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duydeptrai edited this page May 31, 2019 · 1 revision

Facial_Expression_Recognition_FER2013

Powered by Python 3.5

Libray Requirements

 pip install tensorflow-gpu
 pip install keras
 pip install numpy
 pip install sklearn
 pip install pandas
 pip install opencv-python

Dataset

FER2013 Kaggle Challenge - https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/data

Accuracy Achivement

Kaggle Challenge Winner 71.2%.

Model Combine CNN1 + CNN2 + CNN-FAST + CNN_SIFT 72.89%

My Model

Confusion Matrix

Confusion Matrix on Private Test Set FER2013

CNN Architectures

Build from scratch in /cnn folder .

HOW ARE YOU TO DAY? Application

User Interface

You can choose some image and video that include human faces to detect emotions

Click Button "Open Your Camera" for real-time detecting yourself emotions from webcam.

Highlight Results

thor

steve

lookingbackmeme

soilder

ron

Video Realtime

Example will be uploaded later.