Abstract: In order to efficiently present data extracted from a captured image of an assessment document, a single bitmapped composite image is constructed from multiple images or components such that each layer or content type is stored within discrete bits within each pixel. Different layers are then shown, hidden, emphasized, or otherwise manipulated within a display process through the use of palette color manipulation. Applications to other than assessment documents are discussed.

Abstract: A platform and method for improving learning within a learning model uses a mathematical optimization algorithm to maximize learning gains through efficient resource allocation that accounts for practical constraints, such as teacher or other resource availability, and probability of success for individual learners on learning nodes given learner profile and resource and instructional configurations. One practical output from this platform and method is a schedule that contains an assignment of learners to learning nodes and teaching resources by learning session over the course of several days.

Abstract: Methods and apparatus are disclosed for locating an area of interest within a digital image of a form captured by an imaging scanner. Specific examples include methods and apparatus for optical mark reading with a digital imaging scanner. In many of the methods, an image of a response form is captured by a scanner, and “target” areas for possible responses are located within the image based upon an expected location being adjusted as necessary for certain error-inducing defects in the forms or scanning process. Also disclosed are steps to normalize the darkness values of pixels captured from an optically scanned form.

Abstract: In a method and system to extract data from handwritten information when the information is captured as sequences of strokes, vectors, or marks, temporal data is stored within the color or gray-scale encoding of pixel values within a bitmapped image. A bitmapped image is used to create a derived image suitable for data extraction and a method of analyzing the image, including the encoded temporal data, to yield an adjusted image that better reflects the intent of the person who created the handwriting. While the primary application of the invention is in processing handwritten responses to assessment items, the system and method can be advantageously used to extract data from or to improve the presentation of information from an electronic representation of temporal human marks in many applications. Additionally, the system and method can be advantageously used to store and process other types of data within a bitmapped image.

Abstract: Methods and apparatus are disclosed for locating an area of interest within a digital image of a form captured by an imaging scanner. Specific examples include methods and apparatus for optical mark reading with a digital imaging scanner. In many of the methods, an image of a response form is captured by a scanner, and target areas for possible responses are located within the image based upon an expected location being adjusted as necessary for certain error-inducing defects in the forms or scanning process. Also disclosed are steps to normalize the darkness values of pixels captured from an optically scanned form.

Abstract: In order to efficiently present data extracted from a captured image of an assessment document, a single bitmapped composite image is constructed from multiple images or components such that each layer or content type is stored within discrete bits within each pixel. Different layers are then shown, hidden, emphasized, or otherwise manipulated within a display process through the use of palette color manipulation. Applications to other than assessment documents are discussed.

Abstract: Methods and apparatus are disclosed for locating an area of interest within a digital image of a form captured by an imaging scanner. Specific examples include methods and apparatus for optical mark reading with a digital imaging scanner. In many of the methods, an image of a response form is captured by a scanner, and “target” areas for possible responses are located within the image based upon an expected location being adjusted as necessary for certain error-inducing defects in the forms or scanning process. Also disclosed are steps to normalize the darkness values of pixels captured from an optically scanned form.

Abstract: Embodiments of the invention may be used to capture student markings on assessment documents. Embodiments of the invention may be used for selected response questions or constructed response questions. Embodiments of the invention may be particularly suited to process exceptional marks.

Abstract: Methods and apparatus are disclosed for identifying intended response marks in an optically scanned image of a response sheet having key marks and response targets printed in the same color. Pixel darkness values assigned by a digital imaging scanner are used to locate key marks and response targets and to identify response marks. Areas of the sheet may be selectively filtered to mask the response targets. Alternatively, a color imaging scanner may be used to produce a set of color values, such as RBG values, for each pixel. Software can act as a virtual filter by using the RBG values to detect or to mask a color in the image.

Abstract: The current invention discloses methods to expedite and simplify a range finding process with resulting savings in time and cost. The invention utilizes digitized representations of respondent answers instead of documents containing the student responses. The invention uses methods of using performance indicators other than the response itself to identify a targeted subset of individual student responses within the sample which are likely to be exemplars of any given score point. In the preferred implementation of this invention, scanned images or other digitized representations of the student responses, and electronically recorded performance indicators are used so that a computer system can quickly and efficiently identify and present the targeted subset to the expert readers of a range finding team. The invention allows expanding the sample of responses available to range finding, up to the entire test administration.