Incentivized neural network training and assurance processes

A computer-implemented system comprising one or more processor-based devices configured to:

• provide to an object miner within an object mining user interface a first video stream comprising a first sequence of images, wherein the object mining user interface enables the object miner to identify at least one object in the first sequence of images within a region of pixels comprising a plurality of spatial dimensions;
• track within the object mining user interface the at least one object that are identified by the object miner in accordance with an incentive provided to the object miner in exchange for identifying the at least one object within the first video stream;
• receive from the object miner an identification of the at least one object within the first sequence of images;
• train a computer-implemented neural network on a training set that includes the at least one object that is identified;
• apply the trained neural network to identify a object representation within a second video stream in response to a user interaction with the object representation, wherein the object representation is a representation of the at least one object that is identified;
• and
• provide to the object miner a compensation in accordance with the user interaction with the at least one object and the incentive.

A computer-implemented method, comprising:

• receiving a first video stream comprising a first sequence of images and a plurality of objects within the first sequence of images;
• applying a computer-implemented trained neural network to identify at least one identified object of the plurality of objects;
• providing to an object miner the first sequence of images and the at least one identified object embodied within an object mining user interface, wherein the object mining user interface enables the object miner to identify an object in the first sequence of images within a region of pixels comprising a plurality of spatial dimensions;
• providing to the object miner an incentive in exchange for identifying an additional identified object within the first video stream, wherein the additional identified object is an identified object that is not identified in the first video stream by the computer-implemented trained neural network;
• receiving from the object miner the additional identified object;
• embodying a representation of the additional identified object and a representation of each of the at least one identified object within a video stream;
• providing to a user a visual user interface that enables the user to interact with the representation of the additional identified object;
• and
• providing to the object miner a compensation in accordance with the user interacting with the representation of the additional identified object and the incentive.