Deepfake Image Detection via Deep Learning
Budget: ₹1,500 – ₹12,500 INR
I'm looking for a freelancer who can implement four separate deep learning models for deepfake image detection. The desired models are:
- CNN
- Vgg16
- Resnet50
- A fourth model of your recommendation
Three datasets will be used for training and validation. I prefer the usage of FaceForensics++, CelebDF, DFDC, but I am open to other high-quality image datasets.
The analysis of these models should include:
- Accuracy evaluation
- False positive and false negative analysis
- Comprehensive comparison of model performance
The freelancer has the freedom to prioritize the implementation of these models as they see fit. I am open to suggestions on the pros and cons of each model, and how they could serve my project best.
In your proposal, I am particularly interested in a detailed outline of how you would approach the project, including a brief explanation of the fourth model you recommend.
The ideal candidate for this job would have intermediate proficiency in deep learning modeling. Prior experience is valuable, but overall I value thoughtful approaches and clear communication about your game plan. Let's collaborate and ensure robust deepfake detection.
- CNN
- Vgg16
- Resnet50
- A fourth model of your recommendation
Three datasets will be used for training and validation. I prefer the usage of FaceForensics++, CelebDF, DFDC, but I am open to other high-quality image datasets.
The analysis of these models should include:
- Accuracy evaluation
- False positive and false negative analysis
- Comprehensive comparison of model performance
The freelancer has the freedom to prioritize the implementation of these models as they see fit. I am open to suggestions on the pros and cons of each model, and how they could serve my project best.
In your proposal, I am particularly interested in a detailed outline of how you would approach the project, including a brief explanation of the fourth model you recommend.
The ideal candidate for this job would have intermediate proficiency in deep learning modeling. Prior experience is valuable, but overall I value thoughtful approaches and clear communication about your game plan. Let's collaborate and ensure robust deepfake detection.