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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
[IEEE TGRS 2024] ChangeMamba: Remote Sensing Change Detection Based on Spatio-Temporal State Space Model
| Date | Stars |
|---|---|
| 2026-07-24 | 633 |
| 2026-07-25 | 633 |
| 2026-07-28 | 633 |
| 2026-07-30 | 633 |
| 2026-08-06 | 633 |
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<div align="center"> <h1 align="center">ChangeMamba</h1> <h3>ChangeMamba: Remote Sensing Change Detection with Spatio-Temporal State Space Model</h3> [Hongruixuan Chen](https://scholar.google.ch/citations?user=XOk4Cf0AAAAJ&hl=zh-CN&oi=ao)<sup>1 #</sup>, [Jian Song](https://scholar.google.ch/citations?user=CgcMFJsAAAAJ&hl=zh-CN)<sup>1,2 #</sup>, [Chengxi Han](https://chengxihan.github.io/)<sup>3</sup>, [Junshi Xia](https://scholar.google.com/citations?user=n1aKdTkAAAAJ&hl=en)<sup>2</sup>, [Naoto Yokoya](https://scholar.google.co.jp/citations?user=DJ2KOn8AAAAJ&hl=en)<sup>1,2 *</sup> <sup>1</sup> The University of Tokyo, <sup>2</sup> RIKEN AIP, <sup>3</sup> Wuhan University. <sup>#</sup> Equal contribution, <sup>*</sup> Corresponding author [](https://ieeexplore.ieee.org/document/10565926) [](https://arxiv.org/pdf/2404.03425.pdf) [](https://zenodo.org/records/14037769)  [**Overview**](#overview) | [**Get Started**](#%EF%B8%8Flets-get-started) | [**Taken Away**](#%EF%B8%8Fresults-taken-away) | [**Common Issues**](#common-issues) | [**Others**](#q--a) | [**简体中文版**](./README_zh-CN.md) </div> ## 🛎️Updates * **` Notice🐍🐍`**: ChangeMamba has been accepted by [IEEE TGRS](https://ieeexplore.ieee.org/document/10565926)! We'd appreciate it if you could give this repo a ⭐️**star**⭐️ and stay tuned!! * **` Mar. 30th, 2026`**: We have reorganized code to streamline the repo!! * **` Mar. 14th, 2026`**: ChangeMamba has once again been selected as 🔥ESI Hot Paper and Highly Cited Paper🏆!! * **` May 21st, 2025`**: We have updated the script to train ChangeMamba on [BRIGHT dataset](https://github.com/ChenHongruixuan/BRIGHT) and released [model's checkpoints](https://zenodo.org/records/14037769)!! * **` Nov. 13th, 2025`**: ChangeMamba has been selected as 🔥ESI Hot Paper and Highly Cited Paper🏆 for 12 consecutive months!! * **` Nov. 14th, 2024`**: ChangeMamba has been selected as 🔥ESI Hot Paper🔥!! * **` Sept. 14th, 2024`**: ChangeMamba has been selected as 🏆ESI Highly Cited Paper🏆!! * **` Aug. 05th, 2024`**: ChangeMamba has been selected as [IEEE TGRS Popular Paper](https://ieeexplore.ieee.org/xpl/topAccessedArticles.jsp?punumber=36)!! * **` July 19th, 2024`**: ChangeMamba has been selected as [IEEE GRSS Weekly Paper](https://www.linkedin.com/feed/update/urn:li:activity:7219970529498214400/)!! * **` June 17th, 2024`**: ChangeMamba has been accepted by [IEEE TGRS](https://ieeexplore.ieee.org/document/10565926)!! * **` June 08th, 2024`**: [Simplified Chinese version](./README_zh-CN.md) of the README file is available!! * **` April 18th, 2024`**: We have released all weights of ChangeMamba models on BCD tasks. You are welcome [use them](#%EF%B8%8Fresults-taken-away)!! * **` April 05th, 2024`**: The models and training code for MambaBCD, MambaSCD, and MambaBDA have been organized and uploaded. You are welcome to use them!! ## 🔭Overview * [**ChangeMamba**](https://ieeexplore.ieee.org/document/10565926) serves as a strong benchmark for change detection tasks, including binary change detection (MambaBCD), semantic change detection (MambaSCD), and building damage assessment (MambaBDA). <p align="center"> <img src="figures/network_architecture.png" alt="accuracy" width="90%"> </p> * **Spatio-temporal relationship learning methods of ChangeMamba** <p align="center"> <img src="figures/STLM.png" alt="arch" width="60%"> </p> ## 🗝️Let's Get Started! ### `A. Installation` Note that the code in this repo runs under **Linux** system. We have not tested whether it works under other OS. The repo is based on the [VMamba repo](https://github.com/MzeroMiko/VMamba), thus you need to install it first. The following installation se
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matched fp:95f5e59be971dd7c, topic:state-space-model, desc:state space model, readme:state space model
matched fp:95f5e59be971dd7c, topic:pytorch