Sample-adaptive 3d feature calibration and association agent

Abstract

Technology to conduct image sequence/video analysis can include a processor, and a memory coupled to the processor, the memory storing a neural network, the neural network comprising a plurality of convolution layers, a network depth relay structure comprising a plurality of network depth calibration layers, where each network depth calibration layer is coupled to an output of a respective one of the plurality of convolution layers, and a feature dimension relay structure comprising a plurality of feature dimension calibration slices, where the feature dimension relay structure is coupled to an output of another layer of the plurality of convolution layers. Each network depth calibration layer is coupled to a preceding network depth calibration layer via first hidden state and cell state signals, and each feature dimension calibration slice is coupled to a preceding feature dimension calibration slice via second hidden state and cell state signals.