Remote Sensing on LEVIR-CD

Metric: F1 (higher is better)

LeaderboardDataset

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#	Model↕	F1▼	Augmentations	Paper	Date↕	Code
1	MAE+MTP(ViT-L+RVSA)	92.67	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
2	IMP+MTP(InternImage-XL)	92.54	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
3	Changer (Ex, ResNeSt101)	92.33	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
4	SRC-Net	92.24	No	SRC-Net: Bi-Temporal Spatial Relationship Concer...	2024-06-09	Code
5	MAE+MTP(ViT-B+RVSA)	92.22	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
6	Changer (Ex, ResNeSt50)	92.19	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
7	BAN (ChangeFormer-b0, ViT-L/14(GeoRSCLIP))	91.96	No	A New Learning Paradigm for Foundation Model-bas...	2023-12-02	Code
8	MaskChanger (Swin-T)	91.96	No	-	-	-
9	P2V-CD	91.94	No	-	-	Code
10	SARAS-Net	91.91	Yes	SARAS-Net: Scale and Relation Aware Siamese Netw...	2022-12-02	Code
11	CEECNetV1	91.79	No	Looking for change? Roll the Dice and demand Att...	2020-09-04	Code
12	Changer (Ex, ResNet-18)	91.77	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
13	SiamixFormer-5	91.58	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
14	LightCDNet-large	91.43	No	-	-	Code
15	LightCDNet-base	91.27	No	-	-	Code
16	IMP-ViTAEv2-S-BIT	91.26	Yes	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
17	ChangeStar (FarSeg + ChangeMixin)	91.25	No	Change is Everywhere: Single-Temporal Supervised...	2021-08-16	Code
18	RSM-CD	91.1	No	RS-Mamba for Large Remote Sensing Image Dense Pr...	2024-04-03	Code
19	TinyCD	91.05	Yes	TINYCD: A (Not So) Deep Learning Model For Chang...	2022-07-26	Code
20	USSFC-Net	91.04	No	-	-	Code
21	RSP-ViTAEv2-S-BIT	90.93	Yes	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
22	SiamixFormer-4	90.7	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
23	SiamixFormer-2	90.57	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
24	LightCDNet-small	90.57	No	-	-	Code
25	SiamixFormer-3	90.54	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
26	ChangeFormer	90.4	No	A Transformer-Based Siamese Network for Change D...	2022-01-04	Code
27	ChangeStar (Semantic FPN + ChangeMixin)	90.4	No	Change is Everywhere: Single-Temporal Supervised...	2021-08-16	Code
28	RSP-ResNet-50	90.1	Yes	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
29	RSP-Swin-T	90.1	Yes	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
30	ChangeStar (DeepLab v3+ + ChangeMixin)	89.7	No	Change is Everywhere: Single-Temporal Supervised...	2021-08-16	Code
31	SiamixFormer-0	89.47	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
32	BIT	89.31	No	Remote Sensing Image Change Detection with Trans...	2021-02-27	Code
33	SiamixFormer-1	89.29	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
34	CDNet+IAug	89	Yes	-	-	Code
35	ChangeStar (PSPNet + ChangeMixin)	87.6	No	Change is Everywhere: Single-Temporal Supervised...	2021-08-16	Code
36	ChangeStar (DeepLab v3 + ChangeMixin)	87.6	No	Change is Everywhere: Single-Temporal Supervised...	2021-08-16	Code
37	STANet	87.3	No	-	-	Code

#1MAE+MTP(ViT-L+RVSA)SOTA
92.67
F1· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#2IMP+MTP(InternImage-XL)
92.54
F1· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#3Changer (Ex, ResNeSt101)SOTA
92.33
F1· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#4SRC-Net
92.24
F1· 2024-06-09
SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection Code
#5MAE+MTP(ViT-B+RVSA)
92.22
F1· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#6Changer (Ex, ResNeSt50)
92.19
F1· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#7BAN (ChangeFormer-b0, ViT-L/14(GeoRSCLIP))
91.96
F1· 2023-12-02
A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection Code
#8MaskChanger (Swin-T)
91.96
F1
No paper
#9P2V-CD
91.94
F1
No paperCode
#10SARAS-Net
91.91
F1· Augmentations· 2022-12-02
SARAS-Net: Scale and Relation Aware Siamese Network for Change Detection Code
#11CEECNetV1SOTA
91.79
F1· 2020-09-04
Looking for change? Roll the Dice and demand Attention Code
#12Changer (Ex, ResNet-18)
91.77
F1· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#13SiamixFormer-5
91.58
F1· 2022-08-01
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images
#14LightCDNet-large
91.43
F1
No paperCode
#15LightCDNet-base
91.27
F1
No paperCode
#16IMP-ViTAEv2-S-BIT
91.26
F1· Augmentations· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#17ChangeStar (FarSeg + ChangeMixin)
91.25
F1· 2021-08-16
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Code
#18RSM-CD
91.1
F1· 2024-04-03
RS-Mamba for Large Remote Sensing Image Dense Prediction Code
#19TinyCD
91.05
F1· Augmentations· 2022-07-26
TINYCD: A (Not So) Deep Learning Model For Change Detection Code
#20USSFC-Net
91.04
F1
No paperCode
#21RSP-ViTAEv2-S-BIT
90.93
F1· Augmentations· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#22SiamixFormer-4
90.7
F1· 2022-08-01
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images
#23SiamixFormer-2
90.57
F1· 2022-08-01
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images
#24LightCDNet-small
90.57
F1
No paperCode
#25SiamixFormer-3
90.54
F1· 2022-08-01
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images
#26ChangeFormer
90.4
F1· 2022-01-04
A Transformer-Based Siamese Network for Change Detection Code
#27ChangeStar (Semantic FPN + ChangeMixin)
90.4
F1· 2021-08-16
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Code
#28RSP-ResNet-50
90.1
F1· Augmentations· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#29RSP-Swin-T
90.1
F1· Augmentations· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#30ChangeStar (DeepLab v3+ + ChangeMixin)
89.7
F1· 2021-08-16
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Code
#31SiamixFormer-0
89.47
F1· 2022-08-01
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images
#32BIT
89.31
F1· 2021-02-27
Remote Sensing Image Change Detection with Transformers Code
#33SiamixFormer-1
89.29
F1· 2022-08-01
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images
#34CDNet+IAug
89
F1· Augmentations
No paperCode
#35ChangeStar (PSPNet + ChangeMixin)
87.6
F1· 2021-08-16
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Code
#36ChangeStar (DeepLab v3 + ChangeMixin)
87.6
F1· 2021-08-16
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Code
#37STANet
87.3
F1
No paperCode