Abstract: Methods for the enzymatic modification of saponins produced in plant cell culture, products made thereby, uses of said products and also to other associated aspects. The saponins may be obtained from plant cell culture extracts of Quillaja species, such as extracts of Quillaja saponaria Molina.

Abstract: Techniques for machine learning prediction using edge devices are described. In some examples a method of use includes receiving a request to load a second model onto an edge device while a first model has already been loaded on the edge device, wherein the second model and the first model share an external handle; loading at least one instance the second model into memory of the edge device; and after the second model has been loaded into memory of the edge device, directing a prediction request to the shared external handle to the second model instead of the first model.

Abstract: A drainage apparatus for draining viscous liquids from containers includes a collection tote and a rack. The rack includes at least one horizontal support bar with a plurality of tabs extending from the horizontal support bar. The plurality of tabs are configured at an acute angle relative to the horizontal support bar to optimize the draining of viscous fluids from a plurality of containers that are placed on the rack. The drainage apparatus is beneficial for draining fluids such as lubricants and coolants from containers so that the fluids can be repurposed and the containers can be recycled.

Abstract: A drainage apparatus for draining viscous liquids from containers includes a collection tote and a rack. The rack includes at least one horizontal support bar with a plurality of tabs extending from the horizontal support bar. The plurality of tabs are configured at an acute angle relative to the horizontal support bar to optimize the draining of viscous fluids from a plurality of containers that are placed on the rack. The drainage apparatus is beneficial for draining fluids such as lubricants and coolants from containers so that the fluids can be repurposed and the containers can be recycled.

Abstract: Methods for the enzymatic modification of saponins, products made thereby, uses of said products and also to other associated aspects. The saponins may be extracts of Quillaja species, such as extracts of Quillaja saponaria Molina.

Abstract: Systems and methods are described that facilitate parallel processing of PDF documents for printing, wherein the PDF documents comprise transparency effects. Transparent objects in the PDF document are identified, and the document is divided into subgroups of pages. The transparency objects are then flattened to enable conversion to PostScript format. The PostScript pages are processed and rendered to raster for printing.

Abstract: Systems, methods, and devices are configured to manage the language used for documentation in a multi-function device (MFD). They include providing a message to a user, the message comprising a selection to choose a language as part of the initialization of the MFD. They also include receiving an input including the language chosen by the user. They further include determining if the language chosen by the user matches a default language in the MFD and modifying code associated with settings in electronic documentation to enable use of the language chosen by the user during the initialization in place of the default language in the electronic documentation when it is determined that the language chosen by the user does not match the default language, the electronic documentation providing information to the user for operation of the MFD.

Abstract: Techniques for automated application footprint discovery for application migration to containers are described. A snapshot of an application instance can be stored, the snapshot including the application instance and resources used by the application instance at runtime. The application instance can be run in an intermediate virtual machine, the intermediate virtual machine including at least one interceptor. At least one dependency of the application instance can be determined using the at least one interceptor while the application instance executes on the intermediate virtual machine. A template including the at least one dependency can be created and an application environment can be generated using the template.

Abstract: A method of determining placement of an input indicator on an electronic fillable form may include identifying, by an electronic device, a confidence map associated with an electronic fillable form. The confidence map may include, for one or more fillable fields of the electronic fillable form, a set of coordinates that define an area associated with each of one or more zones. The method may include receiving, by the electronic device, a selection of a portion of the electronic fillable form associated with one or more selection coordinates of the electronic fillable form, identifying a zone to which the selection coordinates correspond, and causing an input indicator to be displayed in a fill zone associated with the identified zone.

Abstract: A method, non-transitory computer readable medium and apparatus for generating a multi-layer correlation mark via a monochrome printer are disclosed. For example, the method includes setting a first scalar value of a channel of the monochrome printer, setting a second scalar value of the channel of the monochrome printer, generating a first layer of the multi-layer correlation mark at the first scalar value of the channel, generating a second layer of the multi-layer correlation mark at the second scalar value of the channel and printing the multi-layer correlation mark comprising the first layer at the first scalar value of the channel and the second layer at the second scalar value of the channel.

Abstract: A method, non-transitory computer readable medium and apparatus for generating a multi-layer correlation mark via a monochrome printer are disclosed. For example, the method includes setting a first scalar value of a channel of the monochrome printer, setting a second scalar value of the channel of the monochrome printer, generating a first layer of the multi-layer correlation mark at the first scalar value of the channel, generating a second layer of the multi-layer correlation mark at the second scalar value of the channel and printing the multi-layer correlation mark comprising the first layer at the first scalar value of the channel and the second layer at the second scalar value of the channel.

Abstract: A method, non-transitory computer readable medium and apparatus for generating a multi-layer correlation mark key are disclosed. For example, the method includes determining a first pattern of a first layer of a multi-layer correlation mark, determining a second pattern of a second layer of the multi-layer correlation mark and printing a first key that corresponds to the first pattern and a second key that corresponds to the second pattern on a clear print medium to generate the multi-layer correlation mark key, wherein the multi-layer correlation mark key is overlaid on the multi-layer correlation mark to simultaneously decipher the first layer and the second layer of the multi-layer correlation mark.

Abstract: A method, non-transitory computer readable medium and apparatus for generating a multi-layer correlation mark via a monochrome printer are disclosed. For example, the method includes setting a first scalar value of a channel of the monochrome printer, setting a second scalar value of the channel of the monochrome printer, generating a first layer of the multi-layer correlation mark at the first scalar value of the channel, generating a second layer of the multi-layer correlation mark at the second scalar value of the channel and printing the multi-layer correlation mark comprising the first layer at the first scalar value of the channel and the second layer at the second scalar value of the channel.

Abstract: A method of determining placement of an input indicator on an electronic fillable form may include identifying, by an electronic device, a confidence map associated with an electronic fillable form. The confidence map may include, for one or more fillable fields of the electronic fillable form, a set of coordinates that define an area associated with each of one or more zones. The method may include receiving, by the electronic device, a selection of a portion of the electronic fillable form associated with one or more selection coordinates of the electronic fillable form, identifying a zone to which the selection coordinates correspond, and causing an input indicator to be displayed in a fill zone associated with the identified zone.

Abstract: A mobile electronic device is used to decode a printed correlation mark. The device receives an image of a printed correlation mark, identifies a decoding template, applies the template to detect hidden content within the printed correlation mark, and outputs an image of the detected hidden content on the display. The device may enhance the image before presenting it on the display.

Abstract: A mobile electronic device is used to decode a printed correlation mark. The device receives an image of a printed correlation mark, identifies a decoding template, applies the template to detect hidden content within the printed correlation mark, and outputs an image of the detected hidden content on the display. The device may enhance the image before presenting it on the display.

Abstract: To print a certified document, a user may select or a system may receive a selection of a document to be certified. The system identifies a security template to be used based on the document and/or capabilities of the print device on which the document will be printed. The system may display the document with a non-secure overlay of the selected security template, add a unique security element to the document according to the template, and cause the document to be printed at the selected print device with the added security element without permitting the added security element to be fully displayed or printed on any other device.

Abstract: To print a certified document, a user may select or a system may receive a selection of a document to be certified. The system identifies a security template to be used based on the document and/or capabilities of the print device on which the document will be printed. The system may display the document with a non-secure overlay of the selected security template, add a unique security element to the document according to the template, and cause the document to be printed at the selected print device with the added security element without permitting the added security element to be fully displayed or printed on any other device.

Abstract: A method, non-transitory computer readable medium, and apparatus for minimizing gray level variation in microtext are disclosed. For example, the method calculates a gray value of each one of a plurality of symbols of a first set of symbols comprising a plurality of symbols, identifies a reference symbol of the first set of symbols, determines a reference gray value of the reference symbol and adjusts the gray value of one or more of the plurality of symbols of the first set of symbols to be equivalent to the reference gray value.

Abstract: Described herein is a method to encode infrared (IR) security watermarks using a named color dictionary within a PDL in a device independent manner. A set of colors is chosen that lies within the common gamut of printing devices and then defined in a device-independent color space. For each color and output device, a metameric pair of device colorant values corresponding to minimum and maximum black (K) is obtained using inversion techniques. These extremes are selected in order to obtain the maximum perceivable IR signal. The metameric pair sets are processed to extract a smaller subset that satisfies certain criteria, including bounds on the K difference, total ink area coverage, and deviation from the neutral axis. The final data is then stored in resource files that link fixed device-independent IR color names to pairs of variable device-dependent colorant values.