High-Res Image Enhancement with PyTorch
Budget: ₹600 – ₹1,500 INR
I am seeking a qualified Python developer with an expertise in computer vision, image processing, and PyTorch, to move forward with this project of image enhancement. The final objective is to obtain high-resolution, more detailed images from lower-resolution image using the method Image Super-Resolution via Iterative Refinement (SR3).
Model to be Trained on DeepLesion dataset and also apply intensity scaling if required to get a proper image.
Key Responsibilities:
- Code the process of converting low-resolution images to high-resolution images utilizing SR3 in a Python notebook.
- Train this model using PyTorch on the DeepLesion dataset. We won't focus on any specific subset of images - we want to include all available images in the training process.
- If necessary, implement intensity scaling to ensure the highest quality image output.
Skills and Experience Required:
- Proficiency with Python programming
- Experience with PyTorch and image processing and GPU
- Knowledge of SR3 method would be a significant advantage
- Familiarity with the DeepLesion dataset or similar would be beneficial
By enhancing the quality of these images, we anticipate a substantial move towards improved outcomes in our project. The successful candidate should demonstrate success with similar projects, and substantial knowledge of image processing in PyTorch.
SR3 - Link: https://iterative-refinement.github.io/
DeepLesion Dataset Link : https://www.kaggle.com/datasets/kmader/nih-deeplesion-subset/data
Model to be Trained on DeepLesion dataset and also apply intensity scaling if required to get a proper image.
Key Responsibilities:
- Code the process of converting low-resolution images to high-resolution images utilizing SR3 in a Python notebook.
- Train this model using PyTorch on the DeepLesion dataset. We won't focus on any specific subset of images - we want to include all available images in the training process.
- If necessary, implement intensity scaling to ensure the highest quality image output.
Skills and Experience Required:
- Proficiency with Python programming
- Experience with PyTorch and image processing and GPU
- Knowledge of SR3 method would be a significant advantage
- Familiarity with the DeepLesion dataset or similar would be beneficial
By enhancing the quality of these images, we anticipate a substantial move towards improved outcomes in our project. The successful candidate should demonstrate success with similar projects, and substantial knowledge of image processing in PyTorch.
SR3 - Link: https://iterative-refinement.github.io/
DeepLesion Dataset Link : https://www.kaggle.com/datasets/kmader/nih-deeplesion-subset/data