Change Detection on WHU-CD

Metric: Overall Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Overall Accuracy▼	Extra Data	Paper	Date↕	Code
1	ChangeMamba	99.58	No	ChangeMamba: Remote Sensing Change Detection Wit...	2024-04-04	Code
2	BiFA	99.56	No	-	-	Code
3	C2FNet	99.56	No	C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha...	2024-04-22	Code
4	CDMamba	99.51	No	CDMamba: Incorporating Local Clues into Mamba fo...	2024-06-06	Code
5	CGNet	99.48	No	Change Guiding Network: Incorporating Change Pri...	2024-04-14	Code
6	LRNet	99.47	No	LRNet: Change detection of high-resolution remot...	2024-04-07	Code
7	Dsfer-Net	99.46	No	Dsfer-Net: A Deep Supervision and Feature Retrie...	2023-04-03	Code
8	HCGMNet	99.45	No	HCGMNET: A Hierarchical Change Guiding Map Netwo...	2023-02-21	Code
9	DDPM-CD	99.42	No	DDPM-CD: Denoising Diffusion Probabilistic Model...	2022-06-23	Code
10	T-UNet	99.42	No	T-UNet: Triplet UNet for Change Detection in Hig...	2023-08-04	Code
11	SRC-Net	99.3	No	SRC-Net: Bi-Temporal Spatial Relationship Concer...	2024-06-09	Code
12	CDMaskFormer	99.23	No	Rethinking Remote Sensing Change Detection With ...	2024-06-21	Code
13	HANet	99.16	No	HANet: A Hierarchical Attention Network for Chan...	2024-04-14	Code
14	DDLNet	99.13	No	DDLNet: Boosting Remote Sensing Change Detection...	2024-06-19	Code
15	Tiny-CD	99.1	No	TINYCD: A (Not So) Deep Learning Model For Chang...	2022-07-26	Code
16	STNet	98.85	No	STNet: Spatial and Temporal feature fusion netwo...	2023-04-22	Code

#1ChangeMambaSOTA
99.58
Overall Accuracy· 2024-04-04
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model Code
#2BiFA
99.56
Overall Accuracy
No paperCode
#3C2FNet
99.56
Overall Accuracy· 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
#4CDMamba
99.51
Overall Accuracy· 2024-06-06
CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change Detection Code
#5CGNet
99.48
Overall Accuracy· 2024-04-14
Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery Code
#6LRNet
99.47
Overall Accuracy· 2024-04-07
LRNet: Change detection of high-resolution remote sensing imagery via strategy of localization-then-refinement Code
#7Dsfer-NetSOTA
99.46
Overall Accuracy· 2023-04-03
Dsfer-Net: A Deep Supervision and Feature Retrieval Network for Bitemporal Change Detection Using Modern Hopfield Networks Code
#8HCGMNetSOTA
99.45
Overall Accuracy· 2023-02-21
HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection Code
#9DDPM-CDSOTA
99.42
Overall Accuracy· 2022-06-23
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection Code
#10T-UNet
99.42
Overall Accuracy· 2023-08-04
T-UNet: Triplet UNet for Change Detection in High-Resolution Remote Sensing Images Code
#11SRC-Net
99.3
Overall Accuracy· 2024-06-09
SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection Code
#12CDMaskFormer
99.23
Overall Accuracy· 2024-06-21
Rethinking Remote Sensing Change Detection With A Mask View Code
#13HANet
99.16
Overall Accuracy· 2024-04-14
HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images Code
#14DDLNet
99.13
Overall Accuracy· 2024-06-19
DDLNet: Boosting Remote Sensing Change Detection with Dual-Domain Learning Code
#15Tiny-CD
99.1
Overall Accuracy· 2022-07-26
TINYCD: A (Not So) Deep Learning Model For Change Detection Code
#16STNet
98.85
Overall Accuracy· 2023-04-22
STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images Code