Change Detection on LEVIR-CD

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	SChanger-base	92.87	No	SChanger: Change Detection from a Semantic Chang...	2025-03-26	Code
2	MAE+MTP(ViT-L+RVSA)	92.67	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
3	IMP+MTP(InternImage-XL)	92.54	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
4	SChanger-small	92.45	No	SChanger: Change Detection from a Semantic Chang...	2025-03-26	Code
5	CLAFA-LWGANet L2	92.42	No	LWGANet: A Lightweight Group Attention Backbone ...	2025-01-17	Code
6	Changer (Ex, ResNeSt101)	92.33	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
7	LSKNet	92.27	No	LSKNet: A Foundation Lightweight Backbone for Re...	2024-03-18	Code
8	SRC-Net	92.24	No	SRC-Net: Bi-Temporal Spatial Relationship Concer...	2024-06-09	Code
9	MAE+MTP(ViT-B+RVSA)	92.22	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
10	Changer (Ex, ResNeSt50)	92.19	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
11	TTP	92.1	No	Time Travelling Pixels: Bitemporal Features Inte...	2023-12-23	Code
12	CGNet	92.01	No	Change Guiding Network: Incorporating Change Pri...	2024-04-14	Code
13	ChangeCLIP	92.01	No	-	-	Code
14	P2V-CD	91.94	No	-	-	Code
15	C2FNet	91.83	No	C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha...	2024-04-22	Code
16	Changer (Ex, ResNet-18)	91.77	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
17	HCGMNet	91.77	No	HCGMNET: A Hierarchical Change Guiding Map Netwo...	2023-02-21	Code
18	BTC	91.5	No	Be the Change You Want to See: Revisiting Remote...	2025-07-04	Code
19	ChangeStar(BiSup)	91.25	No	Change is Everywhere: Single-Temporal Supervised...	2021-08-16	Code
20	DDPM-CD	90.91	No	DDPM-CD: Denoising Diffusion Probabilistic Model...	2022-06-23	Code
21	BiFA	90.69	No	-	-	Code
22	CDMaskFormer	90.66	No	Rethinking Remote Sensing Change Detection With ...	2024-06-21	Code
23	FTAN	90.51	No	-	-	Code
24	ChangeFormer	90.4	No	A Transformer-Based Siamese Network for Change D...	2022-01-04	Code
25	HANet	90.28	Yes	HANet: A Hierarchical Attention Network for Chan...	2024-04-14	Code

#1SChanger-baseSOTA
92.87
F1· 2025-03-26
SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective Code
#2MAE+MTP(ViT-L+RVSA)SOTA
92.67
F1· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#3IMP+MTP(InternImage-XL)
92.54
F1· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#4SChanger-small
92.45
F1· 2025-03-26
SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective Code
#5CLAFA-LWGANet L2
92.42
F1· 2025-01-17
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks Code
#6Changer (Ex, ResNeSt101)SOTA
92.33
F1· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#7LSKNet
92.27
F1· 2024-03-18
LSKNet: A Foundation Lightweight Backbone for Remote Sensing Code
#8SRC-Net
92.24
F1· 2024-06-09
SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection Code
#9MAE+MTP(ViT-B+RVSA)
92.22
F1· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#10Changer (Ex, ResNeSt50)
92.19
F1· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#11TTP
92.1
F1· 2023-12-23
Time Travelling Pixels: Bitemporal Features Integration with Foundation Model for Remote Sensing Image Change Detection Code
#12CGNet
92.01
F1· 2024-04-14
Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery Code
#13ChangeCLIP
92.01
F1
No paperCode
#14P2V-CD
91.94
F1
No paperCode
#15C2FNet
91.83
F1· 2024-04-22
C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images Code
#16Changer (Ex, ResNet-18)
91.77
F1· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#17HCGMNet
91.77
F1· 2023-02-21
HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection Code
#18BTC
91.5
F1· 2025-07-04
Be the Change You Want to See: Revisiting Remote Sensing Change Detection Practices Code
#19ChangeStar(BiSup)SOTA
91.25
F1· 2021-08-16
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Code
#20DDPM-CD
90.91
F1· 2022-06-23
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection Code
#21BiFA
90.69
F1
No paperCode
#22CDMaskFormer
90.66
F1· 2024-06-21
Rethinking Remote Sensing Change Detection With A Mask View Code
#23FTAN
90.51
F1
No paperCode
#24ChangeFormer
90.4
F1· 2022-01-04
A Transformer-Based Siamese Network for Change Detection Code
#25HANet
90.28
F1· Extra Data· 2024-04-14
HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images Code