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Videos de Conceptos Relacionados

Structural Steel Products01:24

Structural Steel Products

707
Structural steel products are created within a structural mill. The process begins with a beam blank that is reheated and then fed through a series of rollers. These rollers progressively shape the metal into its final form. Adjusting the spacings between the rollers allows for the production of different sections with the same nominal dimensions.
Once shaped, the steel's final form emerges as a continuous length, which is then segmented by a hot saw into manageable pieces. These segments...
707
Protein Networks02:26

Protein Networks

4.6K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.6K
Steel Fastening Techniques01:17

Steel Fastening Techniques

1.3K
Steel sections can be joined together through various fastening techniques including riveting, bolting, and welding, each suitable for different structural requirements and conditions.
Rivets are cylindrical steel fasteners with a specially designed head. During application, rivets are heated until white-hot and then inserted through pre-drilled holes in the steel sections. A pneumatic hammer is used to shape the exposed end into a second head, securing the sections together.
Bolting is another...
1.3K
Steel Manufacturing01:26

Steel Manufacturing

1.5K
Steel manufacturing is a multi-stage process that begins by smelting iron ore into cast iron in a blast furnace. This initial stage involves layering iron ore with coke, a type of fuel, and crushed limestone within the furnace. The coke is ignited with a high volume of air, leading to the creation of carbon monoxide, which acts to reduce the iron ore to pure iron.
During this smelting process, limestone plays a crucial role by forming slag. Slag captures impurities within the molten iron, such...
1.5K
Network Covalent Solids02:18

Network Covalent Solids

16.2K
Network covalent solids contain a three-dimensional network of covalently bonded atoms as found in the crystal structures of nonmetals like diamond, graphite, silicon, and some covalent compounds, such as silicon dioxide (sand) and silicon carbide (carborundum, the abrasive on sandpaper). Many minerals have networks of covalent bonds.
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
16.2K
Structures of Solids02:22

Structures of Solids

18.6K
Solids in which the atoms, ions, or molecules are arranged in a definite repeating pattern are known as crystalline solids. Metals and ionic compounds typically form ordered, crystalline solids. A crystalline solid has a precise melting temperature because each atom or molecule of the same type is held in place with the same forces or energy. Amorphous solids or non-crystalline solids (or, sometimes, glasses) which lack an ordered internal structure and are randomly arranged. Substances that...
18.6K

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Video Experimental Relacionado

Updated: Feb 14, 2026

Design, Surface Treatment, Cellular Plating, and Culturing of Modular Neuronal Networks Composed of Functionally Inter-connected Circuits
10:32

Design, Surface Treatment, Cellular Plating, and Culturing of Modular Neuronal Networks Composed of Functionally Inter-connected Circuits

Published on: April 15, 2015

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LESSDD-Net: Una red ligera y eficiente para la detección de defectos en superficies de acero basada en segmentación

Jiayu Wu1, Longxin Zhang1, Xinyi Pu1

  • 1School of Computer Science and Artificial Intelligence, Hunan University of Technology, Zhuzhou 412007, China.

Sensors (Basel, Switzerland)
|February 13, 2026
PubMed
Resumen

Desarrollamos LESSDD-Net, una red ligera para la detección de defectos en superficies de acero. Reduce significativamente los costos computacionales y el tamaño del modelo al tiempo que mejora la precisión, lo que la hace adecuada para dispositivos móviles.

Palabras clave:
mecanismo de atenciónsubmuestreoligerodetección de defectos superficiales

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Área de la Ciencia:

  • Ciencia de Materiales
  • Visión por Computadora
  • Inteligencia Artificial

Sus antecedentes:

  • La detección de defectos en superficies de acero es crucial para la calidad y seguridad industrial.
  • Los métodos actuales de aprendizaje profundo son computacionalmente costosos, lo que limita su implementación móvil.
  • Existe la necesidad de modelos de detección de defectos eficientes y precisos.

Objetivo del estudio:

  • Proponer una red ligera y eficiente para la detección de defectos en superficies de acero (LESSDD-Net).
  • Reducir los costos computacionales y el tamaño del modelo para aplicaciones móviles.
  • Mejorar la precisión de detección en comparación con los modelos existentes.

Principales métodos:

  • Introdujo un módulo de submuestreo ligero (CSPDDM).
  • Desarrolló un mecanismo de atención ligero (CCAttention).
  • Diseñó un módulo C2f ligero (LP-C2f) para mejorar la detección y reducir el tamaño.

Principales resultados:

  • LESSDD-Net mejoró la precisión media promedio (mAP) en un 3,19% con respecto a YOLO11n.
  • Redujo los parámetros del modelo en un 39,92% y los costos computacionales en un 20,63% en comparación con YOLO11n.
  • Logró la máxima precisión de detección con la menor complejidad de modelo entre los modelos de detección de objetos convencionales.

Conclusiones:

  • LESSDD-Net ofrece una solución altamente precisa y computacionalmente eficiente para la detección de defectos en superficies de acero.
  • La red propuesta es adecuada para su implementación en dispositivos con recursos limitados, como teléfonos móviles.
  • Los nuevos módulos (CSPDDM, CCAttention, LP-C2f) contribuyen al rendimiento y la eficiencia superiores de la red.