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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–225 of 919 papers

Title	Date	Tasks	Status	Hype	Score
ComPtr: Towards Diverse Bi-source Dense Prediction Tasks via A Simple yet General Complementary Transformer	Jul 23, 2023	Change DetectionCrowd Counting	CodeCode Available	1	5
Remote Sensing Image Change Detection with Transformers	Feb 27, 2021	Building change detection for remote sensing imagesChange Detection	CodeCode Available	1	5
Semantic Change Detection with Asymmetric Siamese Networks	Oct 12, 2020	Change DetectionManagement	CodeCode Available	1	5
Improved Difference Images for Change Detection Classifiers in SAR Imagery Using Deep Learning	Mar 31, 2023	Change Detection	CodeCode Available	1	5
Improving Zero-Shot Object-Level Change Detection by Incorporating Visual Correspondence	Jan 9, 2025	Change DetectionZero-shot Generalization	CodeCode Available	1	5
SSLChange: A Self-supervised Change Detection Framework Based on Domain Adaptation	May 28, 2024	Change DetectionContrastive Learning	CodeCode Available	1	5
Plug-and-Play DISep: Separating Dense Instances for Scene-to-Pixel Weakly-Supervised Change Detection in High-Resolution Remote Sensing Images	Jan 9, 2025	Change Detection	CodeCode Available	1	5
ChangeSim: Towards End-to-End Online Scene Change Detection in Industrial Indoor Environments	Mar 9, 2021	Change DetectionScene Change Detection	CodeCode Available	1	5
Change State Space Models for Remote Sensing Change Detection	Apr 15, 2025	Change DetectionComputational Efficiency	CodeCode Available	1	5
An End-to-end Supervised Domain Adaptation Framework for Cross-Domain Change Detection	Apr 1, 2022	Change DetectionChange detection for remote sensing images	CodeCode Available	1	5
BiFA: Remote Sensing Image Change Detection With Bitemporal Feature Alignment	Mar 18, 2024	Change Detection	CodeCode Available	1	5
CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-Rays	Aug 8, 2022	AnatomyChange Detection	CodeCode Available	1	5
Code-Aligned Autoencoders for Unsupervised Change Detection in Multimodal Remote Sensing Images	Apr 15, 2020	Change DetectionTranslation	CodeCode Available	1	5
Be the Change You Want to See: Revisiting Remote Sensing Change Detection Practices	Jul 4, 2025	Change Detection	CodeCode Available	1	5
Looking for change? Roll the Dice and demand Attention	Sep 4, 2020	Building change detection for remote sensing imagesChange Detection	CodeCode Available	1	5
LSNet: Extremely Light-Weight Siamese Network For Change Detection in Remote Sensing Image	Jan 23, 2022	Change Detectionvalid	CodeCode Available	1	5
Class Distribution Monitoring for Concept Drift Detection	Oct 16, 2022	Change DetectionDrift Detection	CodeCode Available	1	5
Lexical Semantic Change Discovery	Jun 6, 2021	Change Detection	CodeCode Available	1	5
A Mamba-based Siamese Network for Remote Sensing Change Detection	Jul 8, 2024	Change DetectionDecision Making	CodeCode Available	1	5
Be the Change You Want to See: Revisiting Remote Sensing Change Detection Practices	Jul 4, 2025	Change Detection	CodeCode Available	1	5
LSCDiscovery: A shared task on semantic change discovery and detection in Spanish	May 13, 2022	Change Detection	CodeCode Available	1	5
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding	Apr 19, 2023	Change DetectionContrastive Learning	CodeCode Available	1	5
Deep Metric Learning for Unsupervised Remote Sensing Change Detection	Mar 16, 2023	Change DetectionDisaster Response	CodeCode Available	1	5
InDiD: Instant Disorder Detection via Representation Learning	Jun 4, 2021	Change DetectionChange Point Detection	CodeCode Available	1	5
S2Looking: A Satellite Side-Looking Dataset for Building Change Detection	Jul 20, 2021	Change DetectionDeep Learning	CodeCode Available	1	5

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All datasets LEVIR-CD WHU-CD CDD Dataset (season-varying)SYSU-CD S2Looking DSIFN-CD LEVIR+WHU Building Dataset OSCD - 13ch OSCD - 3ch GoogleGZ-CD GVLM

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SChanger-base	F1	92.87	—	Unverified
2	MAE+MTP(ViT-L+RVSA)	F1	92.67	—	Unverified
3	IMP+MTP(InternImage-XL)	F1	92.54	—	Unverified
4	SChanger-small	F1	92.45	—	Unverified
5	CLAFA-LWGANet L2	F1	92.42	—	Unverified
6	Changer (Ex, ResNeSt101)	F1	92.33	—	Unverified
7	LSKNet	F1	92.27	—	Unverified
8	SRC-Net	F1	92.24	—	Unverified
9	MAE+MTP(ViT-B+RVSA)	F1	92.22	—	Unverified
10	Changer (Ex, ResNeSt50)	F1	92.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLAFA-LWGANet L2	F1	95.24	—	Unverified
2	BiFA	F1	94.37	—	Unverified
3	C2FNet	F1	94.36	—	Unverified
4	ChangeMamba	F1	94.19	—	Unverified
5	CDMamba	F1	93.76	—	Unverified
6	SChanger-base	F1	93.2	—	Unverified
7	SChanger-small	F1	93.15	—	Unverified
8	DDPM-CD	F1	92.65	—	Unverified
9	CGNet	F1	92.59	—	Unverified
10	Dsfer-Net	F1	92.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	P2V-CD	F1-Score	98.42	—	Unverified
2	IMP+MTP(InternImage-XL)	F1-Score	98.33	—	Unverified
3	MAE+MTP(ViT-L+RVSA)	F1-Score	97.98	—	Unverified
4	ChangeCLIP	F1-Score	97.89	—	Unverified
5	MAE+MTP(ViT-B+RVSA)	F1-Score	97.87	—	Unverified
6	SGSLN/512	F1-Score	97.77	—	Unverified
7	SChanger-base	F1-Score	97.62	—	Unverified
8	SGSLN/256	F1-Score	96.24	—	Unverified
9	SNUNet-c48	F1-Score	96.2	—	Unverified
10	C2FNet	F1-Score	95.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SChanger-small	F1	84.58	—	Unverified
2	SChanger-base	F1	84.17	—	Unverified
3	ChangeMamba	F1	83.11	—	Unverified
4	RCTNet	F1	83.01	—	Unverified
5	CDMaskFormer	F1	82.84	—	Unverified
6	BTC	F1	82.4	—	Unverified
7	MaskCD	F1	82.17	—	Unverified
8	CGNet	F1	79.92	—	Unverified
9	HCGMNet	F1	79.76	—	Unverified
10	DSAMNET	F1	78.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SChanger-base	F1-Score	68.95	—	Unverified
2	SChanger-small	F1-Score	68.2	—	Unverified
3	ChangeStar(1x96, MiT-b1, Changen-90k)	F1-Score	67.9	—	Unverified
4	LSKNet-S	F1-Score	67.52	—	Unverified
5	ChangeStar(1x96, ResNet-18, Changen-90k)	F1-Score	67.1	—	Unverified
6	Changer (Ex, ResNet-18)	F1-Score	66.2	—	Unverified
7	CGNet	F1-Score	64.33	—	Unverified
8	BD-MSA	F1-Score	64.08	—	Unverified
9	HCGMNet	F1-Score	63.87	—	Unverified
10	C2FNet	F1-Score	62.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DDPM-CD	F1	96.65	—	Unverified
2	FTAN	F1	89.56	—	Unverified
3	CDMaskFormer	F1	74.75	—	Unverified
4	USSFC-Net	F1	69.47	—	Unverified
5	SARAS-Net	F1	67.58	—	Unverified
6	C2FNet	F1	64.03	—	Unverified
7	HANet	F1	62.67	—	Unverified
8	CGNet	F1	60.19	—	Unverified
9	HCGMNet	F1	55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ChangeMamba	F1	88.39	—	Unverified
2	SChanger-base	F1	86.43	—	Unverified
3	SChanger-small	F1	86.2	—	Unverified
4	BiFA	F1	83.96	—	Unverified
5	CGNet	F1	83.68	—	Unverified
6	CDMamba	F1	83.01	—	Unverified
7	HCGMNet	F1	82.37	—	Unverified
8	C2FNet	F1	79.15	—	Unverified
9	HANet	F1	77.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IMP+MTP(InternImage-XL)	F1-score	0.96	—	Unverified
2	SGSLN/512	F1-score	0.95	—	Unverified
3	MAE+MTP(ViT-L+RVSA)	F1-score	0.95	—	Unverified
4	SGSLN/256	F1-score	0.95	—	Unverified
5	MAE+MTP(ViT-B+RVSA)	F1-score	0.94	—	Unverified
6	RSM-CD	F1-score	0.92	—	Unverified
7	SGSLN/128	F1-score	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FC-Siam-Diff	F1	57.92	—	Unverified
2	FC-EF	F1	56.91	—	Unverified
3	DINO-MC (WRN-50)	F1	52.7	—	Unverified
4	SeCo	F1	46.94	—	Unverified
5	Task 2 CVA+Triangle	F1	45.79	—	Unverified
6	Task 2 linear	F1	43.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAE+MTP(ViT-L+RVSA)	F1	55.92	—	Unverified
2	IMP+MTP(InternImage-XL)	F1	55.61	—	Unverified
3	BTC	F1	54.3	—	Unverified
4	MAE+MTP(ViT-B+RVSA)	F1	53.36	—	Unverified
5	FC-Siam-diff	Precision	49.81	—	Unverified
6	FC-EF	F1	48.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	C2FNet	F1	86.86	—	Unverified
2	CGNet	F1	85.89	—	Unverified
3	HCGMNet	F1	85.71	—	Unverified
4	HANet	F1	75.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BTC	F1	90.7	—	Unverified
2	SeCo	F1	90.4	—	Unverified
3	MTP (ViT-B + RVSA)	F1	89.9	—	Unverified
4	FC-Siam-diff	F1	74.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BTC	F1	80.9	—	Unverified
2	MTP (ViT-B + RVSA)	F1	80.3	—	Unverified
3	FC-Siam-diff	F1	54.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MTP (VIT-B+RVSA)	F1	85.9	—	Unverified
2	BTC	F1	85.6	—	Unverified
3	FC-Siam-diff	F1	42.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ChangeMamba	SeK	24.11	—	Unverified
2	SCanNet	SeK	23.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	C-3PO	F1 score	0.83	—	Unverified