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Data, Volume 8, Issue 1

2023 January - 21 articles

Cover Story: Advanced driver assistance systems rely on automated traffic sign recognition. Today, deep learning methods outperform other approaches in terms of accuracy and processing time, but they require vast and well-curated data sets for training. We therefore present the Austrian Highway Traffic Sign Data Set (ATSD), a comprehensive annotated data set of images of almost all traffic signs on Austrian highways in 2014, and corresponding images of full traffic scenes in which they are contained. Altogether, the data set consists of almost 7500 scene images with more than 28,000 detailed annotations of more than 100 distinct traffic sign classes. It covers diverse environments, ranging from urban to rural and mountainous areas, and includes many images recorded in tunnels. View this paper
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Articles (21)

  • Article
  • Open Access
1 Citations
2,731 Views
9 Pages

Shapley Value as a Quality Control for Mass Spectra of Human Glioblastoma Tissues

  • Denis S. Zavorotnyuk,
  • Anatoly A. Sorokin,
  • Stanislav I. Pekov,
  • Denis S. Bormotov,
  • Vasiliy A. Eliferov,
  • Konstantin V. Bocharov,
  • Eugene N. Nikolaev and
  • Igor A. Popov

16 January 2023

The automatic processing of high-dimensional mass spectrometry data is required for the clinical implementation of ambient ionization molecular profiling methods. However, complex algorithms required for the analysis of peak-rich spectra are sensitiv...

  • Data Descriptor
  • Open Access
3 Citations
3,797 Views
11 Pages

14 January 2023

The accumulation of electronic waste (e-waste) is becoming a problem in society. Old parts and components are conveniently discarded instead of being recycled. Economic and environmental measures should be taken by individuals and organizations to en...

  • Data Descriptor
  • Open Access
8 Citations
3,381 Views
13 Pages

Airborne Spectral Reflectance Dataset of Submerged Plastic Targets in a Coastal Environment

  • Apostolos Papakonstantinou,
  • Argyrios Moustakas,
  • Polychronis Kolokoussis,
  • Dimitris Papageorgiou,
  • Robin de Vries and
  • Konstantinos Topouzelis

11 January 2023

Among the emerging applications of remote sensing technologies, the remote detection of plastic litter has observed successful applications in recent years. However, while the number of studies and datasets for spectral characterization of plastic is...

  • Article
  • Open Access
27 Citations
10,589 Views
18 Pages

Introducing UWF-ZeekData22: A Comprehensive Network Traffic Dataset Based on the MITRE ATT&CK Framework

  • Sikha S. Bagui,
  • Dustin Mink,
  • Subhash C. Bagui,
  • Tirthankar Ghosh,
  • Russel Plenkers,
  • Tom McElroy,
  • Stephan Dulaney and
  • Sajida Shabanali

11 January 2023

With the rapid rate at which networking technologies are changing, there is a need to regularly update network activity datasets to accurately reflect the current state of network infrastructure/traffic. The uniqueness of this work was that this was...

  • Data Descriptor
  • Open Access
6 Citations
5,297 Views
8 Pages

UIBVFED-Mask: A Dataset for Comparing Facial Expressions with and without Face Masks

  • Miquel Mascaró-Oliver,
  • Ramon Mas-Sansó,
  • Esperança Amengual-Alcover and
  • Maria Francesca Roig-Maimó

11 January 2023

After the COVID-19 pandemic the use of face masks has become a common practice in many situations. Partial occlusion of the face due to the use of masks poses new challenges for facial expression recognition because of the loss of significant facial...

  • Data Descriptor
  • Open Access
5 Citations
9,968 Views
15 Pages

Traffic Sign Detection and Classification on the Austrian Highway Traffic Sign Data Set

  • Alexander Maletzky,
  • Nikolaus Hofer,
  • Stefan Thumfart,
  • Karin Bruckmüller and
  • Johannes Kasper

9 January 2023

Advanced Driver Assistance Systems rely on automated traffic sign recognition. Today, Deep Learning methods outperform other approaches in terms of accuracy and processing time; however, they require vast and well-curated data sets for training. In t...

  • Data Descriptor
  • Open Access
9 Citations
6,210 Views
8 Pages

Visual Lip Reading Dataset in Turkish

  • Ali Berkol,
  • Talya Tümer-Sivri,
  • Nergis Pervan-Akman,
  • Melike Çolak and
  • Hamit Erdem

5 January 2023

The promised dataset was obtained from daily Turkish words and phrases pronounced by various people in videos posted on YouTube. The purpose of compiling the dataset was to provide a method for the detection of the spoken word by recognizing patterns...

  • Data Descriptor
  • Open Access
19 Citations
4,823 Views
38 Pages

UTMInDualSymFi: A Dual-Band Wi-Fi Dataset for Fingerprinting Positioning in Symmetric Indoor Environments

  • Asim Abdullah,
  • Muhammad Haris,
  • Omar Abdul Aziz,
  • Rozeha A. Rashid and
  • Ahmad Shahidan Abdullah

1 January 2023

Recent studies on indoor positioning using Wi-Fi fingerprinting are motivated by the ubiquity of Wi-Fi networks and their promising positioning accuracy. Machine learning algorithms are commonly leveraged in indoor positioning works. The performance...

  • Data Descriptor
  • Open Access
9 Citations
3,396 Views
11 Pages

A Consistent Land Cover Map Time Series at 2 m Spatial Resolution—The LifeWatch 2006-2015-2018-2019 Dataset for Wallonia

  • Julien Radoux,
  • Axel Bourdouxhe,
  • Thomas Coppée,
  • Mathilde De Vroey,
  • Marc Dufrêne and
  • Pierre Defourny

31 December 2022

Ecosystem accounting is based on the definition of the extent and the status of an ecosystem. Land cover maps extents are representative of several ecosystems and can therefore be used to support ecosystem accounting if reliable change information is...

  • Review
  • Open Access
6 Citations
3,713 Views
14 Pages

Lying-People Pressure-Map Datasets: A Systematic Review

  • Luís Fonseca,
  • Fernando Ribeiro and
  • José Metrôlho

30 December 2022

Bedded or lying-people pressure-map datasets can be used to identify patients’ in-bed postures and can be very useful in numerous healthcare applications. However, the construction of these datasets is not always easy, and many researchers ofte...

  • Data Descriptor
  • Open Access
6 Citations
5,431 Views
7 Pages

29 December 2022

Antimicrobial resistance is a rising threat in the agrifood sector. The misuse of antibiotics exerts selective pressure, driving resistance mechanisms in bacteria, which could ultimately spread through many routes and render treatments for infectious...

  • Article
  • Open Access
9 Citations
4,516 Views
15 Pages

Natural Language Processing to Extract Information from Portuguese-Language Medical Records

  • Naila Camila da Rocha,
  • Abner Macola Pacheco Barbosa,
  • Yaron Oliveira Schnr,
  • Juliana Machado-Rugolo,
  • Luis Gustavo Modelli de Andrade,
  • José Eduardo Corrente and
  • Liciana Vaz de Arruda Silveira

29 December 2022

Studies that use medical records are often impeded due to the information presented in narrative fields. However, recent studies have used artificial intelligence to extract and process secondary health data from electronic medical records. The aim o...

  • Article
  • Open Access
4 Citations
7,881 Views
19 Pages

PERSIST: A Multimodal Dataset for the Prediction of Perceived Exertion during Resistance Training

  • Justin Amadeus Albert,
  • Arne Herdick,
  • Clemens Markus Brahms,
  • Urs Granacher and
  • Bert Arnrich

28 December 2022

Measuring and adjusting the training load is essential in resistance training, as training overload can increase the risk of injuries. At the same time, too little load does not deliver the desired training effects. Usually, external load is quantifi...

  • Article
  • Open Access
1 Citations
2,280 Views
8 Pages

Aggregation of Multimodal ICE-MS Data into Joint Classifier Increases Quality of Brain Cancer Tissue Classification

  • Anatoly A. Sorokin,
  • Denis S. Bormotov,
  • Denis S. Zavorotnyuk,
  • Vasily A. Eliferov,
  • Konstantin V. Bocharov,
  • Stanislav I. Pekov,
  • Evgeny N. Nikolaev and
  • Igor A. Popov

27 December 2022

Mass spectrometry fingerprinting combined with multidimensional data analysis has been proposed in surgery to determine if a biopsy sample is a tumor. In the specific case of brain tumors, it is complicated to obtain control samples, leading to model...

  • Data Descriptor
  • Open Access
1 Citations
2,392 Views
7 Pages

Numerical and Experimental Data of the Implementation of Logic Gates in an Erbium-Doped Fiber Laser (EDFL)

  • Samuel Mardoqueo Afanador Delgado,
  • José Luis Echenausía Monroy,
  • Guillermo Huerta Cuellar,
  • Juan Hugo García López and
  • Rider Jaimes Reátegui

26 December 2022

In this article, the methods for obtaining time series from an erbium-doped fiber laser (EDFL) and its numerical simulation are described. In addition, the nature of the obtained files, the meaning of the changing file names, and the ways of accessin...

  • Data Descriptor
  • Open Access
3 Citations
2,872 Views
15 Pages

A Large-Scale Dataset of Conservation and Deep Tillage in Mollisols, Northeast Plain, China

  • Fahui Jiang,
  • Shangshu Huang,
  • Yan Wu,
  • Mahbub Ul Islam,
  • Fangjin Dong,
  • Zhen Cao,
  • Guohui Chen and
  • Yuming Guo

24 December 2022

One of the primary challenges of our time is to feed a growing and more demanding world population with degraded soil environments under more variable and extreme climate conditions. Conservation tillage (CS) and deep tillage (DT) have received stron...

  • Data Descriptor
  • Open Access
2,284 Views
6 Pages

Thermal Data of Perfluorinated Carboxylic Acid Functionalized Aluminum Nanoparticles

  • Nathan J. Weeks,
  • Bradley Martin,
  • Enrique Gazmin and
  • Scott T. Iacono

23 December 2022

Improving the performance of composite energetic materials comprised of a solid metal fuel and a source of oxidizer (known as thermites) has long been pursued as thermites for pyrolant flares and rocket propellants. The performance of thermites, invo...

  • Data Descriptor
  • Open Access
31 Citations
8,716 Views
22 Pages

LoRaWAN Path Loss Measurements in an Urban Scenario including Environmental Effects

  • Mauricio González-Palacio,
  • Diana Tobón-Vallejo,
  • Lina M. Sepúlveda-Cano,
  • Santiago Rúa,
  • Giovanni Pau and
  • Long Bao Le

22 December 2022

LoRaWAN is a widespread protocol by which Internet of things end nodes (ENs) can exchange information over long distances via their gateways. To deploy the ENs, it is mandatory to perform a link budget analysis, which allows for determining adequate...

  • Data Descriptor
  • Open Access
4 Citations
2,409 Views
9 Pages

Pilot Study of the Metabolomic Profile of an Athlete after Short-Term Physical Activity

  • Kristina A. Malsagova,
  • Arthur T. Kopylov,
  • Vasiliy I. Pustovoyt,
  • Alexander A. Stepanov,
  • Dmitry V. Enikeev,
  • Natalia V. Potoldykova,
  • Evgenii I. Balakin and
  • Anna L. Kaysheva

21 December 2022

A comprehensive analysis of indicators of the state of the body between training and recovery allows a comprehensive evaluation of various aspects of health, athletic performance, and recovery. In this pilot study, an assessment of the metabolomic pr...

  • Data Descriptor
  • Open Access
8 Citations
4,036 Views
10 Pages

Spectral Library of Maize Leaves under Nitrogen Deficiency Stress

  • Maria C. Torres-Madronero,
  • Manuel Goez,
  • Manuel A. Guzman,
  • Tatiana Rondon,
  • Pablo Carmona,
  • Camilo Acevedo-Correa,
  • Santiago Gomez-Ortega,
  • Mariana Durango-Flórez,
  • Smith V. López and
  • Maria Casamitjana
  • + 1 author

21 December 2022

Maize crops occupy an important place in world food security. However, different conditions, such as abiotic stress factors, can affect the productivity of these crops, requiring technologies that facilitate their monitoring. One such technology is s...

  • Data Descriptor
  • Open Access
3,056 Views
9 Pages

Gene Expression Datasets for Two Versions of the Saccharum spontaneum AP85-441 Genome

  • Nicolás López-Rozo,
  • Mauricio Ramirez-Castrillon,
  • Miguel Romero,
  • Jorge Finke and
  • Camilo Rocha

20 December 2022

Sugarcane is a species of tall grass with high biomass and sucrose production, and the world’s largest crop by production quantity. Its evolutionary environment adaptation and anthropogenic breeding response have resulted in a complex autopolyp...

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Data - ISSN 2306-5729