Object & Pose Detection (YOLO11)

Screenshots

Backend

Requirements

• Python 3.11+
• NVIDIA GPU + CUDA

Setup

Create environment:

python -m venv .venv

Activate environment:

.\.venv\Scripts\Activate.ps1

Install dependencies:

pip install -r requirements.txt

Run API

uvicorn app.main:app --reload --host 127.0.0.1 --port 8000

On startup, the API creates these (if missing):

• backend/data/
• backend/data/inputs/
• backend/data/outputs/
• backend/data/app.db

Run Worker

python worker/main.py

Model weights

Defaults (downloaded automatically):

• Object: yolo11s.pt
• Pose: yolo11s-pose.pt

API

Base URL: http://127.0.0.1:8000

• POST /api/jobs
• GET /api/jobs/{id}
• GET /api/jobs/{id}/result
• GET /api/jobs/{id}/annotated

Frontend

Setup

Install dependencies:

npm install

Start dev server:

npm run dev

Author

Ville Pakarinen (@vpakarinen2)