Patent ID: 11875263
Assignee: NOTA, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G  Y | IPC G

Claim 5:
6. A computer device comprises:
at least one processor configured to execute computer-readable instructions included in a memory,
wherein the at least one processor is configured to:
measure importance scores for output channels through a decomposition approach for quantifying energy of an output channel in a specific layer of a deep learning model; and
prune the deep learning model based on the importance scores by removing at least one filter in the specific layer of the deep learning models,
wherein the decomposition approach for quantifying energy of the output channel comprises:
decomposing a channel output of the output channel such that decomposed values correspond to the output channel are derived, and
computing quantified energy representing an importance score for the output channel based on the decomposed values.