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
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