Simplification of Deep Neural Network-Based Object Detector for Real-Time Edge Computing

Simplification of Deep Neural Network-Based Object Detector for Real-Time Edge Computing

This paper presents a method for simplifying and quantizing a deep neural network (DNN)-based object detector to embed it into a real-time edge device. For network simplification, this paper compares five methods for applying channel pruning to a residual block because special care must be taken reg...

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Bibliographic Details
Main Authors: Kyoungtaek Choi, Seong Min Wi, Ho Gi Jung, Jae Kyu Suhr
Format: Article
Language:English
Published: MDPI AG 2023-04-01
Series:Sensors
Subjects:
object detector
network simplification
channel pruning
edge computing
Online Access:https://www.mdpi.com/1424-8220/23/7/3777

Internet

https://www.mdpi.com/1424-8220/23/7/3777

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