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 101–125 of 919 papers

Title	Date	Tasks	Status	Hype
Change State Space Models for Remote Sensing Change Detection	Apr 15, 2025	Change DetectionComputational Efficiency	CodeCode Available	1
EfficientCD: A New Strategy For Change Detection Based With Bi-temporal Layers Exchanged	Jul 22, 2024	Change DetectionFeature Upsampling	CodeCode Available	1
End-to-end speaker segmentation for overlap-aware resegmentation	Apr 8, 2021	Action DetectionActivity Detection	CodeCode Available	1
Enhancing Perception of Key Changes in Remote Sensing Image Change Captioning	Sep 19, 2024	Change DetectionDecoder	CodeCode Available	1
Align, Perturb and Decouple: Toward Better Leverage of Difference Information for RSI Change Detection	May 30, 2023	Change DetectionDecoder	CodeCode Available	1
Concept Drift Detection via Equal Intensity k-means Space Partitioning	Apr 24, 2020	Change DetectionDrift Detection	CodeCode Available	1
Exploring Effective Priors and Efficient Models for Weakly-Supervised Change Detection	Jul 20, 2023	Change DetectionDecoder	CodeCode Available	1
Fast and Attributed Change Detection on Dynamic Graphs with Density of States	May 15, 2023	Change DetectionChange Point Detection	CodeCode Available	1
A Mamba-based Siamese Network for Remote Sensing Change Detection	Jul 8, 2024	Change DetectionDecision Making	CodeCode Available	1
FCCDN: Feature Constraint Network for VHR Image Change Detection	May 23, 2021	Change DetectionDecoder	CodeCode Available	1
Change Detection in Multi-temporal VHR Images Based on Deep Siamese Multi-scale Convolutional Networks	Jun 27, 2019	Change Detection	CodeCode Available	1
Change Detection Meets Visual Question Answering	Dec 12, 2021	Answer GenerationChange Detection	CodeCode Available	1
GeoLLaVA: Efficient Fine-Tuned Vision-Language Models for Temporal Change Detection in Remote Sensing	Oct 25, 2024	Change Detection	CodeCode Available	1
Autonomous Driving using Spiking Neural Networks on Dynamic Vision Sensor Data: A Case Study of Traffic Light Change Detection	Sep 27, 2023	Autonomous DrivingChange Detection	CodeCode Available	1
HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection	Feb 21, 2023	Change Detection	CodeCode Available	1
HiCD: Change Detection in Quality-Varied Images via Hierarchical Correlation Distillation	Jan 19, 2024	Change DetectionKnowledge Distillation	CodeCode Available	1
High-Resolution Remote Sensing Bitemporal Image Change Detection Based on Feature Interaction and Multitask Learning	May 11, 2023	Change DetectionDomain Adaptation	CodeCode Available	1
A Weakly Supervised Convolutional Network for Change Segmentation and Classification	Nov 6, 2020	Change DetectionClassification	CodeCode Available	1
Background-Mixed Augmentation for Weakly Supervised Change Detection	Nov 21, 2022	Change DetectionData Augmentation	CodeCode Available	1
Human skeletons and change detection for efficient violence detection in surveillance videos	May 20, 2023	Activity RecognitionChange Detection	CodeCode Available	1
Hyperspectral Anomaly Change Detection Based on Auto-encoder	Oct 27, 2020	Change Detection	CodeCode Available	1
IDET: Iterative Difference-Enhanced Transformers for High-Quality Change Detection	Jul 15, 2022	Change DetectionVocal Bursts Intensity Prediction	CodeCode Available	1
A deeply supervised image fusion network for change detection in high resolution bi-temporal remote sensing images	Jun 1, 2020	Change DetectionSemantic Segmentation	CodeCode Available	1
Change detection needs change information: improving deep 3D point cloud change detection	Apr 25, 2023	Change DetectionTriplet	CodeCode Available	1
Change Detection from Synthetic Aperture Radar Images via Graph-Based Knowledge Supplement Network	Jan 22, 2022	Change DetectionFeature Correlation	CodeCode Available	1

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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