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HEY-I (HElp Your Interview)

Shell 0.27% Python 97.72% Jupyter Notebook 1.99% Dockerfile 0.02%

hey-i's Introduction

👨‍🏫 HEY-I (HElp Your Interview): 면접 행동 분석 서비스

Project Summary

Facial Expression Recognition, Pose Estimation, Eye Tracking 을 활용한 표정, 자세, 시선에 변화 그래프 제공

Tutorial

1. login: id 입력

2. input: 영상 녹화/업로드

3. result: 분석 결과 영상 & 그래프

3-1 분석 결과 영상

3-2 분석 결과 그래프

4. feedback: 서비스 결과 피드백

Models

Facial Emotion Recognition

Model : EfficientNet B0
Dataset : 한국인 감정인식을 위한 복합 영상
Metric :
- Accuracy - 7 classes : 0.6285
- Accuracy - 2 classes : 0.9112

Pose Estimation

Model : Resnet50
Dataset : 수어 영상
Metric : Ap

Folder Structure

├── 📄 README.md
├── 📄 requirements.txt
├── 📂 training
│   └── 📂 dags
├── 📂 DBconnect
├── 📂 backend
│   ├── 📄 main
│   ├── 📂 model
│   ├── 📂 eye
|   │    └── 📂 gaze_tracking
│   ├── 📂 face
│   │    ├── 📂 models
│   │    └── 📂 utils
│   └── 📂 pose
│         └── 📂 mmmpose
└── 📂 frontend
    ├── 📄 main
    └── 📂 pages

References

Contributors🔥

김범준	백우열	조용재	조윤재	최명헌

Backend	Backend	Backend	Model training	Model training

hey-i's People

Contributors

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