Louise Helary
Sheep detection model v2
25/03/2024
This repository contains code for a sheep detection model using YOLO v8.
pip install ultralytics.This model was built using two roboflow universe dataset and annotated videos from our sheep dataset. All of them contained aerial photos of sheeps.
Dataset 1: Aerial Sheep Dataset 2: Sheep Gen4 Dataset 3: Images extracted from videos obtained by drone in Carmejane farm. Videos and annotations available here.
All images from both are organized in train/validation/test directories:
| Train | Validation | Test | |
|---|---|---|---|
| Dataset 1 | 3 609 | 350 | 174 |
| Dataset 2 | 777 | 78 | 39 |
| Dataset 3 | 225 | 297 | 117 |
| Total | 4 611 | 725 | 330 |
Precision: 0.94 Recall: 0.75
https://github.com/ICAERUS-EU/UC3_Livestock_Monitoring/assets/99217487/14c859e3-67df-4f5b-87ae-a7211ad3bd4b