SOTAVerified

Change Detection

Change Detection is a computer vision task that involves detecting changes in an image or video sequence over time. The goal is to identify areas in the image or video that have undergone changes, such as appearance changes, object disappearance or appearance, or even changes in the scene's background.

Image credit: "A TRANSFORMER-BASED SIAMESE NETWORK FOR CHANGE DETECTION"

Papers

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Showing 1–50 of 919 papers

TitleStatusHype
Precision Spatio-Temporal Feature Fusion for Robust Remote Sensing Change DetectionCode0
Be the Change You Want to See: Revisiting Remote Sensing Change Detection PracticesCode1
Be the Change You Want to See: Revisiting Remote Sensing Change Detection PracticesCode1
CL-Splats: Continual Learning of Gaussian Splatting with Local Optimization—0
Pushing Trade-Off Boundaries: Compact yet Effective Remote Sensing Change DetectionCode0
Active InSAR monitoring of building damage in Gaza during the Israel-Hamas War—0
HydroChronos: Forecasting Decades of Surface Water ChangeCode0
Revisiting Clustering of Neural Bandits: Selective Reinitialization for Mitigating Loss of Plasticity—0
A Comparative Study of U-Net Architectures for Change Detection in Satellite Images—0
Training-free AI for Earth Observation Change Detection using Physics Aware Neuromorphic Networks—0
DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding—0
A Semantic Change Detection Network Based on Boundary Detection and Task Interaction for High-Resolution Remote Sensing ImagesCode1
Quantum-Driven Multihead Inland Waterbody Detection With Transformer-Encoded CYGNSS Delay-Doppler Map Data—0
CEBSNet: Change-Excited and Background-Suppressed Network with Temporal Dependency Modeling for Bitemporal Change Detection—0
Scaling Vision Mamba Across Resolutions via Fractal Traversal—0
RB-SCD: A New Benchmark for Semantic Change Detection of Roads and Bridges in Traffic Scenes—0
Temporal-Spectral-Spatial Unified Remote Sensing Dense PredictionCode1
A Perturbation and Speciation-Based Algorithm for Dynamic Optimization Uninformed of Change—0
Non-Registration Change Detection: A Novel Change Detection Task and Benchmark DatasetCode0
Building-Guided Pseudo-Label Learning for Cross-Modal Building Damage MappingCode1
Enhanced SCanNet with CBAM and Dice Loss for Semantic Change DetectionCode0
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and OutlookCode2
HSANET: A Hybrid Self-Cross Attention Network For Remote Sensing Change DetectionCode1
Exploring Generalizable Pre-training for Real-world Change Detection via Geometric Estimation—0
DAM-Net: Domain Adaptation Network with Micro-Labeled Fine-Tuning for Change Detection—0
HSACNet: Hierarchical Scale-Aware Consistency Regularized Semi-Supervised Change Detection—0
SAM-Based Building Change Detection with Distribution-Aware Fourier Adaptation and Edge-Constrained WarpingCode0
Change State Space Models for Remote Sensing Change DetectionCode1
LightFormer: A lightweight and efficient decoder for remote sensing image segmentation—0
Quickest change detection for UAV-based sensing—0
LDGNet: A Lightweight Difference Guiding Network for Remote Sensing Change Detection—0
RingMoE: Mixture-of-Modality-Experts Multi-Modal Foundation Models for Universal Remote Sensing Image Interpretation—0
Water Mapping and Change Detection Using Time Series Derived from the Continuous Monitoring of Land Disturbance Algorithm—0
Geospatial Artificial Intelligence for Satellite-Based Flood Extent Mapping: Concepts, Advances, and Future Perspectives—0
A Survey on Remote Sensing Foundation Models: From Vision to MultimodalityCode2
SChanger: Change Detection from a Semantic Change and Spatial Consistency PerspectiveCode1
M^2CD: A Unified MultiModal Framework for Optical-SAR Change Detection with Mixture of Experts and Self-Distillation—0
Change3D: Revisiting Change Detection and Captioning from A Video Modeling PerspectiveCode2
EMPLACE: Self-Supervised Urban Scene Change DetectionCode0
GS-LTS: 3D Gaussian Splatting-Based Adaptive Modeling for Long-Term Service Robots—0
The Change You Want To Detect: Semantic Change Detection In Earth Observation With Hybrid Data GenerationCode2
Operational Change Detection for Geographical Information: Overview and Challenges—0
GeoRSMLLM: A Multimodal Large Language Model for Vision-Language Tasks in Geoscience and Remote Sensing—0
CFNet: Optimizing Remote Sensing Change Detection through Content-Aware EnhancementCode1
2DMCG:2DMambawith Change Flow Guidance for Change Detection in Remote Sensing—0
Gaussian Difference: Find Any Change Instance in 3D Scenes—0
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations—0
JL1-CD: A New Benchmark for Remote Sensing Change Detection and a Robust Multi-Teacher Knowledge Distillation FrameworkCode2
Semantically Robust Unsupervised Image Translation for Paired Remote Sensing Images—0
A recurrent vision transformer shows signatures of primate visual attention—0
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All datasetsLEVIR-CDWHU-CDCDD Dataset (season-varying)SYSU-CDS2LookingDSIFN-CDLEVIR+WHU Building DatasetOSCD - 13chOSCD - 3chGoogleGZ-CDGVLM

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SChanger-baseF192.87—Unverified
2MAE+MTP(ViT-L+RVSA)F192.67—Unverified
3IMP+MTP(InternImage-XL)F192.54—Unverified
4SChanger-smallF192.45—Unverified
5CLAFA-LWGANet L2F192.42—Unverified
6Changer (Ex, ResNeSt101)F192.33—Unverified
7LSKNetF192.27—Unverified
8SRC-NetF192.24—Unverified
9MAE+MTP(ViT-B+RVSA)F192.22—Unverified
10Changer (Ex, ResNeSt50)F192.19—Unverified
#ModelMetricClaimedVerifiedStatus
1CLAFA-LWGANet L2F195.24—Unverified
2BiFAF194.37—Unverified
3C2FNetF194.36—Unverified
4ChangeMambaF194.19—Unverified
5CDMambaF193.76—Unverified
6SChanger-baseF193.2—Unverified
7SChanger-smallF193.15—Unverified
8DDPM-CDF192.65—Unverified
9CGNetF192.59—Unverified
10Dsfer-NetF192.58—Unverified
#ModelMetricClaimedVerifiedStatus
1P2V-CDF1-Score98.42—Unverified
2IMP+MTP(InternImage-XL)F1-Score98.33—Unverified
3MAE+MTP(ViT-L+RVSA)F1-Score97.98—Unverified
4ChangeCLIPF1-Score97.89—Unverified
5MAE+MTP(ViT-B+RVSA)F1-Score97.87—Unverified
6SGSLN/512F1-Score97.77—Unverified
7SChanger-baseF1-Score97.62—Unverified
8SGSLN/256F1-Score96.24—Unverified
9SNUNet-c48F1-Score96.2—Unverified
10C2FNetF1-Score95.93—Unverified
#ModelMetricClaimedVerifiedStatus
1SChanger-smallF184.58—Unverified
2SChanger-baseF184.17—Unverified
3ChangeMambaF183.11—Unverified
4RCTNetF183.01—Unverified
5CDMaskFormerF182.84—Unverified
6BTCF182.4—Unverified
7MaskCDF182.17—Unverified
8CGNetF179.92—Unverified
9HCGMNetF179.76—Unverified
10DSAMNETF178.18—Unverified
#ModelMetricClaimedVerifiedStatus
1SChanger-baseF1-Score68.95—Unverified
2SChanger-smallF1-Score68.2—Unverified
3ChangeStar(1x96, MiT-b1, Changen-90k)F1-Score67.9—Unverified
4LSKNet-SF1-Score67.52—Unverified
5ChangeStar(1x96, ResNet-18, Changen-90k)F1-Score67.1—Unverified
6Changer (Ex, ResNet-18)F1-Score66.2—Unverified
7CGNetF1-Score64.33—Unverified
8BD-MSAF1-Score64.08—Unverified
9HCGMNetF1-Score63.87—Unverified
10C2FNetF1-Score62.83—Unverified
#ModelMetricClaimedVerifiedStatus
1DDPM-CDF196.65—Unverified
2FTANF189.56—Unverified
3CDMaskFormerF174.75—Unverified
4USSFC-NetF169.47—Unverified
5SARAS-NetF167.58—Unverified
6C2FNetF164.03—Unverified
7HANetF162.67—Unverified
8CGNetF160.19—Unverified
9HCGMNetF155—Unverified
#ModelMetricClaimedVerifiedStatus
1ChangeMambaF188.39—Unverified
2SChanger-baseF186.43—Unverified
3SChanger-smallF186.2—Unverified
4BiFAF183.96—Unverified
5CGNetF183.68—Unverified
6CDMambaF183.01—Unverified
7HCGMNetF182.37—Unverified
8C2FNetF179.15—Unverified
9HANetF177.56—Unverified
#ModelMetricClaimedVerifiedStatus
1IMP+MTP(InternImage-XL)F1-score0.96—Unverified
2SGSLN/512F1-score0.95—Unverified
3MAE+MTP(ViT-L+RVSA)F1-score0.95—Unverified
4SGSLN/256F1-score0.95—Unverified
5MAE+MTP(ViT-B+RVSA)F1-score0.94—Unverified
6RSM-CDF1-score0.92—Unverified
7SGSLN/128F1-score0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1FC-Siam-DiffF157.92—Unverified
2FC-EFF156.91—Unverified
3DINO-MC (WRN-50)F152.7—Unverified
4SeCoF146.94—Unverified
5Task 2 CVA+TriangleF145.79—Unverified
6Task 2 linearF143.17—Unverified
#ModelMetricClaimedVerifiedStatus
1MAE+MTP(ViT-L+RVSA)F155.92—Unverified
2IMP+MTP(InternImage-XL)F155.61—Unverified
3BTCF154.3—Unverified
4MAE+MTP(ViT-B+RVSA)F153.36—Unverified
5FC-Siam-diffPrecision49.81—Unverified
6FC-EFF148.89—Unverified
#ModelMetricClaimedVerifiedStatus
1C2FNetF186.86—Unverified
2CGNetF185.89—Unverified
3HCGMNetF185.71—Unverified
4HANetF175.28—Unverified
#ModelMetricClaimedVerifiedStatus
1BTCF190.7—Unverified
2SeCoF190.4—Unverified
3MTP (ViT-B + RVSA)F189.9—Unverified
4FC-Siam-diffF174.3—Unverified
#ModelMetricClaimedVerifiedStatus
1BTCF180.9—Unverified
2MTP (ViT-B + RVSA)F180.3—Unverified
3FC-Siam-diffF154.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MTP (VIT-B+RVSA)F185.9—Unverified
2BTCF185.6—Unverified
3FC-Siam-diffF142.3—Unverified
#ModelMetricClaimedVerifiedStatus
1ChangeMambaSeK24.11—Unverified
2SCanNetSeK23.6—Unverified
#ModelMetricClaimedVerifiedStatus
1C-3POF1 score0.83—Unverified