Abstract: Embodiments provide an automated approach for generating unbiased synthesized image-label pairs for colorization training of retro photographs. Modern grayscale images with corresponding color images are translated to images with the characteristics of retro photographs, thereby producing training data that pairs images with the characteristics of retro paragraphs with corresponding color images. This training data can then be employed to train a deep learning model to colorize retro photographs more effectively.

Abstract: An example embodiment may involve obtaining an input pixel map of a digital image containing an array of a×b pixel macro-cells; classifying each of the a×b pixel macro-cells as P class cells for substantially lossless compression or Q class cells for lossy compression; creating a first intermediate pixel map representing: the P class cells as is, and the Q class cells with all zero values; creating a second intermediate pixel map representing: the P class cells with all zero values, and the Q class cells as is; encoding the first intermediate pixel map into a first output stream by using substantially lossless compression; and encoding the second intermediate pixel map into a second output stream by: downsampling the P class cells and the Q class cells therein, and serializing representations the downsampled cells.

Abstract: A printing system includes a printing device. The printing device includes a raster image processor (RIP) system that renders pages of a print job for printing. The RIP system processes pages of the print job in parallel. It also processes job is parallel. If an error occurs when processing a page using a standard RIP, then the RIP system activates a failover RIP. The failover RIP uses a different strategy for processing the page than a standard RIP. The failover RIP is configured to implement the strategy. A failover queue is used to store error pages to wait for processing by the failover queue. The processed page is outputted from the failover RIP to a front end of the RIP system.

Abstract: An image reading apparatus includes a common transport route, a first and a second transport route, a first and a second image sensor, a first and a second discharge tray, and a controller. The controller executes a first reading mode including guiding the document from the common transport route to the first transport route, reading the image on the first face of the document with the first image sensor, and discharging the document to the first discharge tray, or a second reading mode including reading the image on the second face of the document with the second image sensor, guiding the document from the common transport route to the second transport route, and discharging the document to the second discharge tray, inhibits the first reading mode, upon deciding that the first discharge tray is full, and inhibits the second reading mode, upon deciding that the second discharge tray is full.

Abstract: A display control device includes a display section and a display controller. The display controller controls the display section so as to cause the display section to display a first image (703a to 703f) and a second image. The first image (703a to 703f) is displayed in an upper layer for the second image. The first image (703a to 703f) represents a category item. The second image represents a setting item belonging to the category item. The display controller controls the display section so as to cause the display section to display a predetermined image (705) in the first image (703a to 703f) according to the setting item that has been entered.

Abstract: A sheet folding device includes a sheet conveyance path, first and second side plates, a first folding roller pair, a first folding guide, and a guide drive mechanism. The first folding guide is reciprocatable between a folding position and a retracted position, and includes a guide main body and first and second arms provided respectively at both ends of the guide main body. The guide drive mechanism includes a drive source provided on the first side plate, a first drive transmission portion that transmits a drive force of the drive source to the first arm, a second drive transmission portion that transmits the drive force to the second arm, and a drive coupling portion that couples the first drive transmission portion to the second drive transmission portion and transmits the drive force from the first drive transmission portion to the second drive transmission portion.

Abstract: A developing device includes a development container, a developer carrying member, and a regulation blade. The development container is for containing a non-magnetic one-component developer composed only of the toner. The developer carrying member is manufactured by a polishing method and includes a rotary shaft and a roller portion stacked on an outer circumferential surface of the rotary shaft, and a toner layer is formed on the roller portion. The regulation blade contacts the outer circumferential surface of the roller portion so as to regulate a thickness of the toner layer. When ten-point average roughnesses in a circumferential direction and in an axial direction of the roller portion are indicated as Rz1 and Rz2, respectively, Rz1/Rz2?1.5 is satisfied, and a contact linear pressure of the regulation blade with respect to the roller portion is not less than 15 [N/m] and not more than 40 [N/m].

Abstract: A postprocessing device includes a processing tray, a sheet processor, an air blower, an inlet roller pair, and a drive controller. The air blower forms an air layer between an upper face of a first recording sheet already placed on a loading surface of the processing tray, and a lower face of a second recording sheet to be newly placed on the processing tray, by sending air along a transport direction of the recording sheet, from an upstream side in the transport direction toward the loading surface. The drive controller performs an air sending operation, by causing the air blower to send air along the transport direction, before a second recording sheet contacts the upper face of the first recording sheet, and stop sending air before a trailing edge of the second recording sheet in the transport direction passes a nip region defined by the inlet roller pair.

Abstract: A digital image comparator includes an Faster R-CNN configured to generate a filtered set of local feature maps of an input image, a match head, and logic to preserve the local feature maps in an indexed data structure and to make the local feature maps retrievable by the match head via local feature map indexes.

Abstract: An image forming apparatus includes an image forming device, a controller, and an image processor that creates a reduced-size image from an original-size image of back-side image data at a size reduction ratio according to a magnification ratio from a first shrunk state of a recording paper sheet with only a front-side image formed to a second shrunk state after formation of the front-side and back-side images so that the back-side and front-side images on the sheet match respective original sizes of front-side image data and back-side image data. The controller allows the image forming device to form the front-side image, sets, based on a margin formed by the size reduction, a print start position for a back side of the sheet where the front-side and back-side images on the sheet are locationally aligned, and then allows the image forming device to form the reduced-size image as the back-side image.

Abstract: A scanning control for a photocopier includes a pair of identically weighted networks configured to perform feature extraction on images and a memory storing registered security patterns. A match head of the scanning control receives an image pair, wherein a first image of the image pair is generated by a scanning element of the photocopier, and a second image of the image pair is obtained from the registered security patterns, and outputs a match score for the image pair. The output of the match head coupled controls operation of the scanning element.

Abstract: A method and a system for managing login information of a computing system during a debugging process are disclosed. The login information is composed according to a number of roles and their associated policies. Some roles have higher authorized levels to view sensitive information. To protect privacy, a technician who access the computing system will not be able to view all content of information. If this restriction prevents the technician to debug the system, the technician can request an upgrade. A new login information with a higher authorized level will be temporarily granted to the technician that allows the technician to view and access more content of information.

Abstract: An image forming apparatus includes a developing member, a first detection processing portion, and an acquisition processing portion. The developing member conveys developer to a facing portion between the developing member and the image-carrying member. The first detection processing portion detects a first development current for each of a plurality of specific voltages with different DC voltage values applied to the developing member, the first development current flowing, in response to application of the specific voltages, through the facing portion including the developer and a specific exposed area, formed by the light emitting portion, on the image-carrying member. The acquisition processing portion acquires a potential value of the specific exposed area based on the DC voltage values of the specific voltages and current values of the first development current, detected by the first detection processing portion, corresponding to the respective specific voltages.

Abstract: When printing is performed on a recording medium of a second size larger than a first size, a control portion, after passage of the recording medium of the first size at a position opposite a recording head before arrival of the recording medium of the second size at the position opposite the recording head, makes the recording head perform preparatory flushing processing in which ink is ejected toward openings from first nozzles that have not been set as target nozzles during printing on the recording medium of the first size but will be newly set as the target nozzles during printing on the recording medium of the second size.

Abstract: An ink-jet recording apparatus includes a recording head, an irregularity detecting unit, a recording medium conveyance unit, and a control unit. The irregularity detecting unit detects an irregularity with the recording medium conveyed toward the recording head. The recording medium conveyance unit has a recording medium diversion unit into which the recording medium with which an irregularity has been detected by the irregularity detecting unit is conveyed. The control unit can perform flushing operation and, when the irregularity detecting unit detects an irregularity with the recording medium, the control unit cancels the flushing operation set immediately before the recording medium with which the irregularity has been detected and conveys, by controlling the recording medium conveyance unit, the recording medium to the recording medium diversion unit.

Abstract: Provided is an industrial printing system that efficiently manages distributed processing of production printing on a peer-to-peer basis. Industrial printing systems perform production printing and include multiple print servers. A plurality of print servers performs distributed processing of jobs. The storage unit stores capability information indicating capabilities that can be processed in rasterizing process, printing processing, and post-processing. The processing determination unit checks job processing requirement based on the capability information stored in the storage unit, and it determines a combination of any of a plurality of print servers, printing apparatuses, and post-processing apparatuses capable of processing the job. The processing management unit transmits a job to each apparatus and requests processing according to the combination determined to be processable by the processing determination unit.

Abstract: A raster image processor (RIP) system is used in a printing system to process a variety of different jobs. A front end receives the jobs and determines the job type. The job types include a print job, a preview job, and an estimation job. Depending on the type of job, the front end configures the RIPs within RIP system accordingly to process the job. The RIPs may process the job in parallel, with a high performance RIP processing the first page of the job. If the job is not processed in parallel, then the front end assigns the job to a very high performance RIP. The front end also assigns the preview job to a preview RIP and the estimation job to an estimation RIP. The front end configures RIPs as needed.

Abstract: A rotating body unit includes a rotating body and a frame body. The frame body includes a pair of bearing portions. A mounting portion includes a pair of opposing walls facing each other in a width direction, a mounting space formed between the opposing walls, a pair of bearing support members, and a pair of biasing members. The bearing support members are supported by the opposing walls to be movable in the width direction. The biasing members bias the bearing support members inward in the width direction. When the rotating body unit is inserted into the mounting space, the bearing portions abut on a pair of guide surfaces of the bearing support members and move the bearing support members from support positions to retraction positions, and the bearing support members move from the retraction positions to the support positions to support the bearing portions.

Abstract: A positioning mechanism includes two adjusting devices. The adjusting device includes: a shaft that extends between a first apparatus and a second apparatus in a facing direction where the first and second apparatus face each other and has an outer peripheral surface with a threaded portion formed therein; a holding member that is provided on the first apparatus, has a threaded hole formed through in the facing direction, and holds the shaft member passing through the threaded hole; an abutment member that is provided on an end of the shaft member close to the second apparatus and abuts on a connectable surface of the second apparatus and a compression coil spring that is disposed to surround the shaft member and the abutment member and is clamped and compressed between the holding member and the connectable surface of the second apparatus.

Abstract: Provided is a peer-to-peer industrial printing system that performs distributed processing in variable printing for production printing. The industrial printing system includes a plurality of print servers and performs variable printing for production printing. Each of the plurality of print servers has a variable attribute generation unit, a variable distribution unit, and a processing management unit. The variable attribute generation unit generates variable attribute information including record information, which is information about each record of variable data for the variable printing. The variable distribution unit distributes each record of the variable data to one of the plurality of print servers based on the variable attribute information generated by the variable attribute generation unit. The processing management unit transmits the job ticket including the record distributed by the variable distribution unit to the other print server that is distributed to request processing.