Wood, a time-honored construction material prized for its exceptional properties, has been in
use for millennia. Its enduring popularity is attributed to its remarkable strength, aesthetic …

Wood defect detection is a research hotspot in the field of forestry at present. However,
existing studies on wood defect detection mainly focus on detecting a single type of defect or …

Accurate detection of wood defects plays a crucial role in optimizing wood utilization,
minimizing corporate expenses, and safeguarding precious forest resources. To achieve …

Object detection based on wood defects involves using bounding boxes to label defects in
the surface image of the wood. This step is crucial before the transformation of wood …

Wooden structures, over time, are challenged by different types of defects. Due to
mechanical and weathering effects, these defects can occur in the form of cracks, live and …

With the advancement of the wood processing industry, the demand for the detection of
surface defects in wood has become increasingly urgent. The application of automated …

Structural damage detection techniques are gaining widespread attention in construction
engineering and management. However, the scarcity of structural damage samples and the …

Accurate detection of wood surface defects plays a pivotal role in enhancing wood grade
sorting precision, maintaining high standards in wood processing quality, and safeguarding …

The detection of wood defect is a crucial step in wood processing and manufacturing,
determining the quality and reliability of wood products. To achieve accurate wood defect …

Wood defect classification and location are crucial for automatic repair and reuse in wood
product manufacture, which requires high accuracy and efficiency in the engineering …