... This study proposes a novel lightweight hierarchical framework that integrates efficient semantic segmentation, motion-aware geometric discrimination and dynamic-factor decoupling in optimisation. It offers a practical and accurate solution for robust visual SLAM in real-world dynamic environments...

... industrial production environments. This paper aims to improve the stability of visual SLAM in complex dynamic environments through semantic segmentation and its optimization. Design/methodology/approach This paper proposes a real-time visual SLAM system for complex dynamic environments based on YOLOv5s...

.../approach In this paper, the semantic segmentation of dynamic objects is realized based on U-Net semantic segmentation network, followed by motion consistency detection through motion detection method to determine whether the segmented objects are moving in the current scene or not, and combined...

... information of the environment and restrict the application scenarios with dynamic objects. Semantic segmentation can be used to extract deep features from images to identify dynamic objects in the real world. Therefore, V-SLAM fused with semantic information can reduce the influence from dynamic objects...