Abstract: Implementations relate to diagnosis of crop yield predictions and/or crop yields at the field- and pixel-level. In various implementations, a first temporal sequence of high-elevation digital images may be obtained that captures a geographic area over a given time interval through a crop cycle of a first type of crop. Ground truth operational data generated through the given time interval and that influences a final crop yield of the first geographic area after the crop cycle may also be obtained. Based on these data, a ground truth-based crop yield prediction may be generated for the first geographic area at the crop cycle's end. Recommended operational change(s) may be identified based on distinct hypothetical crop yield prediction(s) for the first geographic area. Each distinct hypothetical crop yield prediction may be generated based on hypothetical operational data that includes altered data point(s) of the ground truth operational data.

Abstract: Implementations relate to detecting/replacing transient obstructions from high-elevation digital images, and/or to fusing data from high-elevation digital images having different spatial, temporal, and/or spectral resolutions. In various implementations, first and second temporal sequences of high-elevation digital images capturing a geographic area may be obtained. These temporal sequences may have different spatial, temporal, and/or spectral resolutions (or frequencies). A mapping may be generated of the pixels of the high-elevation digital images of the second temporal sequence to respective sub-pixels of the first temporal sequence. A point in time at which a synthetic high-elevation digital image of the geographic area may be selected. The synthetic high-elevation digital image may be generated for the point in time based on the mapping and other data described herein.

Abstract: Systems and Methods for Augmented-Human Field Inspection Tools for Automated Phenotyping Systems and Agronomy Tools. In one embodiment, a method for plant phenotyping, includes: acquiring a first set of observations about plants in a field by a trainer. The trainer carries a sensor configured to collect observations about the plant, and the first set of observations includes ground truth data. The method also includes processing the first set of observations about the plants by a trait extraction model to generate instructions for a trainee; and acquiring a second set of observations about the plants by a trainee while the trainee follows the instructions.

Abstract: A near-field-communication (NFC) system includes an NFC-enabled indicia reader and a second NFC-enabled device. The NFC-enabled indicia reader is configured to receive software-configuration data from another NFC-enabled device. The NFC system is configured to update the NFC-enabled indicia reader with the software-configuration data of the second-NFC enabled device when the indicia reader is positioned in proximity to the second NFC-enabled device.

Abstract: A self-checkout shopping system improves the retail shopping experience, permitting the self-serve customer to perform checkout tasks that are typically performed at the retailer's checkout area as the customer is selecting items for purchase. The system includes a mobile computer device and an indicia reader. The customer uses the mobile computer device to scan items selected for purchase. The item numbers are then compiled onto a list of acquired merchandise. When the customer has finished shopping, the system transmits the list of acquired merchandise, and any additional information such as customer financial information, to a point-of-sale terminal to facilitate the customer's payment for the merchandise.

Abstract: A near-field-communication (NFC) system includes an NFC-enabled indicia reader and a second NFC-enabled device. The NFC-enabled indicia reader is configured to receive software-configuration data from another NFC-enabled device. The NFC system is configured to update the NFC-enabled indicia reader with the software-configuration data of the second-NFC enabled device when the indicia reader is positioned in proximity to the second NFC-enabled device.

Abstract: A method of managing data with a relational data structure, wherein the data having one or more tree structures having sub-tree structures, each tree or sub-tree structure comprising nodes, and relationship information indicating a relationship between the nodes, comprises allocating at least one of the tree structures or the sub-tree structures into another tree structure according to the relationship information, if the relationship information indicates that a node in the at least one of the tree structures or the sub-tree structures relates to one or more of the nodes of the another tree structure.