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Workshop Session_KETI

Analysis of the Required Specifications for Implementing a Real-Time Object Detection System Using the YOLO Network

초록

영어

This paper analyzed the required specification for implementing a real-time object detection system using the YOLO network. The YOLO network is one of the object detection schemes that strike a suitable balance between performance and required resources, making it widely applicable across various domains. In this paper, we measured the performance based on different activations for an efficient implementation of the YOLO network. Also, we conducted a comparative analysis of the YOLO network's performance concerning input characteristics, aiming to analyze the appropriate application method for real-time object detection.

목차

Abstract
I. INTRODUCTION
II. OBJECT DETECTION PERFORMANCE OF THE YOLO NETWORK
III. REQUIRED HW SPECIFICATIONS FOR REAL-TIME OBJECT DETECTION USING THE YOLO NETWORK
IV. CONCLUSION
ACKNOWLEDGMENT
REFERENCES

저자정보

  • Kyou Jung Son SoC Platform Research Center Korea Electronics Technology Institute
  • Yunpyo Hong SoC Platform Research Center Korea Electronics Technology Institute
  • Byung-Soo Kim SoC Platform Research Center Korea Electronics Technology Institute
  • Tae-ho Hwang SoC Platform Research Center Korea Electronics Technology Institute

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