Low-Light NeRF Pipeline in PyTorch

₹600-1500 INR

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Posted 1 day ago

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Ends in 5 days

₹600-1500 INR

Paid on delivery

I need an end-to-end neural rendering pipeline that can faithfully reconstruct low-light scenes with NeRF. All training will be image-based and must run entirely in PyTorch. You are free to choose or combine publicly available night-time or low-illumination datasets, as long as the licence allows research use and you clearly cite the source. Here is what I expect at delivery: • A reproducible PyTorch implementation (data loader, network, training loop, rendering code). • Training and inference scripts that run on a single GPU and are easy to adapt to new datasets. • Built-in evaluation that logs PSNR, SSIM and LPIPS after every validation epoch and prints a final summary table. • A short report (markdown or PDF) discussing dataset choice, hyper-parameters and final scores, plus a few rendered images demonstrating quality under low light. • Clean, commented code pushed to a Git repository. Acceptance will be based on the code running without modification and achieving competitive scores (≥ the median reported in the datasets you select) for all three metrics on at least one public low-light set.

Neural Networks

Machine Learning (ML)

Project ID: 40185069

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1 freelancer is bidding on average ₹1,300 INR for this job

@PyMLExpert1

Drawing on my extensive experience in both Computer Vision and Deep Learning, I am ideally positioned to deliver the low-light NeRF pipeline in PyTorch that you need. A seasoned Python and Machine Learning expert, I have a deep understanding of designing and deploying end-to-end AI solutions. This project aligns perfectly with my core competencies, and I am excited about the opportunity to bring my skills to bear. Over the years, I have honed my skills in architecting complex algorithms that leverage deep learning frameworks such as PyTorch. My approach has always been to ensure reproducibility and scalability, hallmarks you've indicated as crucial for this project. I guarantee not only a codebase that runs smoothly but is also easy to adapt to new datasets - an important trait in any evolving research field. Addedly, your need for rigorous evaluation dovetails well with another aspect of my expertise: data-driven decision-making processes. You can expect a comprehensive report outlining dataset choices, hyper-parameters used, as well as final scores - all underpinned by detailed citations from trusted sources. Finally, timely delivery and effective communication are key aspects of my work style which will be essential for this role.

₹1,300 INR in 6 days