Remote Sensing on LEVIR-CD

Metric: IoU (higher is better)

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#	Model↕	IoU▼	Augmentations	Paper	Date↕	Code
1	Changer (Ex, ResNeSt101)	85.76	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
2	SRC-Net	85.6	No	SRC-Net: Bi-Temporal Spatial Relationship Concer...	2024-06-09	Code
3	Changer (Ex, ResNeSt50)	85.51	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
4	SiamixFormer-5	85.38	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
5	BAN (ChangeFormer-b0, ViT-L/14(GeoRSCLIP))	85.13	No	A New Learning Paradigm for Foundation Model-bas...	2023-12-02	Code
6	MaskChanger (Swin-T)	85.12	No	-	-	-
7	SARAS-Net	84.95	Yes	SARAS-Net: Scale and Relation Aware Siamese Netw...	2022-12-02	Code
8	RSP-ViTAEv2-S-BIT	84.95	Yes	An Empirical Study of Remote Sensing Pretraining	2022-04-06	Code
9	Changer (Ex, ResNet-18)	84.8	No	Changer: Feature Interaction is What You Need fo...	2022-09-17	Code
10	LightCDNet-large	84.21	No	-	-	Code
11	SiamixFormer-4	84.05	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
12	LightCDNet-base	83.94	No	-	-	Code
13	ChangeStar (FarSeg + ChangeMixin)	83.92	No	Change is Everywhere: Single-Temporal Supervised...	2021-08-16	Code
14	SiamixFormer-2	83.88	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
15	SiamixFormer-3	83.84	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
16	RSM-CD	83.66	No	RS-Mamba for Large Remote Sensing Image Dense Pr...	2024-04-03	Code
17	TinyCD	83.57	Yes	TINYCD: A (Not So) Deep Learning Model For Chang...	2022-07-26	Code
18	USSFC-Net	83.55	No	-	-	Code
19	LightCDNet-small	82.77	No	-	-	Code
20	ChangeFormer	82.48	No	A Transformer-Based Siamese Network for Change D...	2022-01-04	Code
21	SiamixFormer-0	82.29	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-
22	SiamixFormer-1	82.03	No	SiamixFormer: a fully-transformer Siamese networ...	2022-08-01	-

#1Changer (Ex, ResNeSt101)SOTA
85.76
IoU· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#2SRC-Net
85.6
IoU· 2024-06-09
SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection Code
#3Changer (Ex, ResNeSt50)
85.51
IoU· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#4SiamixFormer-5SOTA
85.38
IoU· 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
#5BAN (ChangeFormer-b0, ViT-L/14(GeoRSCLIP))
85.13
IoU· 2023-12-02
A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection Code
#6MaskChanger (Swin-T)
85.12
IoU
No paper
#7SARAS-Net
84.95
IoU· Augmentations· 2022-12-02
SARAS-Net: Scale and Relation Aware Siamese Network for Change Detection Code
#8RSP-ViTAEv2-S-BITSOTA
84.95
IoU· Augmentations· 2022-04-06
An Empirical Study of Remote Sensing Pretraining Code
#9Changer (Ex, ResNet-18)
84.8
IoU· 2022-09-17
Changer: Feature Interaction is What You Need for Change Detection Code
#10LightCDNet-large
84.21
IoU
No paperCode
#11SiamixFormer-4
84.05
IoU· 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
#12LightCDNet-base
83.94
IoU
No paperCode
#13ChangeStar (FarSeg + ChangeMixin)SOTA
83.92
IoU· 2021-08-16
Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery Code
#14SiamixFormer-2
83.88
IoU· 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
#15SiamixFormer-3
83.84
IoU· 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
#16RSM-CD
83.66
IoU· 2024-04-03
RS-Mamba for Large Remote Sensing Image Dense Prediction Code
#17TinyCD
83.57
IoU· Augmentations· 2022-07-26
TINYCD: A (Not So) Deep Learning Model For Change Detection Code
#18USSFC-Net
83.55
IoU
No paperCode
#19LightCDNet-small
82.77
IoU
No paperCode
#20ChangeFormer
82.48
IoU· 2022-01-04
A Transformer-Based Siamese Network for Change Detection Code
#21SiamixFormer-0
82.29
IoU· 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
#22SiamixFormer-1
82.03
IoU· 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