Network Pruning of Object Detectors

Type
Work project
From
UncannyVision internship
Headline result
2–3× speed-up, 3–4× less memory on embedded devices
Topics
edge deployment, object detection

Write-up

Description: Developed a network pruning design by converting the algorithm for handling the residual chains present in the backbone architectures for halting recursive chain removals. This standalone stage provided with 2-3X speedup and 3-4X memory improvements on embedded devices.

Flowchart of Network Pruning