Prior studies reveal that PEFT methods’ extended parameters do not directly contribute to semantic perception, limiting performance with significant category and domain gaps. To address this, we ...

Abstract: LiDAR semantic segmentation (LSS) for autonomous driving has been a growing field of interest in recent years. Datasets and methods have appeared and expanded very quickly, but methods have ...