dl4cv - A Computer Vision Hugging Face Server Backend 🚀

This is a projekt to integrate the major Computer Vision Use Cases into one Backend. The Deep Learning is working via the Hugging Face Models.

This project was generated via manage-fastapi! 🎉

• Showcases
• Installation with Docker
• Installation for Development
• Usage

Showcases

Image Classification

Image Segmentation

Object Detection

Panoptic Segmentation

KeyPointDetection

Image Captioning

Installation with Docker

It's necessary to install Docker to start the Backend. You can download docker here: https://www.docker.com/ To start the backend if docker is installed docker-compose up --build -d

After the Installation see chapter Usage to continue: Usage

Installation of Dependencies for Development

Conda/Miniconda is recommended. This Project uses poetry for dependency management. To install poetry run:

pip install poetry

To install the dependencies run:

poetry install

To activate your poetry Venv run:

poetry shell

To start the API in dev Mode use: uvicorn main:app --reload

Usage

To try the api immediatly you can access the openapi specification at:

localhost:8000/docs

Included Libaries

• [Hugging Face] (https://github.com/huggingface/transformers)