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SVM directed machine learning classifier for human action recognition network.
Sci Rep
January 2025
Department of Electrical and Computer Engineering, Hawassa University, Hawassa 05, Ethiopia.
Understanding human behavior and human action recognition are both essential components of effective surveillance video analysis for the purpose of guaranteeing public safety. However, existing approaches such as three-dimensional convolutional neural networks (3D CNN) and two-stream neural networks (2SNN) have computational hurdles due to the significant parameterization they require. In this paper, we offer HARNet, a specialized lightweight residual 3D CNN that is built on directed acyclic graphs and was created expressly to handle these issues and achieve effective human action detection.
View Article and Find Full Text PDFWomen Upward-Sex Differences in Uphill Performance in Speed Climbing, Ski Mountaineering, Trail Running, Cross-Country Skiing, and Cycling.
Int J Sports Physiol Perform
December 2024
School of Sport Science, UiT The Arctic University of Norway, Tromsø, Norway.
Introduction: Women have generally lower body size and lean- to fat-mass ratio, lower maximal anaerobic power due to a lower muscle mass, and fewer fast-twitch fibers, although they can show higher resistance to fatigue or greater metabolic flexibility than men. These factors are well known and explain the sex differences in endurance sports such as distance running (10%-12%). Several of these factors-particularly the differences in body composition and skeletal-muscle characteristics-may directly impact vertical displacement and uphill performance.
View Article and Find Full Text PDF[Racial inequality in the production of fresh vegetables and cut flowers in Argentina: an analysis in Greater La Plata].
Salud Colect
December 2024
Licenciada en Ciencias Antropológicas. Becaria Doctoral, Consejo Nacional de Investigaciones Científicas y Técnicas, con sede en el Centro de Estudios en Nutrición y Desarrollo Infantil, Buenos Aires, Argentina.
This study aims to analyze the configuration of inequalities in one of Argentina's most significant production zones for fresh vegetables and cut flowers, located in Greater La Plata, Buenos Aires Province. This ongoing anthropological research, initiated in 2021, employs methods such as participant observation, interviews, food mapping, and digital ethnography. Among the main findings, we highlight that this production zone exhibits, in both its origins and daily operations, certain racist dynamics that are not solely generated by the host society toward migrants but are disseminated throughout the social fabric, including by migrant producers themselves.
View Article and Find Full Text PDFEpidemiological pattern of trauma among children 0-9 years in Cameroon.
PLoS One
December 2024
Data Science Center for the Study of Surgery, Injury and Equity in Africa (D-SINE-Africa), University of Buea, Buea, Cameroon.
Background: In low- and middle-income countries, trauma is the leading cause of death among youth and it is also a major cause of disability. Globally, more than 1,600 children and adolescents below the age of 19-years die every day from preventable injuries. Traffic-related injuries, falls, sports-related injuries, assaults, burns, and drownings are the most commonly reported causes of traumatic mortality among children.
View Article and Find Full Text PDFReliability and Accuracy of Stryd to Detect Changes in Vertical Displacement of the Center of Mass While Running.
J Strength Cond Res
December 2024
Department of Physical Therapy, University of New England Portland, Portland, Maine.
Somma, M and Lawrence, MA. Reliability and accuracy of Stryd to detect changes in vertical displacement of the center of mass while running. J Strength Cond Res XX(X): 000-000, 2024-The purpose of this study was to determine if Stryd can reliably and accurately detect changes in vertical displacement of the center of mass (VCoM) that are produced when cadence was increased by 5 and 10%.
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