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awesome-remote-sensing-change-detection
List of datasets, codes, and contests related to remote sensing change detection
https://github.com/wenhwu/awesome-remote-sensing-change-detection
- **Hi-CNA dataset**
- Sun et al., 2024
- **ChangeNet**
- Ji et al., 2023
- **SMARS (Simulated Multimodal Aerial Remote Sensing) dataset**
- Reyes et al., 2023
- **HRCUS-CD (High-Resolution Complex Urban Scene Change Detection)**
- Zhang et al., 2023
- **GVLM**
- Zhang et al., 2023
- **EGY-BCD**
- Holail et al.2023
- **SI-BU dataset**
- Liao et al.2023
- **CNAM-CD**
- Zhou et al.2023
- **BANDON (Building Change Detection with Off-nadir Aerial Images Dataset)**
- Pang et al.2023
- **LEVIR Change Captioning (LEVIR-CC) dataset**
- Liu et al.2022
- **DynamicEarthNet**
- Toker A et al.2022
- **Multisource built-up change (MSBC) and multisource OSCD (MSOSCD) datasets**
- Onera Satellite CD(OSCD) dataset
- **CLCD dataset**
- Liu et al.2022
- **QFabric**
- Verma S et al.2021
- **HTCD dataset**
- Google Earth - 4292/13/18/3750/htm)
- **Multi-modal Supervised Change Detection Data**
- OSCD dataset - SAR CD or Optical-SAR multi-modal CD). Paper: [Ebel et al.2021](https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B3-2021/243/2021/isprs-archives-XLIII-B3-2021-243-2021.pdf)
- **S2Looking**
- Shen et al.2021
- **SYSU-CD**
- Shi et al.2021
- **Sentinel-2 Multitemporal Cities Pairs (S2MTCP) dataset**
- Leenstra et al.2021
- **Hi-UCD**
- Tian et al.2020
- **DSIFN Dataset**
- Zhang et al.2020
- **SEmantic Change detectiON Dataset (SECOND)**
- Yang et al.2020
- **Google Dataset**
- BIGEMAP - varying VHR images pairs with three bands of red, green, and blue, a spatial resolution of 0.55 m, and the size ranging from 1006×1168 pixels to 4936×5224 pixels. The annotation is focused on buildings. Paper: [Peng et al.2020](https://ieeexplore.ieee.org/document/9161009)
- **LEVIR building Change Detection (LEVIR-CD) Dataset**
- page - 4292/12/10/1662)
- **High Resolution Semantic Change Detection (HRSCD) Dataset**
- Daudt et al.2019
- **Wuhan multi-temperature scene (MtS-WH) Dataset**
- **WHU Building change detection Dataset**
- Ji et al.2018
- **Synthetic images and real season-varying remote sensing images**
- **Onera Satellite Change Detection Dataset**
- Daudt et al.2018
- **The Aerial Imagery Change Detection (AICD) dataset**
- Bourdis et al.2011
- **SZTAKI AirChange Benchmark set**
- Benedek et al.2008
- Planet Disaster Datasets
- Maxar's Open Data Program
- French National Institute of Geographical and Forest Information (IGN),BD ORTHO
- LINZ DATA SERVICE
- USGS EarthExplorer
- Kondmann L, Toker A, Saha S, et al. SiROC: Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images
- Lv Z, Wang F J, Liu T, et al. Novel Automatic Approach for Land Cover Change Detection by Using VHR Remote Sensing Images
- Bobholamovic/ChangeDetectionToolbox
- Canty M J. Image Analysis, Classification and Change Detection in Remote Sensing (Fourth Revised Edition)
- Canty M J. Change Detection with Google Earth Engine Imagery
- Canty M J. Image Analysis, Classification and Change Detection in Remote Sensing (Third Revised Edition)
- Zhu Z, Woodcock C E, et al. Algorithm developed for Continuous Change Detection and Classification (CCDC) of land cover using all available Landsat data
- Li X, Liu X, Liang X, et al. Geographical Simulation and Optimization System (GeoSOS)
- 2009.Celik T. Unsupervised change detection in satellite images using principal component analysis and k-means clustering
- Matlab - Detection-in-Satellite-Imagery)
- Nielsen A A.The Regularized Iteratively Reweighted Multivariate Alteration Detection (IR-MAD)
- Li K, Cao X, Deng Y, et al. DiffMatch: Visual-Language Guidance Makes Better Semi-supervised Change Detector
- Chen H, Song J, Han C, et al. Changemamba: Remote sensing change detection with spatio-temporal state space model
- Dong S, Wang L, Du B, et al. ChangeCLIP: Remote sensing change detection with multimodal vision-language representation learning
- Corley I, Robinson C, Ortiz A. A Change Detection Reality Check
- Ye Y, Wang M, Zhou L, et al. Adjacent-level feature cross-fusion with 3D CNN for remote sensing image change detection
- Li K, Cao X, Meng D. A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection
- Ding L, Zhu K, Peng D, et al. Adapting Segment Anything Model for Change Detection in HR Remote Sensing Images
- Zheng Z, Tian S, Ma A, et al. Scalable Multi-Temporal Remote Sensing Change Data Generation via Simulating Stochastic Change Process
- Bernhard M, Strauß N, Schubert M. MapFormer: Boosting Change Detection by Using Pre-change Information
- Mall U, Hariharan B, Bala K. Change-Aware Sampling and Contrastive Learning for Satellite Images
- Chen H, Song J, Wu C, et al. Exchange means change: An unsupervised single-temporal change detection framework based on intra-and inter-image patch exchange
- Xing Y, Jiang J, Xiang J, et al. LightCDNet: Lightweight Change Detection Network Based on VHR Images
- Lei T, Geng X, Ning H, et al. Ultralightweight Spatial–Spectral Feature Cooperation Network for Change Detection in Remote Sensing Images
- Li Z, Tang C, Liu X, et al. Lightweight Remote Sensing Change Detection with Progressive Feature Aggregation and Supervised Attention
- Feng Y, Jiang J, Xu H, et al. Change Detection on Remote Sensing Images using Dual-branch Multi-level Inter-temporal Network
- Seo M, Lee H, Jeon Y, et al. Self-Pair: Synthesizing Changes from Single Source for Object Change Detection in Remote Sensing Imagery
- Fang S, Li K, Li Z. Changer: Feature Interaction is What You Need for Change Detection
- Chen H, Pu F, Yang R, et al. RDP-Net: Region detail preserving network for change detection
- Cao Y, Huang X. A full-level fused cross-task transfer learning method for building change detection using noise-robust pretrained networks on crowdsourced labels
- Chen H, Li W, Chen S, et al. Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection
- Codegoni A, Lombardi G, Ferrari A. TINYCD: A (Not So) Deep Learning Model For Change Detection
- Pei G, Zhang L. Feature Hierarchical Differentiation for Remote Sensing Image Change Detection
- likyoo/Open-CD - CD is an open source change detection toolbox based on a series of open source general vision task tools.
- Shi N, Chen K, Zhou G. A Divided Spatial and Temporal Context Network for Remote Sensing Change Detection
- Liu M, Chai Z, Deng H, et al. A CNN-transformer Network with Multi-scale Context Aggregation for Fine-grained Cropland Change Detection
- Liu J, Xuan W, Gan Y, et al. An End-to-end Supervised Domain Adaptation Framework for Cross-Domain Change Detection
- PaddleRS
- Ding L, Guo H, Liu S, et al. Bi-temporal semantic reasoning for the semantic change detection in HR remote sensing images
- Bandara W G C, Nair N G, Patel V M. DDPM-CD: Remote Sensing Change Detection using Denoising Diffusion Probabilistic Models
- Bandara W G C, Patel V M. Revisiting Consistency Regularization for Semi-supervised Change Detection in Remote Sensing Images
- Bandara W G C, Patel V M. A Transformer-Based Siamese Network for Change Detection
- Saha S, Ebel P, Zhu X X. Self-supervised multisensor change detection
- Chen P, Hong D, Chen Z, et al. FCCDN: Feature Constraint Network for VHR Image Change Detection
- Bobholamovic/CDLab - based change detection methods
- shinianzhihou/ChangeDetection
- Shi Q, Liu M, Li S, et al. A Deeply Supervised Attention Metric-Based Network and an Open Aerial Image Dataset for Remote Sensing Change Detection
- Shao R, Du C, Chen H, et al. SUNet: Change Detection for Heterogeneous Remote Sensing Images from Satellite and UAV Using a Dual-Channel Fully Convolution Network
- Diakogiannis F I, Waldner F, Caccetta P. Looking for change? Roll the Dice and demand Attention
- Papadomanolaki M, Vakalopoulou M, Karantzalos K. A Deep Multi-Task Learning Framework Coupling Semantic Segmentation and Fully Convolutional LSTM Networks for Urban Change Detection
- Zheng Z, Zhong Y, Wang J, et al. Building damage assessment for rapid disaster response with a deep object-based semantic change detection framework: from natural disasters to man-made disasters
- Xu J, Luo C, Chen X, et al. Remote Sensing Change Detection Based on Multidirectional Adaptive Feature Fusion and Perceptual Similarity
- Zhang H, Lin M, Yang G, et al. ESCNet: An End-to-End Superpixel-Enhanced Change Detection Network for Very-High-Resolution Remote Sensing Images
- Mañas O, Lacoste A, Giro-i-Nieto X, et al. Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data
- Zheng Z, Ma A, Zhang L, et al. Change is Everywhere: Single-Temporal Supervised Object Change Detection for High Spatial Resolution Remote Sensing Imagery
- Liu M, Shi Q, Marinoni A, et al. Super-resolution-based Change Detection Network with Stacked Attention Module for Images with Different Resolutions
- Chen H, Qi Z, Shi Z. Remote Sensing Image Change Detection with Transformers
- Chen H, Li W, Shi Z. Adversarial Instance Augmentation for Building Change Detection in Remote Sensing Images
- Fang S, Li K, Shao J, et al. SNUNet-CD: A Densely Connected Siamese Network for Change Detection of VHR Images
- ChenHongruixuan/ChangeDetectionRepository
- llu025/Heterogeneous_CD
- Daudt R C, Le Saux B, Boulch A. Fully convolutional siamese networks for change detection
- Marsocci V, Coletta V, Ravanelli R, et al. Inferring 3D change detection from bitemporal optical images
- de Gélis I, Lefèvre S, Corpetti T. Siamese KPConv: 3D multiple change detection from raw point clouds using deep learning
- Hyperspectral Change Detection Dataset
- López-Fandiño et al.2018
- GETNET
- Wang et al.2018
- Wang Y, Hong D, Sha J, et al. Spectral–spatial–temporal transformers for hyperspectral image change detection
- Hu M, Wu C, Zhang L, et al. Hyperspectral anomaly change detection based on autoencoder
- **2023 “吉林一号”杯卫星遥感应用青年创新创业大赛-基于高分辨率卫星影像的耕地变化检测**
- **2022 The SpaceNet 8 Flood Detection Challenge**
- SpaceNetChallenge/SpaceNet8 - _The_Detection_of_Flooded_Roads_and_Buildings_CVPRW_2022_paper.pdf).
- WangZhenqing-RS/2021rsipac_changeDetection_TOP4
- **2021 遥感图像智能解译技术挑战赛-建筑物变化检测**
- SECOND - Change-Detection-Contest-2nd-place-Solution](https://github.com/businiaoo/PRCV2021-Change-Detection-Contest-2nd-place-Solution), 第三名解决方案详见[likyoo/PRCV2021_ChangeDetection_Top3](https://github.com/likyoo/PRCV2021_ChangeDetection_Top3)。
- **2021 第五届“中科星图杯”国际高分遥感图像解译大赛-高分辨率可见光图像中建筑物普查与变化检测**
- **2021 慧眼“天智杯”人工智能挑战赛-可见光建筑智能变化检测**
- **2021 DynamicEarthNet Challenge**
- solcummings/earthvision2021-weakly-supervised
- **2021 IEEE GRSS Data Fusion Contest: Track MSD (Multitemporal Semantic Change Detection)**
- Li Z et al. 2022
- **2020 SpaceNet 7: Multi-Temporal Urban Development Challenge**
- SpaceNetChallenge/SpaceNet7_Multi-Temporal_Solutions
- **2020 商汤科技首届AI遥感解译大赛-变化检测赛道**
- LiheYoung/SenseEarth2020-ChangeDetection
- **2019 xView 2 Building Damage Asessment Challenge**
- Gupta et al. 2019
- **2019 遥感图像稀疏表征与智能分析竞赛-变化检测赛道**
- **2017 广东政务数据创新大赛—智能算法赛**
- 天池
- chrieke/awesome-satellite-imagery-datasets
- MinZHANG-WHU/Change-Detection-Review
- 3DCD Dataset
- Marsocci V et al.2023
- URB3DCD
- the first and second districts of Lyon - 4292/13/13/2629)
- Alatalo J, Sipola T, Rantonen M. Improved Difference Images for Change Detection Classifiers in SAR Imagery Using Deep Learning
- Qu X, Gao F, Dong J, et al. Change Detection in Synthetic Aperture Radar Images Using a Dual-Domain Network
Programming Languages
Keywords
change-detection
27
remote-sensing
21
deep-learning
17
pytorch
10
python
4
segmentation
3
semantic-segmentation
3
machine-learning
3
computer-vision
3
geospatial
2
object-detection
2
satellite-imagery
2
unsupervised-learning
2
multi-temporal
2
attention-mechanism
2
earth-observation
2
object-based-image-analysis
2
convolutional-neural-networks
2
climate-change
2
remote-sensing-image
2
matlab
2
scene-classification
1
classification-algorithm
1
diffusion-models
1
image-segmentation
1
image-restoration
1
gis
1
classification
1
transformer
1
changer
1
bit
1
representation-learning
1
pretraining
1
single-temporal
1
semi-supervised-learning
1
earth-engine
1
image-analysis
1
generative-model
1
kmeans
1
pca
1
synthetic-data
1
image-processing
1
dataset
1
elevation-change
1
siamese-neural-network
1
satellite-images
1
instance-segmentation
1
artificial-intelligence
1
caffe
1
code
1