Change Detection on WHU-CD

Metric: F1 (higher is better)

LeaderboardDataset

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	CLAFA-LWGANet L2	95.24	No	LWGANet: A Lightweight Group Attention Backbone ...	2025-01-17	Code
2	BiFA	94.37	No	-	-	Code
3	C2FNet	94.36	No	C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha...	2024-04-22	Code
4	ChangeMamba	94.19	No	ChangeMamba: Remote Sensing Change Detection Wit...	2024-04-04	Code
5	CDMamba	93.76	No	CDMamba: Incorporating Local Clues into Mamba fo...	2024-06-06	Code
6	SChanger-base	93.2	No	SChanger: Change Detection from a Semantic Chang...	2025-03-26	Code
7	SChanger-small	93.15	No	SChanger: Change Detection from a Semantic Chang...	2025-03-26	Code
8	DDPM-CD	92.65	No	DDPM-CD: Denoising Diffusion Probabilistic Model...	2022-06-23	Code
9	CGNet	92.59	No	Change Guiding Network: Incorporating Change Pri...	2024-04-14	Code
10	Dsfer-Net	92.58	No	Dsfer-Net: A Deep Supervision and Feature Retrie...	2023-04-03	Code
11	LRNet	92.51	No	LRNet: Change detection of high-resolution remot...	2024-04-07	Code
12	HCGMNet	92.08	No	HCGMNET: A Hierarchical Change Guiding Map Netwo...	2023-02-21	Code
13	SRC-Net	92.06	No	SRC-Net: Bi-Temporal Spatial Relationship Concer...	2024-06-09	Code
14	RSM-CD	91.87	No	RS-Mamba for Large Remote Sensing Image Dense Pr...	2024-04-03	Code
15	T-UNet	91.77	No	T-UNet: Triplet UNet for Change Detection in Hig...	2023-08-04	Code
16	CDMaskFormer	91.56	No	Rethinking Remote Sensing Change Detection With ...	2024-06-21	Code
17	RFL-CDNet	91.39	No	RFL-CDNet: Towards Accurate Change Detection via...	2024-04-27	Code
18	Tiny-CD	91.05	No	TINYCD: A (Not So) Deep Learning Model For Chang...	2022-07-26	Code
19	DDLNet	90.56	No	DDLNet: Boosting Remote Sensing Change Detection...	2024-06-19	Code
20	DTCDSCN	89.75	No	Building Change Detection for Remote Sensing Ima...	2019-09-17	-
21	HANet	88.16	No	HANet: A Hierarchical Attention Network for Chan...	2024-04-14	Code
22	STNet	87.46	No	STNet: Spatial and Temporal feature fusion netwo...	2023-04-22	Code

#1CLAFA-LWGANet L2SOTA
95.24
F1· 2025-01-17
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks Code
#2BiFA
94.37
F1
No paperCode
#3C2FNetSOTA
94.36
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
#4ChangeMambaSOTA
94.19
F1· 2024-04-04
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model Code
#5CDMamba
93.76
F1· 2024-06-06
CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change Detection Code
#6SChanger-base
93.2
F1· 2025-03-26
SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective Code
#7SChanger-small
93.15
F1· 2025-03-26
SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective Code
#8DDPM-CDSOTA
92.65
F1· 2022-06-23
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection Code
#9CGNet
92.59
F1· 2024-04-14
Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery Code
#10Dsfer-Net
92.58
F1· 2023-04-03
Dsfer-Net: A Deep Supervision and Feature Retrieval Network for Bitemporal Change Detection Using Modern Hopfield Networks Code
#11LRNet
92.51
F1· 2024-04-07
LRNet: Change detection of high-resolution remote sensing imagery via strategy of localization-then-refinement Code
#12HCGMNet
92.08
F1· 2023-02-21
HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection Code
#13SRC-Net
92.06
F1· 2024-06-09
SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection Code
#14RSM-CD
91.87
F1· 2024-04-03
RS-Mamba for Large Remote Sensing Image Dense Prediction Code
#15T-UNet
91.77
F1· 2023-08-04
T-UNet: Triplet UNet for Change Detection in High-Resolution Remote Sensing Images Code
#16CDMaskFormer
91.56
F1· 2024-06-21
Rethinking Remote Sensing Change Detection With A Mask View Code
#17RFL-CDNet
91.39
F1· 2024-04-27
RFL-CDNet: Towards Accurate Change Detection via Richer Feature Learning Code
#18Tiny-CD
91.05
F1· 2022-07-26
TINYCD: A (Not So) Deep Learning Model For Change Detection Code
#19DDLNet
90.56
F1· 2024-06-19
DDLNet: Boosting Remote Sensing Change Detection with Dual-Domain Learning Code
#20DTCDSCNSOTA
89.75
F1· 2019-09-17
Building Change Detection for Remote Sensing Images Using a Dual Task Constrained Deep Siamese Convolutional Network Model
#21HANet
88.16
F1· 2024-04-14
HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images Code
#22STNet
87.46
F1· 2023-04-22
STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images Code