petercunha / Emotion
Licence: mit
π Recognizes human faces and their corresponding emotions from a video or webcam feed. Powered by OpenCV and Deep Learning.
Stars: β 324
Programming Languages
python
139335 projects - #7 most used programming language
Projects that are alternatives of or similar to Emotion
Powerai Counting Cars
Run a Jupyter Notebook to detect, track, and count cars in a video using Maximo Visual Insights (formerly PowerAI Vision) and OpenCV
Stars: β 282 (-12.96%)
Mutual labels: opencv
Pigo
Fast face detection, pupil/eyes localization and facial landmark points detection library in pure Go.
Stars: β 3,542 (+993.21%)
Mutual labels: opencv
Face Tracking With Anime Characters
Hello! I have made a Python project where YURI from the game doki doki literature club accesses the webcam and stares directly into the players soul. Hope you enjoy!
Stars: β 320 (-1.23%)
Mutual labels: opencv
Car Finding Lane Lines
Finding Lane Lines using Python and OpenCV
Stars: β 299 (-7.72%)
Mutual labels: opencv
Grip
Program for rapidly developing computer vision applications
Stars: β 314 (-3.09%)
Mutual labels: opencv
Harvesters
π Friendly Image Acquisition Library for Computer Vision People
Stars: β 274 (-15.43%)
Mutual labels: opencv
Facemoji
π A voice chatbot that can imitate your expression. OpenCV+Dlib+Live2D+Moments Recorder+Turing Robot+Iflytek IAT+Iflytek TTS
Stars: β 320 (-1.23%)
Mutual labels: opencv
Footfall
Application that allows you to monitor the traffic in and out of your building, using the RPi Camera and openFrameworks
Stars: β 301 (-7.1%)
Mutual labels: opencv
Curvaturefilter
Curvature Filters are efficient solvers for Variational Models
Stars: β 291 (-10.19%)
Mutual labels: opencv
Vehicle License Plate Recognition
π₯ π₯π₯εΊδΊPythonη车ηζ£ζ΅εθ―ε«η³»η»οΌ
Stars: β 293 (-9.57%)
Mutual labels: opencv
Opencv Mobile
The minimal opencv for Android, iOS and ARM Linux
Stars: β 310 (-4.32%)
Mutual labels: opencv
Sistine
Turn a MacBook into a Touchscreen with $1 of Hardware
Stars: β 3,169 (+878.09%)
Mutual labels: opencv
Docker Python3 Opencv
π π π Docker image with python 3 and opencv 4.1
Stars: β 283 (-12.65%)
Mutual labels: opencv
Amazon Rekognition Video Analyzer
A working prototype for capturing frames off of a live MJPEG video stream, identifying objects in near real-time using deep learning, and triggering actions based on an objects watch list.
Stars: β 309 (-4.63%)
Mutual labels: opencv
Autocrop
π Automatically detects and crops faces from batches of pictures.
Stars: β 320 (-1.23%)
Mutual labels: opencv
Mobilenet Ssd Realsense
[High Performance / MAX 30 FPS] RaspberryPi3(RaspberryPi/Raspbian Stretch) or Ubuntu + Multi Neural Compute Stick(NCS/NCS2) + RealSense D435(or USB Camera or PiCamera) + MobileNet-SSD(MobileNetSSD) + Background Multi-transparent(Simple multi-class segmentation) + FaceDetection + MultiGraph + MultiProcessing + MultiClustering
Stars: β 322 (-0.62%)
Mutual labels: opencv
Finger Detection And Tracking
Finger Detection and Tracking using OpenCV and Python
Stars: β 317 (-2.16%)
Mutual labels: opencv
Emotion
This software recognizes human faces and their corresponding emotions from a video or webcam feed. Powered by OpenCV and Deep Learning.
Installation
Clone the repository:
git clone https://github.com/petercunha/Emotion.git
cd Emotion/
Install these dependencies with pip3 install <module name>
- tensorflow
- numpy
- scipy
- opencv-python
- pillow
- pandas
- matplotlib
- h5py
- keras
Once the dependencies are installed, you can run the project.
python3 emotions.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:
python3 train_emotion_classifier.py
Deep Learning Model
The model used is from this research paper written by Octavio Arriaga, Paul G. PlΓΆger, and Matias Valdenegro.
Credit
- Computer vision powered by OpenCV.
- Neural network scaffolding powered by Keras with Tensorflow.
- 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.
Note that the project description data, including the texts, logos, images, and/or trademarks,
for each open source project belongs to its rightful owner.
If you wish to add or remove any projects, please contact us at [email protected].