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Updated: May 27, 2026

Demonstration of a Hyperlens-integrated Microscope and Super-resolution Imaging
Published on: September 8, 2017
High-fidelity super-resolution microscopy datasets spanning multispectral to hyperspectral domains via diffractive
Ning Xu1, Cilong Zhang2, Yuegang Fu3,4
1State Key Laboratory of Precision Measurement Technology and Instruments, Department of Precision Instrument, Tsinghua University, Beijing, 100084, China.
Abstract:
Paired datasets are critical for advancing data-driven microscopy but remain scarce for spectral imaging. Here, we present a comprehensive super-resolution dataset bridging multispectral and hyperspectral domains, generated via diffractive optics-based structured illumination. Unlike synthetic datasets derived from degradation models, these high-fidelity images are derived from physics-based modulation, ensuring accurate representation of biological structures. The collection is organized into five distinct records: (1) a 4-channel multispectral calibration dataset resolving ~96 nm details; (2) a 3-channel multispectral biological dataset of labeled organelles; (3) two spatial super-resolution datasets of cellular filaments reconstructed via pattern-illuminated Fourier ptychography and analytical phase-shifting to minimize artifacts; and (4) a novel hyperspectral dataset (503-689 nm, 6 nm interval, comprising 63 distinct groups) of bovine pulmonary artery endothelial cells acquired using a compact lattice SIM system. We provide paired diffraction-limited widefield (WF) and reconstructed super-resolution (SR) images, alongside system point spread functions. This dataset serves as a rigorous benchmark for developing image restoration, spectral unmixing, and cross-modality deep learning algorithms, facilitating the extraction of nanoscale insights from standard optical setups.
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