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
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space ModelCode4
LSKNet: A Foundation Lightweight Backbone for Remote SensingCode4
MTP: Advancing Remote Sensing Foundation Model via Multi-Task PretrainingCode3
Remote Sensing Temporal Vision-Language Models: A Comprehensive SurveyCode3
pyannote.audio: neural building blocks for speaker diarizationCode3
BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster responseCode3
TristouNet: Triplet Loss for Speaker Turn EmbeddingCode3
RS-Mamba for Large Remote Sensing Image Dense PredictionCode3
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksCode2
Towards Generalizable Scene Change DetectionCode2
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and OutlookCode2
The Change You Want To Detect: Semantic Change Detection In Earth Observation With Hybrid Data GenerationCode2
A Survey on Remote Sensing Foundation Models: From Vision to MultimodalityCode2
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change DetectionCode2
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation DataCode2
Scalable Multi-Temporal Remote Sensing Change Data Generation via Simulating Stochastic Change ProcessCode2
Joint Spatio-Temporal Modeling for the Semantic Change Detection in Remote Sensing ImagesCode2
ChangeCLIP: Remote sensing change detection with multimodal vision-language representation learningCode2
Sequential Multivariate Change Detection with Calibrated and Memoryless False Detection RatesCode2
AnySat: One Earth Observation Model for Many Resolutions, Scales, and ModalitiesCode2
RSBuilding: Towards General Remote Sensing Image Building Extraction and Change Detection with Foundation ModelCode2
Satellite Image Time Series Semantic Change Detection: Novel Architecture and Analysis of Domain ShiftCode2
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene ImageryCode2
Trust, but Verify: Cross-Modality Fusion for HD Map Change DetectionCode2
Zero-Shot Scene Change DetectionCode2
Change-Agent: Towards Interactive Comprehensive Remote Sensing Change Interpretation and AnalysisCode2
3DGS-CD: 3D Gaussian Splatting-based Change Detection for Physical Object RearrangementCode2
HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing ImagesCode2
Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryCode2
A Transformer-Based Siamese Network for Change DetectionCode2
Adapting Segment Anything Model for Change Detection in HR Remote Sensing ImagesCode2
Change3D: Revisiting Change Detection and Captioning from A Video Modeling PerspectiveCode2
ChangeDiff: A Multi-Temporal Change Detection Data Generator with Flexible Text Prompts via Diffusion ModelCode2
CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change DetectionCode2
A Change Detection Reality CheckCode2
An Empirical Study of Remote Sensing PretrainingCode2
ChangeViT: Unleashing Plain Vision Transformers for Change DetectionCode2
SemiCD-VL: Visual-Language Model Guidance Makes Better Semi-supervised Change DetectorCode2
JL1-CD: A New Benchmark for Remote Sensing Change Detection and a Robust Multi-Teacher Knowledge Distillation FrameworkCode2
SpectralGPT: Spectral Remote Sensing Foundation ModelCode2
Building Disaster Damage Assessment in Satellite Imagery with Multi-Temporal FusionCode1
Building-Guided Pseudo-Label Learning for Cross-Modal Building Damage MappingCode1
Breaking the Limits of Remote Sensing by Simulation and Deep Learning for Flood and Debris Flow MappingCode1
C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing ImagesCode1
Change Detection in Synthetic Aperture Radar Images Using a Dual-Domain NetworkCode1
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
BiFA: Remote Sensing Image Change Detection With Bitemporal Feature AlignmentCode1
BCE-Net: Reliable Building Footprints Change Extraction based on Historical Map and Up-to-Date Images using Contrastive LearningCode1
BERTraffic: BERT-based Joint Speaker Role and Speaker Change Detection for Air Traffic Control CommunicationsCode1
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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