Enhance CVPR Image Restoration Paper Results
Budget: ₹600 – ₹1,500 INR
Title: Reproduce and Improve CVPR Image Restoration Paper (PyTorch)
Description:
I am looking for an experienced Computer Vision / Deep Learning researcher.
Paper:
Retrieve-to-Restore (R2R): Efficient All-in-One Image Restoration with a Retrieval-Based Degradation Bank
Requirements:
* Clone and run the official GitHub repository.
* Set up all required datasets used in the paper.
* Reproduce the reported baseline results.
* Analyze architecture and training pipeline.
* Suggest and implement modifications to improve PSNR/SSIM beyond the published results.
* Provide training logs, evaluation metrics, modified code, and documentation.
Skills:
* PyTorch
* Computer Vision
* Image Restoration
* CNN / Transformer architectures
* Research paper reproduction
* GPU training and optimization
Deliverables:
1. Working environment setup.
2. Reproduced baseline results.
3. Improved model with documented modifications.
4. Evaluation report comparing baseline vs improved model.
5. Source code and instructions.
Description:
I am looking for an experienced Computer Vision / Deep Learning researcher.
Paper:
Retrieve-to-Restore (R2R): Efficient All-in-One Image Restoration with a Retrieval-Based Degradation Bank
Requirements:
* Clone and run the official GitHub repository.
* Set up all required datasets used in the paper.
* Reproduce the reported baseline results.
* Analyze architecture and training pipeline.
* Suggest and implement modifications to improve PSNR/SSIM beyond the published results.
* Provide training logs, evaluation metrics, modified code, and documentation.
Skills:
* PyTorch
* Computer Vision
* Image Restoration
* CNN / Transformer architectures
* Research paper reproduction
* GPU training and optimization
Deliverables:
1. Working environment setup.
2. Reproduced baseline results.
3. Improved model with documented modifications.
4. Evaluation report comparing baseline vs improved model.
5. Source code and instructions.