
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
Microscopy, Deep Learning, Holography, Quantitative Phase Imaging
Microscopy, Deep Learning, Holography, Quantitative Phase Imaging
| 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). | 0 | |
| 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. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
