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6,099 Results Found

  • Article
  • Open Access
893 Views
14 Pages

Deep Learning Architectures for Single-Label and Multi-Label Surgical Tool Classification in Minimally Invasive Surgeries

  • Hisham ElMoaqet,
  • Hamzeh Qaddoura,
  • Mutaz Ryalat,
  • Natheer Almtireen,
  • Tamer Abdulbaki Alshirbaji,
  • Nour Aldeen Jalal,
  • Thomas Neumuth and
  • Knut Moeller

29 May 2025

The integration of Context-Aware Systems (CASs) in Future Operating Rooms (FORs) aims to enhance surgical workflows and outcomes through real-time data analysis. CASs require accurate classification of surgical tools, enabling the understanding of su...

  • Article
  • Open Access
3 Citations
3,165 Views
15 Pages

Using Masked Image Modelling Transformer Architecture for Laparoscopic Surgical Tool Classification and Localization

  • Hisham ElMoaqet,
  • Rami Janini,
  • Mutaz Ryalat,
  • Ghaith Al-Refai,
  • Tamer Abdulbaki Alshirbaji,
  • Nour Aldeen Jalal,
  • Thomas Neumuth,
  • Knut Moeller and
  • Nassir Navab

10 May 2025

Artificial intelligence (AI) has shown its potential to advance applications in various medical fields. One such area involves developing integrated AI-based systems to assist in laparoscopic surgery. Surgical tool detection and phase recognition are...

  • Article
  • Open Access
5 Citations
2,945 Views
14 Pages

Glioblastoma Molecular Classification Tool Based on mRNA Analysis: From Wet-Lab to Subtype

  • Giedrius Steponaitis,
  • Vytautas Kucinskas,
  • Ieva Golubickaite,
  • Kestutis Skauminas and
  • Ausra Saudargiene

14 December 2022

Most glioblastoma studies incorporate the layer of tumor molecular subtype based on the four-subtype classification system proposed in 2010. Nevertheless, there is no universally recognized and convenient tool for glioblastoma molecular subtyping, an...

  • Article
  • Open Access
1,389 Views
16 Pages

10 March 2025

A firewall is a device that is used generally to prevent cyberattacks and protect internal assets by blocking unauthorized access. Information security managers have many difficulties in managing firewall policies due to errors or anomalies in the po...

  • Article
  • Open Access
17 Citations
3,295 Views
15 Pages

Tool Wear Monitoring in Milling Based on Fine-Grained Image Classification of Machined Surface Images

  • Jing Yang,
  • Jian Duan,
  • Tianxiang Li,
  • Cheng Hu,
  • Jianqiang Liang and
  • Tielin Shi

2 November 2022

Cutting tool wear state assessment during the manufacturing process is extremely significant. The primary purpose of this study is to monitor tool wear to ensure timely tool change and avoid excessive tool wear or sudden tool breakage, which causes w...

  • Article
  • Open Access
4 Citations
4,811 Views
15 Pages

Volumetric errors (VE) are related to the machine tool accuracy state. Extracting features from the complex VE data provides with a means to characterize this data. VE feature classification can reveal the machine tool accuracy states. This paper pre...

  • Article
  • Open Access
5 Citations
1,905 Views
18 Pages

30 May 2024

The paper presents the comparative analysis of Long short-term memory (LSTM) and one-dimensional convolutional neural networks (1-D CNNs) for tool wear classification in chipboard milling processes. The complexity of sequence data in various fields m...

  • Article
  • Open Access
58 Citations
9,523 Views
18 Pages

Online Tool Wear Classification during Dry Machining Using Real Time Cutting Force Measurements and a CNN Approach

  • German Terrazas,
  • Giovanna Martínez-Arellano,
  • Panorios Benardos and
  • Svetan Ratchev

The new generation of ICT solutions applied to the monitoring, adaptation, simulation and optimisation of factories are key enabling technologies for a new level of manufacturing capability and adaptability in the context of Industry 4.0. Given the a...

  • Feature Paper
  • Article
  • Open Access
9 Citations
3,120 Views
16 Pages

9 September 2022

Deep learning approaches have been explored for surgical tool classification in laparoscopic videos. Convolutional neural networks (CNN) are prominent among the proposed approaches. However, concerns about the robustness and generalisability of CNN a...

  • Article
  • Open Access
1,482 Views
24 Pages

CNN-Based Classification of Optically Critical Cutting Tools with Complex Geometry: New Insights for CNN-Based Classification Tasks

  • Mühenad Bilal,
  • Ranadheer Podishetti,
  • Tangirala Sri Girish,
  • Daniel Grossmann and
  • Markus Bregulla

4 March 2025

Sustainability has increasingly emphasized the importance of recycling and repairing materials. Cutting tools, such as milling cutters and drills, play a crucial role due to the high demands placed on products used in CNC machining. As a result, the...

  • Review
  • Open Access
2 Citations
13,887 Views
39 Pages

Bridging the Gap: A Survey and Classification of Research-Informed Ethical Hacking Tools

  • Paolo Modesti,
  • Lewis Golightly,
  • Louis Holmes,
  • Chidimma Opara and
  • Marco Moscini

The majority of Ethical Hacking (EH) tools utilised in penetration testing are developed by practitioners within the industry or underground communities. Similarly, academic researchers have also contributed to developing security tools. However, the...

  • Article
  • Open Access
6 Citations
3,254 Views
39 Pages

3 May 2023

Feature selection (FS) represents an essential step for many machine learning-based predictive maintenance (PdM) applications, including various industrial processes, components, and monitoring tasks. The selected features not only serve as inputs to...

  • Article
  • Open Access
119 Citations
14,648 Views
22 Pages

Object-Based Land Cover Classification of Cork Oak Woodlands using UAV Imagery and Orfeo ToolBox

  • Giandomenico De Luca,
  • João M. N. Silva,
  • Sofia Cerasoli,
  • João Araújo,
  • José Campos,
  • Salvatore Di Fazio and
  • Giuseppe Modica

24 May 2019

This paper investigates the reliability of free and open-source algorithms used in the geographical object-based image classification (GEOBIA) of very high resolution (VHR) imagery surveyed by unmanned aerial vehicles (UAVs). UAV surveys were carried...

  • Article
  • Open Access
3 Citations
3,995 Views
8 Pages

12 August 2021

A web-based image classification tool (DiLearn) was developed to facilitate active learning in the oral health profession. Students engage with oral lesion images using swipe gestures to classify each image into pre-determined categories (e.g., left...

  • Article
  • Open Access
14 Citations
3,860 Views
13 Pages

Hand Motion-Aware Surgical Tool Localization and Classification from an Egocentric Camera

  • Tomohiro Shimizu,
  • Ryo Hachiuma,
  • Hiroki Kajita,
  • Yoshifumi Takatsume and
  • Hideo Saito

25 January 2021

Detecting surgical tools is an essential task for the analysis and evaluation of surgical videos. However, in open surgery such as plastic surgery, it is difficult to detect them because there are surgical tools with similar shapes, such as scissors...

  • Article
  • Open Access
6 Citations
4,039 Views
22 Pages

An Automated Lexical Stress Classification Tool for Assessing Dysprosody in Childhood Apraxia of Speech

  • Jacqueline McKechnie,
  • Mostafa Shahin,
  • Beena Ahmed,
  • Patricia McCabe,
  • Joanne Arciuli and
  • Kirrie J. Ballard

25 October 2021

Childhood apraxia of speech (CAS) commonly affects the production of lexical stress contrast in polysyllabic words. Automated classification tools have the potential to increase reliability and efficiency in measuring lexical stress. Here, factors af...

  • Article
  • Open Access
1 Citations
4,025 Views
12 Pages

Carcinogenic Chemicals in Occupational Settings: A Tool for Comparison and Translation between Different Classification Systems

  • Carolina Zellino,
  • Andrea Spinazzè,
  • Francesca Borghi,
  • Davide Campagnolo,
  • Giacomo Fanti,
  • Marta Keller,
  • Alessio Carminati,
  • Sabrina Rovelli,
  • Andrea Cattaneo and
  • Domenico Maria Cavallo

21 February 2024

In the European Union, Occupational Safety and Health legislation generally refers to European Regulation (CE) n. 1272/2008 to define and classify carcinogens of concern for occupational risk assessment and exposure assessment. In Europe, the current...

  • Article
  • Open Access
10 Citations
5,267 Views
18 Pages

Microclimate Classification of Bologna (Italy) as a Support Tool for Urban Services and Regeneration

  • Marianna Nardino,
  • Letizia Cremonini,
  • Teodoro Georgiadis,
  • Emanuele Mandanici and
  • Gabriele Bitelli

A microclimate classification of the entire Bologna Municipality has been carried out in order to give a tool to the local administration in the drafting of the General Urbanistic Plan (PUG). The city was classified considering the variation of air t...

  • Proceeding Paper
  • Open Access
1,635 Views
6 Pages

Electronic tongue type sensor arrays are made of different materials with the property of capturing signals independently by each sensor. The signals captured when conducting electrochemical tests often have high dimensionality, which increases when...

  • Article
  • Open Access
1 Citations
1,772 Views
17 Pages

Classification Maps: A New Mathematical Tool Supporting the Diagnosis of Age-Related Macular Degeneration

  • Piotr Wąż,
  • Katarzyna Zorena,
  • Anna Murawska and
  • Dorota Bielińska-Wąż

29 June 2023

Objective: A new diagnostic graphical tool—classification maps—supporting the detection of Age-Related Macular Degeneration (AMD) has been constructed. Methods: The classification maps are constructed using the ordinal regression model. I...

  • Article
  • Open Access
19 Citations
5,921 Views
14 Pages

Radiomics Diagnostic Tool Based on Deep Learning for Colposcopy Image Classification

  • Yuliana Jiménez Gaona,
  • Darwin Castillo Malla,
  • Bernardo Vega Crespo,
  • María José Vicuña,
  • Vivian Alejandra Neira,
  • Santiago Dávila and
  • Veronique Verhoeven

Background: Colposcopy imaging is widely used to diagnose, treat and follow-up on premalignant and malignant lesions in the vulva, vagina, and cervix. Thus, deep learning algorithms are being used widely in cervical cancer diagnosis tools. In this st...

  • Article
  • Open Access
1 Citations
1,478 Views
12 Pages

Is Global Limb Anatomic Staging System Classification a Useful Tool in Predicting Lower Limb Revascularization Procedures’ Success?

  • Andreea Luciana Rata,
  • Nawaf Al Khazaleh,
  • Sergiu Sirca,
  • Cătălin Alexandru Pîrvu,
  • Alexandru Furdui,
  • Elena Rizea and
  • Sorin Barac

20 February 2025

Background. GLASS (Global Limb Anatomic Staging System) classification is a classification proposed in 2019 by The Lower Extremity Guidelines Committee of the Society for Vascular Surgery, which aims to identify the anatomic substrate that defines th...

  • Article
  • Open Access
13 Citations
4,025 Views
19 Pages

Laparoscopic Video Analysis Using Temporal, Attention, and Multi-Feature Fusion Based-Approaches

  • Nour Aldeen Jalal,
  • Tamer Abdulbaki Alshirbaji,
  • Paul David Docherty,
  • Herag Arabian,
  • Bernhard Laufer,
  • Sabine Krueger-Ziolek,
  • Thomas Neumuth and
  • Knut Moeller

9 February 2023

Adapting intelligent context-aware systems (CAS) to future operating rooms (OR) aims to improve situational awareness and provide surgical decision support systems to medical teams. CAS analyzes data streams from available devices during surgery and...

  • Article
  • Open Access
6 Citations
3,077 Views
19 Pages

Comet assay is a simple and precise method to analyze DNA damage. Nowadays, many research studies have demonstrated the effectiveness of buccal mucosa cells usage in comet assays. However, several software tools do not perform well for detecting and...

  • Article
  • Open Access
9 Citations
2,472 Views
19 Pages

The means of accurately determining tool-wear status has long been important to manufacturers. Tool-wear status classification enables factories to avoid the unnecessary costs incurred by replacing tools too early and to prevent product damage caused...

  • Article
  • Open Access
1 Citations
3,464 Views
14 Pages

Can Hip-Knee Line Angle Distinguish the Size of Pelvic Incidence?—Development of Quick Noninvasive Assessment Tool for Pelvic Incidence Classification

  • Shota Yamada,
  • Takeshi Ebara,
  • Toru Uehara,
  • Taro Matsuki,
  • Shingo Kimura,
  • Yuya Satsukawa,
  • Akira Yoshihara,
  • Kazuji Aoki,
  • Atsushi Inada and
  • Michihiro Kamijima

This study aimed to explore effective measurement angles for pelvic incidence (PI) classification and to develop a quick, noninvasive assessment tool for PI classification. We defined five variation types of hip–knee line (HKL) angles and teste...

  • Communication
  • Open Access
12 Citations
4,871 Views
15 Pages

Decision Confidence Assessment in Multi-Class Classification

  • Michał Bukowski,
  • Jarosław Kurek,
  • Izabella Antoniuk and
  • Albina Jegorowa

1 June 2021

This paper presents a novel approach to the assessment of decision confidence when multi-class recognition is concerned. When many classification problems are considered, while eliminating human interaction with the system might be one goal, it is no...

  • Article
  • Open Access
20 Citations
3,760 Views
20 Pages

9 February 2023

Existing studies have attempted to determine the tool chipping condition using the indirect method of data capture and intelligent analysis techniques considering machine parameters, and tool conditions using signal processing techniques. Due to the...

  • Article
  • Open Access
7 Citations
2,146 Views
13 Pages

P-CSEM: An Attention Module for Improved Laparoscopic Surgical Tool Detection

  • Herag Arabian,
  • Tamer Abdulbaki Alshirbaji,
  • Nour Aldeen Jalal,
  • Sabine Krueger-Ziolek and
  • Knut Moeller

18 August 2023

Minimal invasive surgery, more specifically laparoscopic surgery, is an active topic in the field of research. The collaboration between surgeons and new technologies aims to improve operation procedures as well as to ensure the safety of patients. A...

  • Article
  • Open Access
1 Citations
1,083 Views
45 Pages

23 August 2025

Precise classification of landslide types is critical for targeted hazard mitigation, although the absence of type-specific classifications in many existing inventories limits their utility for effective risk management. This study develops a transfe...

  • Article
  • Open Access
35 Citations
3,665 Views
17 Pages

Discriminant Canonical Analysis as a Validation Tool for Multivariety Native Breed Egg Commercial Quality Classification

  • Antonio González Ariza,
  • Ander Arando Arbulu,
  • Francisco Javier Navas González,
  • Juan Vicente Delgado Bermejo and
  • María Esperanza Camacho Vallejo

17 March 2021

This study aimed to develop a tool to validate multivariety breed egg quality classification depending on quality-related internal and external traits using a discriminant canonical analysis approach. A flock of 60 Utrerana hens (Franciscan, White, B...

  • Article
  • Open Access
1 Citations
2,088 Views
26 Pages

25 June 2025

Context: Respiratory morbidity is a leading cause of children’s consultations with general practitioners. Auscultation, the act of listening to breath sounds, is a crucial diagnostic method for respiratory system diseases. Problem: Parents and...

  • Article
  • Open Access
27 Citations
6,779 Views
12 Pages

Evaluating a Machine Learning Tool for the Classification of Pathological Uptake in Whole-Body PSMA-PET-CT Scans

  • Annette Erle,
  • Sobhan Moazemi,
  • Susanne Lütje,
  • Markus Essler,
  • Thomas Schultz and
  • Ralph A. Bundschuh

29 July 2021

The importance of machine learning (ML) in the clinical environment increases constantly. Differentiation of pathological from physiological tracer-uptake in positron emission tomography/computed tomography (PET/CT) images is considered time-consumin...

  • Article
  • Open Access
41 Citations
5,656 Views
25 Pages

ADAtools: Automatic Detection and Classification of Active Deformation Areas from PSI Displacement Maps

  • J. A. Navarro,
  • R. Tomás,
  • A. Barra,
  • J. I. Pagán,
  • C. Reyes-Carmona,
  • L. Solari,
  • J. L. Vinielles,
  • S. Falco and
  • M. Crosetto

This work describes the set of tools developed, tested, and put into production in the context of the H2020 project Multi-scale Observation and Monitoring of Railway Infrastructure Threats (MOMIT). This project, which ended in 2019, aimed to show how...

  • Article
  • Open Access
2 Citations
1,572 Views
28 Pages

Classification-Based Parameter Optimization Approach of the Turning Process

  • Lei Yang,
  • Yibo Jiang,
  • Yawei Yang,
  • Guowen Zeng,
  • Zongzhi Zhu and
  • Jiaxi Chen

13 November 2024

The turning process is a widely used machining process, and its productivity has a significant impact on the cost and profit in industrial enterprises. Currently, it is difficult to effectively determine the optimum process parameters under complex c...

  • Article
  • Open Access
6 Citations
2,141 Views
12 Pages

DNA-Methylation Analysis as a Tool for Thymoma Classification

  • Timo Gaiser,
  • Daniela Hirsch,
  • Isabel Porth,
  • Felix Sahm,
  • Philipp Ströbel,
  • Andreas von Deimling and
  • Alexander Marx

29 November 2022

Background: Thymomas are malignant thymic epithelial tumors that are difficult to diagnose due to their rarity and complex diagnostic criteria. They represent a morphologically heterogeneous class of tumors mainly defined by “organo-typical&rdq...

  • Article
  • Open Access
69 Citations
10,414 Views
24 Pages

An Optical Classification Tool for Global Lake Waters

  • Marieke A. Eleveld,
  • Ana B. Ruescas,
  • Annelies Hommersom,
  • Timothy S. Moore,
  • Steef W. M. Peters and
  • Carsten Brockmann

29 April 2017

Shallow and deep lakes receive and recycle organic and inorganic substances from within the confines of these lakes, their watershed and beyond. Hence, a large range in absorption and scattering and extreme differences in optical variability can be f...

  • Article
  • Open Access
25 Citations
4,421 Views
11 Pages

Using the NYHA Classification as Forecasting Tool for Hospital Readmission and Mortality in Heart Failure Patients with COVID-19

  • Ioana Mihaela Citu,
  • Cosmin Citu,
  • Florin Gorun,
  • Radu Neamtu,
  • Andrei Motoc,
  • Bogdan Burlea,
  • Ovidiu Rosca,
  • Felix Bratosin,
  • Samer Hosin and
  • Diana Manolescu
  • + 2 authors

2 March 2022

During the COVID-19 pandemic, it was observed that patients with heart disease are more likely to be hospitalized and develop severe COVID-19. Cardiac disease takes the top position among patient comorbidities, heart failure (HF) prevalence reaching...

  • Article
  • Open Access
9 Citations
2,720 Views
20 Pages

Improved Drill State Recognition during Milling Process Using Artificial Intelligence

  • Jarosław Kurek,
  • Artur Krupa,
  • Izabella Antoniuk,
  • Arlan Akhmet,
  • Ulan Abdiomar,
  • Michał Bukowski and
  • Karol Szymanowski

1 January 2023

In this article, an automated method for tool condition monitoring is presented. When producing items in large quantities, pointing out the exact time when the element needs to be exchanged is crucial. If performed too early, the operator gets rid of...

  • Article
  • Open Access
18 Citations
4,737 Views
14 Pages

29 March 2019

Deep Brain Stimulation (DBS) of the Subthalamic Nuclei (STN) is the most used surgical treatment to improve motor skills in patients with Parkinson’s Disease (PD) who do not adequately respond to pharmacological treatment, or have related side...

  • Article
  • Open Access
2 Citations
4,256 Views
16 Pages

MR-Class: A Python Tool for Brain MR Image Classification Utilizing One-vs-All DCNNs to Deal with the Open-Set Recognition Problem

  • Patrick Salome,
  • Francesco Sforazzini,
  • Gianluca Brugnara,
  • Andreas Kudak,
  • Matthias Dostal,
  • Christel Herold-Mende,
  • Sabine Heiland,
  • Jürgen Debus,
  • Amir Abdollahi and
  • Maximilian Knoll

17 March 2023

Background: MR image classification in datasets collected from multiple sources is complicated by inconsistent and missing DICOM metadata. Therefore, we aimed to establish a method for the efficient automatic classification of MR brain sequences. Met...

  • Article
  • Open Access
6 Citations
2,553 Views
8 Pages

The ICF Classification as a Simple Tool to Aid in the Assessment of Healthcare Services in a Non-COVID-19 Hospital during the COVID-19 Pandemic

  • Mateusz Lucki,
  • Agnieszka Wareńczak,
  • Ewa Chlebuś,
  • Przemysław Daroszewski and
  • Przemysław Lisiński

The COVID-19 pandemic has had a significant impact on the operation of medical facilities. In this period, they have seen increased absence of medical staff from work, a decrease in the number of hospitalizations and in the value of healthcare servic...

  • Article
  • Open Access
4 Citations
4,034 Views
32 Pages

23 August 2024

The furniture manufacturing sector faces significant challenges in machining composite materials, where quality issues such as delamination can lead to substandard products. This study aims to improve the classification of drilled holes in melamine-f...

  • Article
  • Open Access
3,033 Views
14 Pages

LeafLive-DB: Classification and Data Storage of Botanical Studies

  • Jorge Rodolfo Beingolea,
  • Diego Ramos-Pires,
  • Jorge Rendulich,
  • Milagros Zegarra,
  • Juan Borja-Murillo and
  • Simone A. Siqueira da Fonseca

9 March 2021

The development of studies, projects, and technologies that contribute to the understanding and preservation of plant biodiversity is becoming highly necessary, as well as tools and software platforms that enable the storage and classification of inf...

  • Article
  • Open Access
11 Citations
2,813 Views
11 Pages

Design of a Convolutional Neural Network as a Deep Learning Tool for the Automatic Classification of Small-Bowel Cleansing in Capsule Endoscopy

  • Tiago Ribeiro,
  • Miguel José Mascarenhas Saraiva,
  • João Afonso,
  • Pedro Cardoso,
  • Francisco Mendes,
  • Miguel Martins,
  • Ana Patrícia Andrade,
  • Hélder Cardoso,
  • Miguel Mascarenhas Saraiva and
  • João Ferreira
  • + 1 author

21 April 2023

Background and objectives: Capsule endoscopy (CE) is a non-invasive method to inspect the small bowel that, like other enteroscopy methods, requires adequate small-bowel cleansing to obtain conclusive results. Artificial intelligence (AI) algorithms...

  • Article
  • Open Access
1,204 Views
35 Pages

Error Classification and Static Detection Methods in Tri-Programming Models: MPI, OpenMP, and CUDA

  • Saeed Musaad Altalhi,
  • Fathy Elbouraey Eassa,
  • Sanaa Abdullah Sharaf,
  • Ahmed Mohammed Alghamdi,
  • Khalid Ali Almarhabi and
  • Rana Ahmad Bilal Khalid

The growing adoption of supercomputers across various scientific disciplines, particularly by researchers without a background in computer science, has intensified the demand for parallel applications. These applications are typically developed using...

  • Article
  • Open Access
9 Citations
4,136 Views
9 Pages

Histopathological Classification—A Prognostic Tool for Rapidly Progressive Glomerulonephritis

  • Marta Kantauskaitė,
  • Agnė Laučytė-Cibulskienė and
  • Marius Miglinas

17 April 2018

Background: Recently proposed histopathological classification may predict patient outcome in pauci-immune glomerulonephritis. This study sought to prove that the prognostic effect could be extended to all types of rapidly progressive glomerulonephr...

  • Article
  • Open Access
4 Citations
2,594 Views
23 Pages

12 October 2022

This paper describes MEM and MEM4PP as new Stata tools and commands. They support the automatic reporting and selection of the best regression and classification models by adding supplemental performance metrics based on statistical post-estimation a...

  • Article
  • Open Access
5 Citations
3,246 Views
26 Pages

27 November 2021

We propose Fast Forest of Flexible Features (F4), a novel approach for classifying multivariate time series, which is aimed to discriminate between underlying generating processes. This goal has barely been addressed in the literature. F4 consists of...

  • Article
  • Open Access
4 Citations
5,476 Views
10 Pages

Background: Mechanical diagnosis and therapy (MDT) and the stratified approach using the Keele STarT Back Screening Tool (SBST) are examples of stratified low back pain (LBP) management. We investigated whether the medium–high risk in SBST can...

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