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 1–10 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
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All datasetsLEVIR-CDWHU-CDCDD Dataset (season-varying)SYSU-CDS2LookingDSIFN-CDLEVIR+WHU Building DatasetOSCD - 13chOSCD - 3chGoogleGZ-CDGVLM

Benchmark Results

#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