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people_counter_using_object_detection's Introduction

People Counter using Object Detection

  • This project is designed to count people in study room images for seat reservation system.
  • This repo is maintained by 최우철, 오서영, 허지혜, 이수빈
  • Oct. 12, 2020 ~ Nov. 6, 2020

| Presentation |

Architecture

CNN | Code

  • Simple Classifier with a softmax output layer comprising 11 output nodes.

YOLO-v3 | Code

Test with Pretrained Model

  • We use the pre-trained YOLO-v3 weights by Ali Farhadi

Dataset

  • We test YOLO-v3 with 647 real-time cctv images of Department of Mathematics Lecture room

Reference

[1] Counting Objects using YOLOv3, https://github.com/Raj-Shah1/Counting-Objects-using-YOLOv3
[2] YOLO: Real-Time Object Detection by Ali Farhadi, https://pjreddie.com/darknet/yolo/

people_counter_using_object_detection's People

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