Abstract: System and method for visual recognition are provided. Image data may be captured. First descriptive information may be received, for example from an external device. The image data may be analyzed to identify a group of items matching the first descriptive information. In case the group of items comprises at least two items, a second descriptive information matching a subset of the identified group of items may be generated, and in some cases the second descriptive information may be provided to the external device. In case the group of items is a group of a single item, an association of the first descriptive information and an identification value may be stored in memory, and in some cases a corresponding indication may be provided to the external device. In case the group of items is an empty group, a corresponding indication may be provided to the external device.

Abstract: Systems and methods for incremental annotation of datasets are provided. For example, a group of labeled examples and a group of unlabeled examples may be obtained, a first inference model may be generated using the group of labeled examples, labels may be assigned to at least part of the group of unlabeled examples using the first inference model, confidence levels may be assigned to the assigned labels, a subset of the group of unlabeled examples may be selected using the confidence levels, and in some cases a second inference model may be generated using the selected subset and/or the corresponding assigned labels.

Abstract: Systems and methods for controlling access to a dataset management system using quotas are provided. For example, a request to perform an action in a dataset management system may be obtained from an entity, and a quota record associated with the entity may be selected. Further, it may be determined if the entity has sufficient quota to perform the action. In some examples, when the entity has sufficient quota to perform the action, the request may be allowed. In some examples, when the entity has insufficient quota to perform the action, the request may be denied.