Change Detection on CDD Dataset (season-varying)

Metric: F1-Score (higher is better)

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#	Model↕	F1-Score▼	Extra Data	Paper	Date↕	Code
1	P2V-CD	98.42	Yes	-	-	Code
2	IMP+MTP(InternImage-XL)	98.33	Yes	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
3	MAE+MTP(ViT-L+RVSA)	97.98	Yes	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
4	ChangeCLIP	97.89	Yes	-	-	Code
5	MAE+MTP(ViT-B+RVSA)	97.87	Yes	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
6	SGSLN/512	97.77	Yes	Exchanging Dual Encoder-Decoder: A New Strategy ...	2023-11-19	Code
7	SChanger-base	97.62	No	SChanger: Change Detection from a Semantic Chang...	2025-03-26	Code
8	SGSLN/256	96.24	Yes	Exchanging Dual Encoder-Decoder: A New Strategy ...	2023-11-19	Code
9	SNUNet-c48	96.2	Yes	-	-	Code
10	C2FNet	95.93	No	C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha...	2024-04-22	Code
11	SChanger-small	95.75	No	SChanger: Change Detection from a Semantic Chang...	2025-03-26	Code
12	DDPM-CD	95.62	No	DDPM-CD: Denoising Diffusion Probabilistic Model...	2022-06-23	Code
13	SNUNet-c32	95.3	No	-	-	Code
14	HCGMNet	95.07	No	HCGMNET: A Hierarchical Change Guiding Map Netwo...	2023-02-21	Code
15	CGNet	94.73	No	Change Guiding Network: Incorporating Change Pri...	2024-04-14	Code
16	SGSLN/128	93.76	No	Exchanging Dual Encoder-Decoder: A New Strategy ...	2023-11-19	Code
17	ESCNet	93.54	No	-	-	Code
18	HANet	89.23	No	HANet: A Hierarchical Attention Network for Chan...	2024-04-14	Code

#1P2V-CD
98.42
F1-Score· Extra Data
No paperCode
#2IMP+MTP(InternImage-XL)SOTA
98.33
F1-Score· Extra Data· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#3MAE+MTP(ViT-L+RVSA)
97.98
F1-Score· Extra Data· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#4ChangeCLIP
97.89
F1-Score· Extra Data
No paperCode
#5MAE+MTP(ViT-B+RVSA)
97.87
F1-Score· Extra Data· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#6SGSLN/512SOTA
97.77
F1-Score· Extra Data· 2023-11-19
Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization Code
#7SChanger-base
97.62
F1-Score· 2025-03-26
SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective Code
#8SGSLN/256
96.24
F1-Score· Extra Data· 2023-11-19
Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization Code
#9SNUNet-c48
96.2
F1-Score· Extra Data
No paperCode
#10C2FNet
95.93
F1-Score· 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
#11SChanger-small
95.75
F1-Score· 2025-03-26
SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective Code
#12DDPM-CDSOTA
95.62
F1-Score· 2022-06-23
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection Code
#13SNUNet-c32
95.3
F1-Score
No paperCode
#14HCGMNet
95.07
F1-Score· 2023-02-21
HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection Code
#15CGNet
94.73
F1-Score· 2024-04-14
Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery Code
#16SGSLN/128
93.76
F1-Score· 2023-11-19
Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization Code
#17ESCNet
93.54
F1-Score
No paperCode
#18HANet
89.23
F1-Score· 2024-04-14
HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images Code