Abstract: A computer-implemented method for task management can include managing performance of a task on a message by a plurality of circuits. In some aspects, the task can comprise a sequence of processings to be performed on the message and each circuit of the plurality of circuits performing a processing of the sequence of processings. In some aspects, the method can include routing, based on the sequence, a first information regarding the task to a first circuit of the plurality of circuits to perform a first processing of the sequence of processings on the message; receiving, from the first circuit, an output of the first processing; and routing, based on the sequence of processings identified for the task, a second information regarding the task to a second circuit of the plurality of circuits to perform a second processing that follows the first processing in the sequence of processings.

Abstract: Example implementations include a method, apparatus and computer-readable medium for object classification, including executing a multi-class object classification model (OCM) on an input image depicting an object, wherein the multi-class OCM is configured to output, for each respective class of a plurality of classes, a respective confidence score indicative of a likelihood of the object being of a member the respective class. The implementations further include detecting a plurality of confidence scores outputted by the multi-class OCM that are within a threshold range, wherein classes associated with the plurality of confidence scores are candidate classes of the object. Additionally, the implementations further include executing, on the input image, a single-class OCM for each of the candidate classes and outputting a final class for the object in the input image based on a result of each single-class OCM.