๐Ÿ“– Project Overview

June 16, 2025 ยท View on GitHub

Paper Title
ใ€ŠSAM2-CD: Remote Sensing Image Change Detection with SAM2ใ€‹

Authors
Yuan Qin,Chaoting Wang,Yuanyuan Fan,Chanling Pan

Publication Information

Project Description
This repository is the official open-source implementation of the paper "SAM2-CD: Remote Sensing Image Change Detection with SAM2", including experimental code, datasets, and reproduction guidelines. ๐Ÿ”ฌ Research Fields: Remote Sensing, Deep Learning, Change Detection
๐Ÿ’ก Key Contributions:


๐Ÿ› ๏ธ Project Status

Current Status
โœ… Code Availability๏ผšThis repository contains complete implementations for all experiments in the paper. โœ… Datasets๏ผšProvides required datasets or generation scripts for experiments. โœ… Reproducibility๏ผšTested to reproduce the main results reported in the paper.

Maintenance Notes
๐Ÿšง This project is in Maintenance Mode๏ผŒfocusing on critical fixes only. No new features will be added.
๐Ÿ“… Last Updated: 2025-02-08
๐Ÿ“ฌ For questions, please open an Issue or contact the authors via email.


๐Ÿ“‚ Repository Structure

.  
โ”œโ”€โ”€ configs/             # Configuration files  
โ”œโ”€โ”€ datasets/            # Dataset loaders  
โ”œโ”€โ”€ models/              # Core SAM2 algorithm implementation  
โ”œโ”€โ”€ sam2_configs/        # SAM2 configuration files  
โ”œโ”€โ”€ outputs/             # Result files  
โ”œโ”€โ”€ utils/               # Core utility scripts  
โ”œโ”€โ”€ README.md            # This file  
โ”œโ”€โ”€ requirements.txt     # Dependencies  


๐Ÿš€ Quick Start

Environment Setup

Create a conda environment

conda create -n sam2_cd python=3.10
conda activate sam2_cd

Clone the Repository

git clone https://github.com/KimotaQY/SAM2-CD.git
cd SAM2-CD

Install Dependencies

pip install -r requirements.txt

Run an Example

python train.py

Datasets & Checkpoints

  1. LEVIR-CD๏ผš(link)
  2. WHU-CD๏ผš(link)
  3. Checkpoints: (link)

๐Ÿ“ฌ Contact the Authors