Ls Models (10) Mp4 -

Available for request or viewing on ResearchGate .

Reduces parameters and FLOPs while maintaining feature extraction quality.

Published in the IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , this paper focuses on remote sensing and landslide detection using a modified YOLOv5/v10-style architecture. Full Text Access: Available via IEEE Xplore. Ls Models (10) mp4

Based on your search for "LS Models (10)", there are several recent publications that match this technical profile:

Replaces standard loss functions to better handle small or multi-scale objects. Available for request or viewing on ResearchGate

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 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 Full Text Access: Available via IEEE Xplore

In these "Lightweight" (LS) models, the following components are typically highlighted in the full papers: