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Quickly identify object in many camera views using tree of neural nets

Quickly identify object in many camera views using tree of neural nets


Low-Power Multi-Camera Object Re-Identification using Hierarchical Neural Networks



... This paper describes a low-power technique for the object re-identification (reID) problem: matching a query image against a gallery of previously seen images.


... propose a novel hierarchical DNN architecture that uses attribute labels in the training dataset to perform efficient object reID.


... The small DNN at each leaf node is specialized to re-identify ... only the images with the attributes identified


... With a 4% loss in accuracy, our approach realizes significant resource savings: 74% less memory, 72% fewer operations, and 67% lower query latency, yielding 65% less energy consumption.


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