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This project converts 2D images into detailed depth maps using advanced machine learning and computer vision techniques.

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yusufyorunc/Zoe-Depth-Estimation-python

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Zoe Depth Estimation

Input Image Depth Map Output

This project converts 2D images into detailed depth maps using advanced machine learning and computer vision techniques. The generated depth maps provide per-pixel distance information, which is essential for applications like augmented reality, 3D scene reconstruction, and automated object detection.

Features:

  • Implements state-of-the-art algorithms for single-image depth estimation.
  • Facilitates the understanding of spatial structures in scenes.
  • Serves as a basis for developing enhanced computer vision and AR applications.

Usage/Examples

CLI Usage

usage: CLI.py [-h] input_image output_image

Depth Estimation Model CLI.

positional arguments:
    input_image    Path to the input image.
    output_image   Path to the output depth map.

options:
  -h, -help        show this help message and exit

API Usage

uvicorn API:app

API hosted at

http://127.0.0.1:8000/docs

Installation

Install depth estimation requirements with pip

pip install -r requirements.txt

Environment Variables

To run this project, add the following environment variable to your .env file:

  • API_KEY: Visit imgbb API to obtain your API key.

License

MIT

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This project converts 2D images into detailed depth maps using advanced machine learning and computer vision techniques.

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