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Bringing-Old-Photos-Back-to-Life

15,617
2,082
Python

Project Description

Bringing Old Photo Back to Life (CVPR 2020 oral)

Bringing-Old-Photos-Back-to-Life: Bringing Old Photo Back to Life (CVPR 2020 oral)

Project Title

Bringing-Old-Photos-Back-to-Life — Restoring Old Photos with Deep Learning

Overview

Bringing-Old-Photos-Back-to-Life is an open-source project that focuses on restoring old and damaged photos using deep learning techniques. This project stands out for its ability to enhance the quality of old photos, making them look as if they were taken recently. It leverages the power of PyTorch and offers a comprehensive solution for photo restoration, including high-resolution input support.

Key Features

  • Deep Latent Space Translation for photo restoration
  • Support for high-resolution input images
  • Pre-trained models available for immediate use
  • Colab demo for easy experimentation
  • Docker image and Replicate demo for deployment

Use Cases

  • Professional photographers and enthusiasts looking to restore old photos
  • Archival institutions needing to digitize and restore historical images
  • Individuals wishing to preserve family photos and memories

Advantages

  • State-of-the-art deep learning models for photo enhancement
  • Open-source and community-driven development
  • Easy-to-use Colab and Docker deployment options

Limitations / Considerations

  • The project may require significant computational resources, especially for high-resolution images
  • The effectiveness of the restoration can vary depending on the condition of the original photo
  • The project is research-oriented and may not be optimized for product-level deployment

Similar / Related Projects

  • DeOldify: A project that also focuses on colorizing and restoring old images, but with a different approach and set of algorithms.
  • AI-Restore: Another open-source project aimed at photo restoration, which may offer alternative techniques and models.
  • GIMP Plugin for Photo Restoration: A plugin for the GIMP image editor that provides automated photo restoration features, differing in that it is integrated into a widely-used editing tool.

Basic Information

Requirements:

  • Python >= 3.6
  • Nvidia GPUs with CUDA installed
  • PyTorch and other dependencies as listed in the project's requirements.txt

📊 Project Information

🏷️ Project Topics

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📚 Documentation


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Project Information

Created on 6/24/2020
Updated on 10/9/2025