/YOLOv8-DeepSort-PyQt-GUI

a GUI application, which uses YOLOv8 for Object Detection/Tracking, Human Pose Estimation/Tracking from images, videos or camera

Primary LanguagePythonMIT LicenseMIT

YOLOv8-DeepSort/ByteTrack-PyQt-GUI

a GUI application, which uses YOLOv8 for Object Detection/Tracking, Human Pose Estimation/Tracking from images, videos or camera.

All python scripts performing detection, pose and segmentation using the YOLOv8 model in ONNX.

GUI

Supported AI tasks:

  • Detection
  • Pose Estimation
  • Segmentation

Supported Models:

  • YOLOv8n
  • YOLOv8s
  • YOLOv8m
  • YOLOv8l
  • YOLOv8x

Supported Trackers:

  • DeepSort
  • ByteTrack

Supported Input Sources:

  • local files: images or videos
  • Camera
  • RTSP-Stream

Install

Install required packages with pip:

pip install -r requirements.txt

or with conda:

conda env create -f environment.yml

# activate the conda environment
conda activate yolov8_gui

Download weights

Download the model weights：

python download_weights.py

The model files are saved in the weights/ folder.

Run

python main.py