Saliency Map Comparison Using Deep Learning
Budget: ₹600 – ₹1,500 INR
I'm looking for a deep learning expert who can conduct an experiment with the RISE XAI saliency map in a similar context to a previous analysis involving the gradcam saliency map and an adversarial attack. The primary goal of this project is to compare the two saliency maps.
Key details:
- Dataset: This experiment will be carried out using the ImageNet dataset.
- Model: I have a pre-trained model ready for use.
Ideal skills and experience:
- Proficiency in deep learning and saliency map analysis.
- Experience with the ImageNet dataset.
- Familiarity with pre-trained models and model evaluation.
- Ability to conduct comparisons and analyze results.
Your task will be to utilize the pre-trained model, apply the RISE XAI saliency map, and conduct an analysis to compare the two saliency maps, how adversarial attack looks in RISE XAI approach. Your ability to deliver detailed, insightful comparisons will be crucial for the success of this project.
Key details:
- Dataset: This experiment will be carried out using the ImageNet dataset.
- Model: I have a pre-trained model ready for use.
Ideal skills and experience:
- Proficiency in deep learning and saliency map analysis.
- Experience with the ImageNet dataset.
- Familiarity with pre-trained models and model evaluation.
- Ability to conduct comparisons and analyze results.
Your task will be to utilize the pre-trained model, apply the RISE XAI saliency map, and conduct an analysis to compare the two saliency maps, how adversarial attack looks in RISE XAI approach. Your ability to deliver detailed, insightful comparisons will be crucial for the success of this project.