Personal Face Scorer line Bot

Face Scorer 是個臉部評分系統，由於每個人的審美觀不同，網路上現有的臉部評分器只能透過通俗的眼光給予評分，並不是按照個人喜好，因此 Face Scorer 透過 Line Bot 實現伊人一model 自己訓練屬於自己的臉部評分器，使用我要看女/男生，Line Bot 會自動上網抓10張男/女生照片，依照使用者給的分數建構資料集，在使用請你看仔細來訓練模型，完成屬於自己的臉部評分器，最後只要上傳想評分的照片即可。

Screenshot

爬蟲建立資料集

訓練模型

照片評分

Feature

我要看女生/女生(Get 10 pictures of training date)
請你看仔細(Train model)
upload image to get the Score

Model

ResNet18

Face recognition

You can see how to use Face recognition in this repo

Line-Bot-sdk

You can find the document in this repo

How to use

Setup Imgur access token

Login Imgur
go to setting > Applications
create new Application
get Client ID and Client secret
run imgurfile.getauthorize
check your pin code on the display URL
type pin code to get access and refresh token
Write Client ID, Client secret, access token, refresh token on the top of imgurfile.py

Setup Line Message API

登入自己帳號
創建Message API
進入 Messaging API 設定
- Use webhook
- 回應模式:聊天機器人
- 加入好友歡迎訊息:停用
- 自動回應訊息:停用

Set line_secret_key

secret_key : Basic setting -> Channel secret
channel_access_token:Messaging API -> Channel access token

ngrok

Use ngrok to setup a local server

download ngrok
cd to ngrok.exe Folder
輸入cmd

ngrok http 5000 -region ap

copy https url and paste to Website of Messaging API -> webhook settings

How to install

Install dlib on windows

Don't use pip or conda to install dlib

download whl file in https://pypi.org/simple/dlib/
pip install whl file path

Install Face Recognition

You should install dlib first

and type pip install face_recognition in cmd

Requirements

pip install -r requirements.txt

python=3.6
Pillow=5.3.0
cmake
dlib
face_recognition
imgurpython
pytorch
line-bot-sdk
flask

Coolshanlan/Face-Scorer