๐ Project Overview
June 16, 2025 ยท View on GitHub
Paper Title
ใSAM2-CD: Remote Sensing Image Change Detection with SAM2ใ
Authors
Yuan Qin,Chaoting Wang,Yuanyuan Fan,Chanling Pan
Publication Information
- Conference/Journal:
- Publication Date:
- DOI: 10.xxxx/xxxx
- Paper Links: PDF | arXiv
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.
๐ฌ Research Fields: Remote Sensing, Deep Learning, Change Detection
๐ก Key Contributions:
๐ ๏ธ Project Status
Current Status
โ
Code Availability๏ผThis repository contains complete implementations for all experiments in the paper.
โ
Datasets๏ผProvides required datasets or generation scripts for experiments.
โ
Reproducibility๏ผTested to reproduce the main results reported in the paper.
Maintenance Notes
๐ง This project is in Maintenance Mode๏ผfocusing on critical fixes only. No new features will be added.
๐
Last Updated: 2025-02-08
๐ฌ For questions, please open an Issue or contact the authors via email.
๐ Repository Structure
.
โโโ configs/ # Configuration files
โโโ datasets/ # Dataset loaders
โโโ models/ # Core SAM2 algorithm implementation
โโโ sam2_configs/ # SAM2 configuration files
โโโ outputs/ # Result files
โโโ utils/ # Core utility scripts
โโโ README.md # This file
โโโ requirements.txt # Dependencies
๐ 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
- LEVIR-CD๏ผ(link)
- WHU-CD๏ผ(link)
- Checkpoints: (link)