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 151–200 of 919 papers

TitleStatusHype
A Mamba-based Siamese Network for Remote Sensing Change DetectionCode1
TokenVerse: Towards Unifying Speech and NLP Tasks via Transducer-based ASRCode0
M^3:Manipulation Mask Manufacturer for Arbitrary-Scale Super-Resolution Mask—0
MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing ImageryCode1
Investigating the Contextualised Word Embedding Dimensions Specified for Contextual and Temporal Semantic ChangesCode0
Relating CNN-Transformer Fusion Network for Change DetectionCode1
SpectralKAN: Kolmogorov-Arnold Network for Hyperspectral Images Change DetectionCode0
SAFE: a SAR Feature Extractor based on self-supervised learning and masked Siamese ViTsCode0
Changen2: Multi-Temporal Remote Sensing Generative Change Foundation ModelCode0
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
UDHF2-Net: Uncertainty-diffusion-model-based High-Frequency TransFormer Network for Remotely Sensed Imagery Interpretation—0
Self Training and Ensembling Frequency Dependent Networks with Coarse Prediction Pooling and Sound Event Bounding BoxesCode1
Single-Temporal Supervised Learning for Universal Remote Sensing Change DetectionCode0
Rethinking Remote Sensing Change Detection With A Mask ViewCode0
Efficient Transmission Scheme for LEO Satellite-Based NB-IoT: A Data-Driven Perspective—0
Definition generation for lexical semantic change detectionCode0
Towards a multimodal framework for remote sensing image change retrieval and captioningCode0
DDLNet: Boosting Remote Sensing Change Detection with Dual-Domain LearningCode0
ChangeViT: Unleashing Plain Vision Transformers for Change DetectionCode2
Zero-Shot Scene Change DetectionCode2
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
Automated GIS-Based Framework for Detecting Crosswalk Changes from Bi-Temporal High-Resolution Aerial Images—0
SCDNet: Self-supervised Learning Feature-based Speaker Change Detection—0
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model—0
A^2-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder—0
SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change DetectionCode1
Sound Event Bounding BoxesCode1
CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change DetectionCode2
Using Synchronic Definitions and Semantic Relations to Classify Semantic Change TypesCode0
Presence or Absence: Are Unknown Word Usages in Dictionaries?Code0
Landslide mapping from Sentinel-2 imagery through change detectionCode1
FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic UnderstandingCode1
SSLChange: A Self-supervised Change Detection Framework Based on Domain AdaptationCode1
A Behavior-Aware Approach for Deep Reinforcement Learning in Non-stationary Environments without Known Change Points—0
Online Action Representation using Change Detection and Symbolic Programming—0
Confidence Estimation in Unsupervised Deep Change Vector Analysis—0
IMAFD: An Interpretable Multi-stage Approach to Flood Detection from time series Multispectral Data—0
Zero-shot Degree of Ill-posedness Estimation for Active Small Object Change Detection—0
Open Access Battle Damage Detection via Pixel-Wise T-Test on Sentinel-1 Imagery—0
Comparative Analysis of Advanced Feature Matching Algorithms in Challenging High Spatial Resolution Optical Satellite Stereo Scenarios—0
SemiCD-VL: Visual-Language Model Guidance Makes Better Semi-supervised Change DetectorCode2
Triadic-OCD: Asynchronous Online Change Detection with Provable Robustness, Optimality, and Convergence—0
Lightweight Change Detection in Heterogeneous Remote Sensing Images with Online All-Integer Pruning Training—0
MFDS-Net: Multi-Scale Feature Depth-Supervised Network for Remote Sensing Change Detection with Global Semantic and Detail InformationCode0
Artificial intelligence for context-aware visual change detection in software test automation—0
Quickest Change Detection with Confusing Change—0
Analyzing Semantic Change through Lexical ReplacementsCode0
RFL-CDNet: Towards Accurate Change Detection via Richer Feature LearningCode1
ChangeBind: A Hybrid Change Encoder for Remote Sensing Change DetectionCode1
C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing ImagesCode1
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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