lens
Datasets
All datasets matching “lens”Guided-Lensless-Polarization-Imaging-stageI
Stage I reconstructions for evaluation (UPLight & ZJU-RGB-P)
This dataset accompanies Guided Lensless Polarization Imaging (CVPR 2026 Findings). It provides FISTA Stage-I outputs, RGB guidance images, and ground-truth polarization stacks for two public evaluation sets used in the paper.
Layout
UPLight (~1,991 scenes)
Folder
Description
UPLight/fista_grayscale/
3-channel grayscale polarization FISTA reconstructions
UPLight/fista_color/… See the full description on the dataset page: https://huggingface.co/datasets/noakraicer/Guided-Lensless-Polarization-Imaging-stageI.lensless_mic_librispeech
Dataset Card for LenslessMic Version of Librispeech Dataset
Dataset Summary
A LenslessMic version of the Librispeech dataset from the
"LenslessMic: Audio Encryption and Authentication via Lensless Computational Imaging" paper.
Partition
# Audio
# Frames
train-clean
587
73,699
train-other
150
18,561
test-clean
1,089
185,773
test-other
512
62,901
To download the dataset and work with it, use our official repository.
Dataset is collected using DigiCam.… See the full description on the dataset page: https://huggingface.co/datasets/Blinorot/lensless_mic_librispeech.bio-lens
🌿 iNaturalist Bronze Dataset (Research-Grade, Deduplicated)
Description
This dataset contains research-grade observations from iNaturalist, processed through a bronze-layer pipeline that includes:
It's a curated dataset for biodiversity analysis based on community sourced observations, contains millions of images thus can be used for biology model training.
The intent of this data is to train specialist vision models capable of identifying species with high… See the full description on the dataset page: https://huggingface.co/datasets/HirakoSan/bio-lens.refusal-lens-graphsastro_lenslogit-lens-responses-llama-70b-layer50