Ls Models (10) Mp4 -

While based on YOLOv8, this "LS" (Lightweight and Scalable) variant is highly cited for its use of Multi-Scale Ghost Convolution (MSGConv) and efficiency gains of up to 55% FPS. Full Text Access: View the full paper on ResearchGate . Key Technical Features of LS-Models

This paper introduces a lightweight model designed for underwater vehicles, utilizing Region Scaling (RS) loss and self-attention mechanisms to improve small-object detection in complex environments. Ls Models (10) mp4

Integrated into the neck or head of the network to capture global context without the heavy computational cost of standard transformers. While based on YOLOv8, this "LS" (Lightweight and

Replaces standard loss functions to better handle small or multi-scale objects. While based on YOLOv8