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Data, Volume 11, Issue 1

2026 January - 23 articles

Cover Story: Magnetic resonance imaging and hyperspectral imaging offer complementary strengths for image-guided neurosurgery by combining anatomical detail with tissue-specific optical information. This work introduces a multimodal dataset based on agar phantoms designed for MRI–HSI integration. The phantoms replicate layered brain tissue structures, including white matter, gray matter, tumors, and superficial blood vessels, reproducing MRI contrasts of the rat brain while providing stable hyperspectral signatures. The dataset includes two phantom designs with synchronized MRI, HSI, RGB-D, and tracking data, along with pixel-wise annotations and 3D models. This reproducible dataset supports benchmarking of registration, segmentation, classification, depth estimation, and multimodal fusion methods. View this paper
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Articles (23)

  • Data Descriptor
  • Open Access
363 Views
16 Pages

Dataset on Citizens’ Perceptions of Urban Resilience: Survey Results from Veracruz—Boca Del Río Metropolitan Area, Mexico

  • María de los Ángeles Martínez-Cosío,
  • José Eriban Barradas-Hernández,
  • Sergio Márquez-Domínguez,
  • Alejandro Vargas-Colorado,
  • Pedro Javier García-Ramírez,
  • Gerardo Mario Ortigoza-Capetillo,
  • José Piña-Flores,
  • Franco Antonio Carpio-Santamaría,
  • Abigail Zamora-Hernández and
  • Dariniel de Jesús Barrera-Jiménez
  • + 1 author

12 January 2026

This paper presents a dataset developed to characterize the citizens’ perceptions of urban resilience applied to the Veracruz—Boca del Río Metropolitan Area (VBMA) in Mexico. The data were obtained by conducting online surveys, whi...

  • Data Descriptor
  • Open Access
329 Views
17 Pages

Multimodal MRI–HSI Synthetic Brain Tissue Dataset Based on Agar Phantoms

  • Manuel Villa,
  • Jaime Sancho,
  • Gonzalo Rosa-Olmeda,
  • Aure Enkaoua,
  • Sara Moccia and
  • Eduardo Juarez

8 January 2026

Magnetic resonance imaging (MRI) and hyperspectral imaging (HSI) provide complementary information for image-guided neurosurgery, combining high-resolution anatomical detail with tissue-specific optical characterization. This work presents a novel mu...

  • Data Descriptor
  • Open Access
226 Views
9 Pages

6 January 2026

Soil degradation is a pressing concern in the European Union, affecting all major land use types, including agriculture, forests, and urban areas. Existing studies often identify explanatory variables for soil degradation, but large-scale, comprehens...

  • Data Descriptor
  • Open Access
253 Views
8 Pages

Spatial Dataset for Comparing 3D Measurement Techniques on Lunar Regolith Simulant Cones

  • Piotr Kędziorski,
  • Janusz Kobaka,
  • Jacek Katzer,
  • Paweł Tysiąc,
  • Marcin Jagoda and
  • Machi Zawidzki

6 January 2026

The presented dataset contains spatial models of cones formed from lunar soil simulants. The cones were formed in a laboratory by allowing the soil to fall freely through a funnel. Then, the cones were measured using three methods: a high-precision h...

  • Article
  • Open Access
289 Views
11 Pages

5 January 2026

In Japan, the flowering of the red spider lily (Lycoris radiata) marks the autumn equinox. To evaluate the effect of climate change on Japanese people’s sense of seasons and this cultural ecosystem service, we examined the spatiotemporal variab...

  • Data Descriptor
  • Open Access
316 Views
10 Pages

A Database of Fruit and Seed Morphological Traits and Images from Subtropical Flora of Hong Kong

  • Ying Ki Law,
  • Chun Chiu Pang,
  • Ting Wing Shum,
  • Theodora Chin-Tung Chan,
  • Cheuk Yan Law and
  • Billy Chi Hang Hau

5 January 2026

Plant functional traits are key to understanding species performance, community assembly and ecosystem processes. Fruit and seed traits play an important role in early life-cycle processes by influencing seed dispersal, germination, and establishment...

  • Data Descriptor
  • Open Access
287 Views
22 Pages

2 January 2026

Behavioral and educational researchers increasingly rely on rich datasets that capture how students respond to technology-enhanced instruction, yet few open resources document the full pipeline from experimental design to data curation in authentic c...

  • Data Descriptor
  • Open Access
221 Views
8 Pages

A Georeferenced Field Dataset of Forest Cover Density and Composition for Vegetation Classification and Monitoring

  • Lucio Di Cosmo,
  • Patrizia Gasparini,
  • Antonio Floris,
  • Maria Rizzo,
  • Hannes Markart and
  • Marco Pietrogiovanna

1 January 2026

Forests provide a wide range of ecosystem services, and their importance in supporting human well-being is widely recognized. As goods and benefits from forests are exhaustible, it is therefore essential to gather sound data for their monitoring and...

  • Data Descriptor
  • Open Access
272 Views
8 Pages

Transcriptomic Profiling of HepaRG Cells During Differentiation and 3-Methylcholanthrene Induction Using Oxford Nanopore Direct RNA Sequencing

  • Nataliya G. Luzgina,
  • Svetlana N. Tarbeeva,
  • Daniil D. Romashin,
  • Konstantin G. Ptitsyn,
  • Svetlana A. Khmeleva,
  • Leonid K. Kurbatov,
  • Sergey P. Radko,
  • Anna S. Kozlova,
  • Polina A. Veselova and
  • Alexander L. Rusanov
  • + 1 author

29 December 2025

The aryl hydrocarbon receptor (AhR) plays a crucial role in mediating xenobiotic responses, as well as regulating broader metabolic, differentiation, and stress response programs. In this study, we present a comprehensive long-read RNA sequencing dat...

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Data - ISSN 2306-5729