Nature

Keypoint regression strategy and angle loss based YOLO for object detection

The YOLOv4 approach has gained significant popularity in industrial object detection due to its impressive real-time processing speed and relatively favorable accuracy. However, it has been observed ...
Nature

Developing a custom loss function for regulating underestimation and overestimation of concrete mechanical properties predictions in neural network models

Accurate prediction of concrete properties is a critical aspect of structural engineering. Conventional neural network models, while effective in various predictive tasks, often fall short in this ...