An auto-rotation module having a single-layer neural network on a user device can convert a document image to a monochrome image having black and white pixels and segment the monochrome image into bounding boxes, each bounding box defining a connected segment of black pixels in the monochrome image. The auto-rotation module can determine textual snippets from the bounding boxes and prepare them into input images for the single-layer neural network. The single-layer neural network is trained to process each input image, recognize a correct orientation, and output a set of results for each input image. Each result indicates a probability associated with a particular orientation. The auto-rotation module can examine the results, determine what degree of rotation is needed to achieve a correct orientation of the document image, and automatically rotate the document image by the degree of rotation needed to achieve the correct orientation of the document image.

A printing apparatus includes a pattern extracting unit for, based on a comparison between first image data representing a pattern and second image data generated by imaging a fabric transported, extracting a pattern region from the second image data, a printing image generation unit for arranging third image data representing an image to be printed overlaid on the pattern in accordance with a positional relationship between the pattern regions to generate printing image data, and a printing control unit for causing a printing unit to print the printing image data on the fabric transported.

A printing apparatus includes a pattern extracting unit for, based on a comparison between first image data representing a pattern and second image data generated by imaging a fabric transported, extracting a pattern region from the second image data, a printing image generation unit for arranging third image data representing an image to be printed overlaid on the pattern in accordance with a positional relationship between the pattern regions to generate printing image data, and a printing control unit for causing a printing unit to print the printing image data on the fabric transported.

A control method for an image processing apparatus includes displaying a display area that includes a printable area corresponding to an area to be printed on a recording medium and a non-printable area corresponding to an area not to be printed and in which at least one image that is a printing target is to be arranged, display a setting area, other than the display area, for accepting an operation for automatically changing, within the display area, a position of the at least one image arranged in the display area, and, upon accepting the operation on the setting area, automatically changing a position of a predetermined image arranged in an uppermost portion of the display area and a position of at least part of a crop mark, the part being set above the predetermined image, such that the predetermined image and the part fall within the printable area.

A networked product imaging system includes devices that provide the production of imaged goods. Sellers are easily integrated into the network with minimal or no inventory requirements. Customer requirements are provided to a central computing device (CCD) that has two-way communication with a plurality of geographically separated product image forming devices. The central computing device determines specifications for forming the image on the blank product in accordance with the customer's order. The central computing device selects a product image forming device from the plurality of geographically separated product forming devices for fulfilling the order, based upon factors that include the specification of the product image forming device available, the product image forming inventory and the blank product inventory available at the geographic location of the product image forming device. The selected product image forming device forms the image on the blank product at the remote location.

An image outputting device includes a scanning module, a storage module, an identification module, a calibration module and a printing module. The scanning module generates an image by scanning an object. The storage module stores the image. The identification module identifies a layout orientation and a text orientation of the image. The calibration module calibrates the layout orientation and the text orientation of the image according to a relation of an identification result of the identification module and a layout orientation of the printing medium. When the printing module prints the calibrated image on a printing surface of the printing medium and outputs the printing medium with the printing surface facing downwardly, the layout orientation of the printed image matches with the layout orientation of the printing medium, and the text orientation of the printed image is opposite to an medium outputting direction or arranged from proximal to distal.

Provided is an image forming system in which an image forming apparatus is connected to a post-processing apparatus having a function of trimming. The image forming system includes: a repeat setting part that determines either: a setting of a scan size of a scan image per one printed reproduction of the scan image, the one printed reproduction being to be laid out by imposition of the scan image; or a setting of the imposition of the scan image according to the scan size of the scan image; a trimming setting part that determines either: a setting of a card size of cards to be obtained by trimming a recording medium; or a setting of a trimming area for the cards; and a coordination part that coordinates the repeat setting part and the trimming setting part.

An image processing apparatus for inspection of a sheet on which a code image obtained by encoding predetermined information is printed includes: a first acquisition unit which acquires positional information indicating a position and a size of the code image in the sheet; a second acquisition unit which acquires a plurality of read images obtained by a plurality of reading units reading different portions of the sheet, respectively, wherein the read images become an image indicating the entire sheet by being combined; a determination unit which determines whether any one of the read images includes the entire code image based on the positional information; and an extraction unit which extracts the predetermined information by, in a case where there is a read image including the entire code image, reading the code image in that read image.

An information processing system is provided. A first generation unit generates a reduced image in which an original image is reduced. A display control unit causes a display unit of a predetermined apparatus to display the reduced image. A second generation unit generates, based on an input to the predetermined apparatus of a user, a mask image to be overlapped on the reduced image displayed on the display unit. An enlargement unit enlarges the mask image by using a different interpolation method in a case where the mask image has a predetermined property and in a case where the mask image does not have the predetermined property.

An image forming apparatus includes first and second processors controlling first and second image formers that form first and second images using color material having first and second color compositions, the second image to be superimposed on the first image; and a display displaying information. If an image formation instruction, including information indicating that the first and second images are to be superimposed is received, with a different image formation instruction being received, the first processor causes the first image former to form the first image in accordance with a first image formation instruction, corresponding to the first color composition, out of the image formation instruction and the different image formation instruction; and transmit to the second processor a second image formation instruction corresponding to the second color composition. The second processor causes the second image former to form the second image in accordance with the second image formation instruction.