YOLOv7 Applied to Livestock Image Detection and Segmentation Tasks in Cattle Grazing Behavior, Monitor and Intrusions

Abstract

You only look once (YOLO) is a state-of-the-art, real-time object detection system. YOLO version 7 (YOLOv7) model is a variant of YOLO. The objective of this paper is to apply YOLOv7 to livestock image detection and segmentation tasks in cattle grazing behavior, monitor and intrusions. Data obtained revealed that YOLOv7 performs better in terms of speed and accuracy with a mAP of 0.95 than the baseline techniques.

Keywords

• You only look once;
• Cattle;
• Image segmentation;
• Livestock;
• YOLOv7