Modern Trends in Diatom Identification
Fundamentals and Applications
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Chapter and Conference Paper
Weapon Detection Using PTZ Cameras
Massive shooting in public places are a stigma in some countries. Computer vision techniques are being actively researched in the last few years to process video from surveillance cameras and immediately detec...
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Article
Open AccessSerum levels of the novel adipokine isthmin-1 are associated with obesity in pubertal boys
To evaluate whether there is an association between the serum levels of the novel insulin-like adipokine isthmin-1 (ISM1) and obesity-related phenotypes in a population of Spanish children and to investigate t...
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Article
Open AccessLongitudinal associations between cardiovascular biomarkers and metabolic syndrome during puberty: the PUBMEP study
Puberty has been described as a life stage of considerable metabolic risk specially for those with obesity. The low-grade systemic inflammatory status associated with obesity could be one of the connections wi...
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Article
CD68 and CD83 immune populations in non-metastatic axillary lymph nodes are of prognostic value for the survival and relapse of breast cancer patients
The foremost cause of death of breast cancer (BC) patients is metastasis, and the first site to which BC predominantly metastasizes is the axillary lymph node (ALN). Thus, ALN status is a key prognostic indica...
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Article
Open AccessReally natural adversarial examples
The phenomenon of Adversarial Examples has become one of the most intriguing topics associated to deep learning. The so-called adversarial attacks have the ability to fool deep neural networks with inappreciab...
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Chapter and Conference Paper
Adults’ Pain Recognition via Facial Expressions Using CNN-Based AU Detection
The identification of pain expression by facial analysis is a difficult problem with few effective solutions. Most of the existing facial expression recognition methods are based on the detection of different ...
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Article
Open AccessEvaluation of Sedentary Behavior and Physical Activity Levels Using Different Accelerometry Protocols in Children from the GENOBOX Study
Physical activity (PA) has acquired a significant relevance due to the health benefits associated with its practice. Accelerometers are an effective tool to assess PA; however, the diversity of cut-off points ...
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Article
Open AccessRobustness to adversarial examples can be improved with overfitting
Deep learning (henceforth DL) has become most powerful machine learning methodology. Under specific circumstances recognition rates even surpass those obtained by humans. Despite this, several works have shown...
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Book
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Chapter
Overview: Antecedents, Motivation and Necessity
This chapter introduces the antecedents, motivation, and necessity of the use of automatic identification methods in diatom taxonomy. Expert biologists have a repetitive and laborious identification mission. T...
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Chapter
Segmentation Techniques
This chapter presents different image segmentation methods that have been proven to be suitable for diatom detection. Methods are divided into classical and deep learning techniques. Moreover, within these met...
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Chapter
Diatom Feature Extraction and Classification
This chapter presents the most relevant image processing techniques and algorithms related to computing features that are able to characterize diatoms as objects in the computer vision field for further analys...
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Article
Adherence to the Mediterranean diet in metabolically healthy and unhealthy overweight and obese European adolescents: the HELENA study
To examine the adherence to the Mediterranean dietary pattern (MDP) in metabolically healthy overweight or obese (MHO) and metabolically unhealthy obese (MUO) European adolescents.
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Article
Immune response profile of primary tumour, sentinel and non-sentinel axillary lymph nodes related to metastasis in breast cancer: an immunohistochemical point of view
Approximately 1.67 million new cases of breast cancer (BC) are diagnosed annually, and patient survival significantly decreases when the disease metastasizes. The axillary lymph nodes (ALNs) are the main doorw...
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Article
Open AccessX chromosome genetic data in a Spanish children cohort, dataset description and analysis pipeline
X chromosome genetic variation has been proposed as a potential source of missing heritability for many complex diseases, including obesity. Currently, there is a lack of public available genetic datasets inco...
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Article
Open AccessEffects of X-chromosome Tenomodulin Genetic Variants on Obesity in a Children’s Cohort and Implications of the Gene in Adipocyte Metabolism
Tenomodulin (TNMD) is a type II transmembrane glycoprotein that has been recently linked to obesity, and it is highly expressed in obese adipose tissue. Several sex-dependent associations have been observed be...
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Chapter and Conference Paper
Adversarial Examples are a Manifestation of the Fitting-Generalization Trade-off
In recent scientific literature, some studies have been published where recognition rates obtained with Deep Learning (DL) surpass those obtained by humans on the same task. In contrast to this, other studies ...
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Chapter and Conference Paper
Pencil Drawing of Microscopic Images Through Edge Preserving Filtering
Automatic diatom identification approaches have revealed remarkable abilities to tackle the challenges of water quality assessment and other environmental issues. Scientists often analyze the taxonomic charact...
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Chapter and Conference Paper
Deep Learning Versus Classic Methods for Multi-taxon Diatom Segmentation
Diatom identification is a crucial process to estimate water quality, which is essential in biological studies. This process can be automated with machine learning algorithms. For this purpose, a dataset with ...
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Chapter and Conference Paper
Diatom Classification Including Morphological Adaptations Using CNNs
Diatoms are a major group of aquatic microalgae. They are widely used in different fields such as environmental studies to estimate water quality. This paper presents the use of convolutional neural networks (...
