Project Title

RobustVideoMatting — High-Resolution Video Matting with Temporal Guidance in Multiple Frameworks

Overview

RobustVideoMatting (RVM) is an open-source project designed for robust human video matting. It stands out from other solutions by utilizing a recurrent neural network to process videos with temporal memory, enabling real-time matting on any video without additional inputs. RVM achieves impressive performance metrics of 4K 76FPS and HD 104FPS on an Nvidia GTX 1080 Ti GPU.

Key Features

Real-time video matting without additional inputs
Temporal memory processing with recurrent neural networks
High performance: 4K 76FPS and HD 104FPS on Nvidia GTX 1080 Ti
Available in PyTorch, TensorFlow, TensorFlow.js, ONNX, and CoreML

Use Cases

Video editing professionals needing high-resolution, real-time background removal
Content creators and streamers for live video effects and background separation
Developers integrating video matting into applications for various industries

Advantages

High-resolution and high-frame-rate performance
Temporal guidance for more accurate matting results
Availability across multiple popular frameworks for flexibility in deployment

Limitations / Considerations

May require significant computational resources for real-time processing at high resolutions
Performance may vary depending on the complexity of the video content
License information is currently unknown, which could affect commercial use

OpenCV: A comprehensive computer vision library that includes video processing capabilities but does not specialize in video matting.
Adobe After Effects: A professional video editing software with advanced matting features, but not open-source and requires manual intervention.
DeepLab: A deep learning model for semantic image segmentation, which can be adapted for matting tasks but does not focus on video matting specifically.

Basic Information

GitHub: https://github.com/PeterL1n/RobustVideoMatting
Stars: 9,113
License: Unknown
Last Commit: 2025-10-01

📊 Project Information

Project Name: RobustVideoMatting
GitHub URL: https://github.com/PeterL1n/RobustVideoMatting
Programming Language: Python
⭐ Stars: 9,113
🍴 Forks: 1,184
📅 Created: 2021-08-30
🔄 Last Updated: 2025-10-01

🏷️ Project Topics

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🎮 Online Demos

Webcam Demo

📚 Documentation

🎥 Video Tutorials

This article is automatically generated by AI based on GitHub project information and README content analysis

RobustVideoMatting

Project Description