10-shot image generation on BJRoad

Metric: IoU (higher is better)

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#	Model↕	IoU▼	Extra Data	Paper	Date↕	Code
1	CMNeXt	63.22	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
2	CMMPNe	62.85	No	Aerial Images Meet Crowdsourced Trajectories: A ...	2021-11-30	-
3	CMX	62.28	No	CMX: Cross-Modal Fusion for RGB-X Semantic Segme...	2022-03-09	Code
4	SA-Gate	62.14	No	Bi-directional Cross-Modality Feature Propagatio...	2020-07-17	Code
5	DeepDualMapper	60.19	No	DeepDualMapper: A Gated Fusion Network for Autom...	2020-02-17	-
6	Sun et al.	59.18	No	Leveraging Crowdsourced GPS Data for Road Extrac...	2019-05-04	-
7	D-LinkNet	57.96	No	-	-	Code
8	LinkNet	57.89	No	LinkNet: Exploiting Encoder Representations for ...	2017-06-14	Code
9	UNet	54.88	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
10	Res-UNet	54.24	No	Road Extraction by Deep Residual U-Net	2017-11-29	Code
11	DeepLabv3+	50.81	No	Encoder-Decoder with Atrous Separable Convolutio...	2018-02-07	Code

#1CMNeXtSOTA
63.22
IoU· 2023-03-02
Delivering Arbitrary-Modal Semantic Segmentation Code
#2CMMPNeSOTA
62.85
IoU· 2021-11-30
Aerial Images Meet Crowdsourced Trajectories: A New Approach to Robust Road Extraction
#3CMX
62.28
IoU· 2022-03-09
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Code
#4SA-GateSOTA
62.14
IoU· 2020-07-17
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation Code
#5DeepDualMapperSOTA
60.19
IoU· 2020-02-17
DeepDualMapper: A Gated Fusion Network for Automatic Map Extraction using Aerial Images and Trajectories
#6Sun et al.SOTA
59.18
IoU· 2019-05-04
Leveraging Crowdsourced GPS Data for Road Extraction from Aerial Imagery
#7D-LinkNet
57.96
IoU
No paperCode
#8LinkNetSOTA
57.89
IoU· 2017-06-14
LinkNet: Exploiting Encoder Representations for Efficient Semantic Segmentation Code
#9UNetSOTA
54.88
IoU· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#10Res-UNet
54.24
IoU· 2017-11-29
Road Extraction by Deep Residual U-Net Code
#11DeepLabv3+
50.81
IoU· 2018-02-07
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Code