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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Dataset for "Model-based deep learning enables time-resolved computational microscopy"

Authors: Gao, Yunhui; Cao, Liangcai;

Dataset for "Model-based deep learning enables time-resolved computational microscopy"

Abstract

Introduction This repository contains the experimental dataset for the paper "Model-based deep learning enables time-resolved computational microscopy" PhotoniX 7, 3 (2026) https://doi.org/10.1186/s43074-025-00222-2. The dataset includes experimentally collected raw images from a lensless coded ptychographic microscope, along with the corresponding calibration metadata and visualizations. The associated data processing and reconstruction code is available on GitHub at https://github.com/THUHoloLab/STRIVER-deep For further information, please contact the authors: Yunhui Gao (gyh21@mails.tsinghua.edu.cn), Liangcai Cao (clc@tsinghua.edu.cn) Dataset structure The tables below summarize the dataset underlying the results presented in this work. As an example, “E13/G96 (20–109)” indicates that the corresponding data can be found in the folder E13/G96 (contained within E13.zip), and the reported results were obtained using raw images indexed from 20 to 109. Results presented in the main text Figure Dataset Description Fig. 2a-c E10/G5 Section of a xylophyta dicotyledonous stem Fig. 2d-f E11/G1 Quantitative phase target (QPT) Fig. 3a E13/G96 (20-109) Paramecium specimen Fig. 3b E19/G25 (85-174) Paramecium specimen Fig. 3c, d, g E13/G97 (70-129) Paramecium specimen Fig. 3e, f, h E13/G97 (190-279) Paramecium specimen Fig. 3i-m E19/G32 (50-139) Paramecium specimen Fig. 4a, b E19/G27 (210-314) Paramecium specimen Fig. 4c, d E19/G28 (20-94) Paramecium specimen Fig. 5a-d E30/G15 (260-369) Paramecia and rotifers Fig. 5e-h E30/G12 (15-124) Paramecia and rotifers Fig. 5i-m E30/G6 (180-289) Dense rotifer colonies Results presented in the supplementary document Figure Dataset Description Supplementary Note Fig. 7 E10/G3 Section of a Parascaris equorum uterus Supplementary Note Fig. 8 E10/G4 Thin tissue slice Supplementary Note Fig. 9 E10/G2 Thin tissue slice Supplementary Note Fig. 23 E30/G2 (5-64) Paramecia and rotifers

Related Organizations
Keywords

Microscopy, Deep Learning, Holography, Quantitative Phase Imaging

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average