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Guided-Lensless-Polarization-Imaging
noakraicer/Guided-Lensless-Polarization-Imaging
Guided-Lensless-Polarization-Imaging is a machine learning model from noakraicer. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
Pretrained Stage II checkpoints for Guided Lensless Polarization Imaging (CVPR 2026 Findings).
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Public
Updated Mar 31, 2026
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.pth1.7 GB · 100%
At a glance
- License
- mit
- Access
- Public
- Created
- Mar 26, 2026
- Updated
- Mar 31, 2026
- SHA
- 350d7cae
Model card
From the Hugging Face model README
Guided Lensless Polarization Imaging
Pretrained Stage II checkpoints for Guided Lensless Polarization Imaging (CVPR 2026 Findings).
Noa Kraicer, Erez Yosef, Raja Giryes · Tel Aviv University
<p align="center"> <a href="https://arxiv.org/abs/2603.27357"><img src="https://img.shields.io/badge/arXiv-2603.27357-b31b1b.svg" alt="arXiv"></a> <a href="https://noa-kraicer.github.io/Guided-Lensless-Polarization-Imaging/"><img src="https://img.shields.io/badge/Project-Page-blue.svg" alt="Project Page"></a> <a href="https://github.com/noa-kraicer/Guided-Lensless-Polarization-Imaging"><img src="https://img.shields.io/badge/GitHub-Code-black.svg" alt="GitHub"></a> <a href="https://huggingface.co/datasets/noakraicer/Guided-Lensless-Polarization-Imaging-stageI"><img src="https://img.shields.io/badge/%F0%9F%A4%97-Stage--I%20Data-orange.svg" alt="Stage-I Data"></a> </p>Models
| Checkpoint | Architecture | Guide | Description |
|---|---|---|---|
grayscale_with_guide.pth | swinfusionSR_GRAYSCALE | RGB | 3ch grayscale polarimetric (0°, 45°, 90°) with RGB guide |
grayscale_no_guide.pth | swinfusionSR_GRAYSCALE | None | 3ch grayscale polarimetric, no guide (FISTA + Transformer baseline) |
color_with_guide.pth | swinfusionSRcolor | RGB | 12ch color polarimetric (4 angles × 3 RGB) with RGB guide |
color_no_guide.pth | swinfusionSRcolor | None | 12ch color polarimetric, no guide (ablation) |
Usage
git clone https://github.com/noa-kraicer/Guided-Lensless-Polarization-Imaging.git
cd Guided-Lensless-Polarization-Imaging
wget https://huggingface.co/noakraicer/Guided-Lensless-Polarization-Imaging/resolve/main/grayscale_with_guide.pth
# Set path/pretrained_netG in your config JSON, then:
python test_swin_final.py --opt options/test_RGBP.json
Citation
@misc{kraicer2026guidedlenslesspolarizationimaging,
title = {Guided Lensless Polarization Imaging},
author = {Noa Kraicer and Erez Yosef and Raja Giryes},
year = {2026},
eprint = {2603.27357},
archivePrefix = {arXiv},
primaryClass = {eess.IV},
url = {https://arxiv.org/abs/2603.27357}
}
- License
- mit
- Created
- Mar 26, 2026
- Updated
- Mar 31, 2026