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/