vjgpt/face-and-emotion-recognition

Realtime person's face recognize and can classify emotion using webcam, video or images.

Face and Emotion Recognition

This software recognizes person's faces and their corresponding emotions from a video or webcam feed. Powered by OpenCV, Dlib, face_recognition and Deep Learning.

Demo

Dependencies

• Opencv
• Cmake
• Dlib
• face_recognition
• Keras

Note : If you are facing issues installing dlib in your system then use google collab its comes as pre-installed.

Usage

• test folder contain images or video that we will feed to the model.
• images folder contain only images of person face to perform face recognition.
• models contain the pre-trained model for emotion classifier.
• emotion.py can to run to classify emotions of person's face.
• face-rec-emotion.py can recognise faces and classify emotion at a time.
• face_recognition library uses the FaceNet Implementation for face recognition.For more details please visit here

python emotion.py

python face-rec-emotion.py

To train new models for emotion classification

• Download the fer2013.tar.gz file from here
• Move the downloaded file to the datasets directory inside this repository.
• Untar the file: tar -xzf fer2013.tar
• Download train_emotion_classifier.py from orriaga's repo here
• Run the train_emotion_classification.py file: python train_emotion_classifier.py

Deep Learning Model

The model used is from this research paper written by Octavio Arriaga, Paul G. Plöger, and Matias Valdenegro.

Credit

• Computer vision powered by OpenCV.
• Neural network scaffolding powered by Keras with Tensorflow.
• FaceNet Research Paper
• Convolutional Neural Network (CNN) deep learning architecture is from this research paper.
• Pretrained Keras model and much of the OpenCV code provided by GitHub user oarriaga.

face-and-emotion-recognition's Issues

Hi I am facing problem in importing utils.. can you please direct to use the whole code in sequence.. because I am facing issues

loading model issue in web cam detection true.

Error in loading the saved optimizer

Train it to my face

Hi vjgpt,

Firstly awesome work, it is combination of both emotion detection and face detection, thanks!

But i want to know which file to train to get me recognized?

Thanks in advance

I can not find a file

I can not find faces.pkl,can you give me the file ?

Is it copied/borroed from https://github.com/petercunha/Emotion?

Whats the difference? I see the code base is all same?

cannot connect to x server

when I try to run emotions.py it was throwing this error: 2022-06-07 07:06:47.943887: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:39] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0. WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer. : cannot connect to X server