement portion is not provided, and a control unit for controlling the motor so that the motor is rotated in a reverse direction and thereafter rotated in a forward direction when the engagement portion of the belt is brought into engagement with the force transmitting device.

Abstract: A driving method for an ink jet recording head, causes liquid emission not intended for recording by energizing driving elements provided respectively corresponding to plural nozzles and provided for generating energy for liquid emission. The driving elements are energized in succession starting from the driving element corresponding to the upper-most nozzle toward the one corresponding to the lower-most nozzle.

Abstract: A recording apparatus preferably usable for desk-set type electronic calculator, computer, word processor, electronic typewriter or the like of the type having a platen detachably incorporated therein. The platen is operatively connected to an upper case. When it is to be removed from the apparatus, the case is first removed and the platen is then displaced away from the operative position by a turning movement in accordance with a removing movement of the case. Recording paper can be placed on the lower guide surface which is exposed to the outside. On completion of placing of the recording paper the case is closed together with the platen by way of the reverse steps until the platen assumes the operative position. To assure that the recording paper is stably held on the lower guide surface even after the platen is displaced away from the operative position, the base board is formed with an opposing pair of semispherical projections on the inner side walls.

Abstract: An electronic component and a wiring pattern on a printed board are connected electrically by a sheet connector having a conducting layer formed on a surface of an insulating sheet. This provides a mounting assembly for an electronic component which can make simultaneous connection easily and accurately between electrodes of the electronic component, and between electrodes of the printed board, as well as connecting the electronic component and the printed board.