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6
datasets available to search
ShareScore release 0.9.0
Dataset results
6 results for “image restoration”
UniFMIR: Pre-training a Foundation Model for Universal Fluorescence Microscopy Image Restoration
<p>This repository contains the preprocessed dataset for [UniFMIR](https://github.com/cxm12/UNiFMIR/). All training and test data involved in the experiments are publicly available datasets. Licenses of the original dataset are applied. You can refer to the Github repository for details.</p> <p>* The 3D denoising/isotropic reconstruction/projection datasets can be downloaded from [Content Aware Image Restoration dataset](https://publications.mpi-cbg.de/publications-sites/7207/). `Projection_Flywing/train_data/my_training_data.npz` are generated according to the [CSBDeep](http://csbdeep.bioimagecomputing.com/doc/).</p> <p>* The SR dataset can be downloaded from [BioSR dataset](https://doi.org/10.6084/m9.figshare.13264793). The dataset is augmented according to the instructions in [DFCAN](https://github.com/qc17-THU/DL-SR/tree/main#train-a-new-model) and `my_training_data.npz` files are generated following [CSBDeep](http://csbdeep.bioimagecomputing.com/doc/datagen.html). </p> <p>* The Volumetric reconstruction dataset are from [VCD-LFM dataset](https://doi.org/10.5281/zenodo.4390067). The dataset is prepared according to the instructions in [VCD-Net](https://github.com/feilab-hust/VCD-Net).</p> <p>* DeepBacs dataset can be downloaded from [DeepBacs dataset](https://zenodo.org/record/6460867). We split the dataset into 5 folds for cross-validation. Shareloc dataset can be downloaded from [Shareloc dataset](https://zenodo.org/record/7234161).</p> <p> </p> <p>The data paths should be as follows:</p> <p>```</p> <p>VCD/vcdnet/</p> <p>CSB/DataSet/</p> <p> Denoising_Planaria/</p> <p> Denoising_Tribolium/</p> <p> Isotropic/Isotropic_Liver/</p> <p> Projection_Flywing/</p> <p> BioSR_WF_to_SIM/DL-SR-main/dataset/</p> <p> Synthetic_tubulin_gfp/</p> <p> Synthetic_tubulin_granules/</p> <p>DeepBacs/</p> <p>Shareloc/</p> <p>```</p>
Artificial Intelligence in Image Recognition of Pouchoscopies in Patients With Restorative Proctocolectomy
ClinicalTrials.gov study NCT04864587. IPD Sharing: NO. Countries: 1. Publications: 1.
Metabolomic Evaluation of Psycho-surgical Synergy on Body Image Restoration After Breast Cancer
ClinicalTrials.gov study NCT05616988. IPD Sharing: YES. Countries: 1. Publications: 0.
RESTORE Imaging: an OCT-IVUS Imaging Substudy of RESTORE Trial
ClinicalTrials.gov study NCT06449274. IPD Sharing: UNDECIDED. Countries: 1. Publications: 0.
Enhancement and Restoring of Low Dose Abdominal CT Images
ClinicalTrials.gov study NCT01059032. IPD Sharing: Not stated. Countries: 1. Publications: 0.
This Study Aims to Clinically Assess and Radiographically Measure the Formed Dentin Bridge Over the Pulp, Utilizing Three-dimensional Imaging Following the Application of a Bioactive Restorative Syste
ClinicalTrials.gov study NCT07171775. IPD Sharing: NO. Countries: 0. Publications: 0.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.