Low-Light NeRF Quality Pipeline

₹600-5000 INR

Closed

Posted 4 months ago

₹600-5000 INR

Paid on delivery

I want to build a full, low-light-oriented NeRF pipeline whose sole goal is to lift image quality. The core of the work is on the model architecture itself; I am happy to keep pre- and post-processing simple as long as the neural radiance field you design excels in dim scenes. What I need from you: • A PyTorch (or JAX/TensorFlow if you strongly prefer) implementation of a NeRF variant tuned for low-illumination data. • Training and inference scripts that I can run on a single-GPU workstation. • A concise evaluation notebook that reports PSNR, SSIM and LPIPS on the validation set so I can judge improvements immediately. • Clear instructions on how to add new scenes or fine-tune further. The work is finished when I can clone the repo, point it at my dataset, launch training, and reproduce the metric numbers you provide. If you have ideas such as noise-aware encoding, exposure-based sampling or any other architectural twist, feel free to integrate them—just document the choices so I can follow. Looking forward to seeing low-light renders finally pop with detail and color fidelity.

Machine Learning (ML)

Project ID: 40185009

About the project

2 proposals

Remote project

Active 2 mos ago

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2 freelancers are bidding on average ₹20,150 INR for this job

@sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr

₹37,500 INR in 7 days

4.9

(52 reviews)

7.2

@hashirs64

Hi there, I can build a full Neural Radiance Field (NeRF) pipeline specifically optimized for low-light images. The goal will be to enhance detail, color fidelity, and overall image quality in dim scenes. Here’s what you’ll get: Custom Low-Light NeRF model designed for single-GPU training Easy-to-run training & inference scripts Evaluation notebook with PSNR, SSIM, and LPIPS metrics Clear instructions to add new scenes or fine-tune I’ll make sure you can clone the repo, point it at your dataset, run training, and reproduce the results without hassle. Low-light images will finally look sharp, detailed, and realistic. If you want, I can also integrate noise-aware encoding and exposure-based sampling for even better results.

₹2,800 INR in 7 days