10-shot image generation on MFN Dataset

Metric: mIOU (higher is better)

LeaderboardDataset

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Results

#	Model↕	mIOU▼	Extra Data	Paper	Date↕	Code
1	RoadFormer+ (ConvNeXt-L)	62.7	No	RoadFormer+: Delivering RGB-X Scene Parsing thro...	2024-07-31	-
2	HAPNet	61.5	No	HAPNet: Toward Superior RGB-Thermal Scene Parsin...	2024-04-04	Code
3	CRM_RGBT_Seg	61.4	No	Complementary Random Masking for RGB-Thermal Sem...	2023-03-30	Code
4	Sigma-base	61.3	No	Sigma: Siamese Mamba Network for Multi-Modal Sem...	2024-04-05	Code
5	CSFNet-2	59.98	No	CSFNet: A Cosine Similarity Fusion Network for R...	2024-07-01	Code
6	CMNeXt (B4)	59.9	No	Delivering Arbitrary-Modal Semantic Segmentation	2023-03-02	Code
7	CMX (B4)	59.7	No	CMX: Cross-Modal Fusion for RGB-X Semantic Segme...	2022-03-09	Code
8	DPLNet	59.3	No	Efficient Multimodal Semantic Segmentation via D...	2023-12-01	Code
9	UniRGB-IR	59.3	No	UniRGB-IR: A Unified Framework for RGB-Infrared ...	2024-04-26	Code
10	SHIFNet	59.2	No	Unveiling the Potential of Segment Anything Mode...	2025-03-04	Code
11	IGFNet(B2)	59	No	-	-	Code
12	EAEFNet (ResNet-152)	58.9	No	Explicit Attention-Enhanced Fusion for RGB-Therm...	2023-03-28	Code
13	SpiderMesh (B4)	58.4	No	SpiderMesh: Spatial-aware Demand-guided Recursiv...	2023-03-15	Code
14	CMX (B2)	58.2	No	CMX: Cross-Modal Fusion for RGB-X Semantic Segme...	2022-03-09	Code
15	StitchFusion	58.13	No	StitchFusion: Weaving Any Visual Modalities to E...	2024-08-02	Code
16	SpiderMesh (ResNet-152)	57.9	No	SpiderMesh: Spatial-aware Demand-guided Recursiv...	2023-03-15	Code
17	CACFNet	57.8	No	-	-	-
18	VPFNet	57.61	No	Variational Probabilistic Fusion Network for RGB...	2023-07-17	-
19	EGFNet(ConvNeXt)	57.5	No	-	-	Code
20	DooDLeNet	57.3	No	DooDLeNet: Double DeepLab Enhanced Feature Fusio...	2022-04-21	-
21	PAIF	56.5	No	PAIF: Perception-Aware Infrared-Visible Image Fu...	2023-08-08	Code
22	RSFNet (ResNet-101)	56.2	No	Residual Spatial Fusion Network for RGB-Thermal ...	2023-06-17	-
23	GEBNet	56.2	No	-	-	-
24	SegMiF	56.1	No	Multi-interactive Feature Learning and a Full-ti...	2023-08-04	Code
25	SpiderMesh (ResNet-101)	56.1	No	SpiderMesh: Spatial-aware Demand-guided Recursiv...	2023-03-15	Code
26	MTANet	56.1	No	-	-	-
27	CENet	56.1	No	-	-	Code
28	CSFNet-1	56.05	No	CSFNet: A Cosine Similarity Fusion Network for R...	2024-07-01	Code
29	CSRPNet	56	No	Channel and Spatial Relation-Propagation Network...	2023-08-24	-
30	EAFFNet (ResNet-50)	55.9	No	Explicit Attention-Enhanced Fusion for RGB-Therm...	2023-03-28	Code
31	FEANet	55.3	No	FEANet: Feature-Enhanced Attention Network for R...	2021-10-18	Code
32	LASNet	54.9	No	RGB-T Semantic Segmentation with Location, Activ...	2022-10-26	Code
33	ABMDRNet	54.8	No	-	-	-
34	EGFNet	54.8	No	Edge-aware Guidance Fusion Network for RGB Therm...	2021-12-09	Code
35	SegFormer (B4)	54.8	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
36	SpiderMesh (ResNet-50)	54.4	No	SpiderMesh: Spatial-aware Demand-guided Recursiv...	2023-03-15	Code
37	SegFormer (B2)	53.2	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
38	RTFNet	53.2	No	-	-	Code
39	HRNet	51.7	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
40	APCNet	49	No	-	-	Code
41	SwinT	49	No	Swin Transformer: Hierarchical Vision Transforme...	2021-03-25	Code
42	PST900	48.4	No	PST900: RGB-Thermal Calibration, Dataset and Seg...	2019-09-20	Code
43	FTNet	47.12	No	-	-	Code
44	ACNet	46.3	No	ACNet: Attention Based Network to Exploit Comple...	2019-05-24	Code
45	Depth-aware CNN	46.1	No	Depth-aware CNN for RGB-D Segmentation	2018-03-19	Code
46	PSPNet	46.1	No	Pyramid Scene Parsing Network	2016-12-04	Code
47	SA-Gate	45.8	No	Bi-directional Cross-Modality Feature Propagatio...	2020-07-17	Code
48	UNet	45.1	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
49	FRRN	44.2	No	Full-Resolution Residual Networks for Semantic S...	2016-11-24	Code
50	CCNet	43.3	No	CCNet: Criss-Cross Attention for Semantic Segmen...	2018-11-28	Code
51	SegNet	42.3	No	SegNet: A Deep Convolutional Encoder-Decoder Arc...	2015-11-02	Code
52	DANet	41.3	No	Dual Attention Network for Scene Segmentation	2018-09-09	Code
53	MFNet	39.7	No	-	-	-
54	ERFNet	36.1	No	-	-	Code