Emotion Detection Using Convolutional Neural Networks: Using Deep Learning

by Shivam Kashyap

The present study demonstrates the real-time emotional detection using a CNN. We develop and apply a model that efficiently categories human emotions according to facial expressions by using image data.

Methodology:

  1. Data collecting: Including a collection of facial images categorized according to several emotional states
  2. Rescale the image data and get it prepared for training the system in data
  3. Including a CNN architecture with pooling, convolution, and dropout layers in order to reduce overfitting
  4. The CNN model has been trained on a dataset with Image Data Generator augmentation of the data.
  5. Measurements of accuracy and loss can assist you to evaluate the model.
  6. Employing a webcam feed and OpenCV, run the trained model to perform real-time emotion

The findings suggest that the CNN model successfully categorises emotions, attaining a high level of accuracy on the validation set. This study show the use of deep learning in the identification of emotions and offers valuable information on how to implement the model for real-time use.

Leave a Reply

[script_15]

This site uses Akismet to reduce spam. Learn how your comment data is processed.

This website uses cookies to improve your experience. We'll assume you're ok with this, but you can opt-out if you wish. OK Read More

Privacy & Cookies Policy
-
00:00
00:00
Update Required Flash plugin
-
00:00
00:00
✓ Customized M.Tech Projects | ✓ Thesis Writing | ✓ Research Paper Writing | ✓ Plagiarism Checking | ✓ Assignment Preparation | ✓ Electronics Projects | ✓ Computer Science | ✓ AI ML | ✓ NLP Projects | ✓ Arduino Projects | ✓ Matlab Projects | ✓ Python Projects | ✓ Software Projects | ✓ Readymade M.Tech Projects | ✓ Java Projects | ✓ Manufacturing Projects M.Tech | ✓ Aerospace Projects | ✓ AI Gaming Projects | ✓ Antenna Projects | ✓ Mechatronics Projects | ✓ Drone Projects | ✓ Mtech IoT Projects | ✓ MTech Project Source Codes | ✓ Deep Learning Projects | ✓ Structural Engineering Projects | ✓ Cloud Computing Mtech Projects | ✓ Cryptography Projects | ✓ Cyber Security | ✓ Data Engineering | ✓ Data Science | ✓ Embedded Projects | ✓ AWS Projects | ✓ Biomedical Engineering Projects | ✓ Robotics Projects | ✓ Capstone Projects | ✓ Image Processing Projects | ✓ Power System Projects | ✓ Electric Vehicle Projects | ✓ Energy Projects Mtech | ✓ Simulation Projects | ✓ Thermal Engineering Projects

© 2024 All Rights Reserved Engineer’s Planet

Digital Media Partner #magdigit