Deepfake detection and localization using deep learning

Project Title

Deepfake detection and localization using deep learning

Project Area of Specialization Artificial IntelligenceProject Summary

Deepfake Detection system is basically a system that detects fake part in the image and also localize the fake part of the image. 

Project Objectives

objective of our project is to detect that the image is fake or real.

Project Implementation Method

Deeplearning approach 

For detection we use Convolution Neural Network base models 

XceptionNet

Resnet50 and VGG19

For localization

Grand-CAM

Benefits of the Project

Benifits of our project is that the human eyes can not predict the or determines the manipulation in the image. our sysytem can easly detects and localize the manipulated  part  of the image.

Technical Details of Final Deliverable

Following will be the deliverables of our project:

• GUI (Graphics User Interface) based on Website using Django framework.
• We will have a deep learning models which are connected the Website, which will predict and localize whether the images is real or fake.

Final Deliverable of the Project Software SystemCore Industry EducationOther IndustriesCore Technology Artificial Intelligence(AI)Other TechnologiesSustainable Development GoalsRequired Resources

Item Name	Type	No. of Units	Per Unit Cost (in Rs)	Total (in Rs)
			Total in (Rs)	2000
Google-Colab	Equipment	1	2000	2000