10-shot image generation on FMB Dataset

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	RoadFormer+ (RGB-Infrared)	73.1	No	RoadFormer+: Delivering RGB-X Scene Parsing thro...	2024-07-31	-
2	SHIFNet (RGB-Infrared)	67.8	No	Unveiling the Potential of Segment Anything Mode...	2025-03-04	Code
3	StitchFusion+FFMs (RGB-Infrared)	64.32	No	StitchFusion: Weaving Any Visual Modalities to E...	2024-08-02	Code
4	StitchFusion (RGB-Infrared)	63.3	No	StitchFusion: Weaving Any Visual Modalities to E...	2024-08-02	Code
5	MMSFormer (RGB-Infrared)	61.7	No	MMSFormer: Multimodal Transformer for Material a...	2023-09-07	Code
6	MMSFormer (RGB)	57.2	No	MMSFormer: Multimodal Transformer for Material a...	2023-09-07	Code
7	SegMiF (RGB-Infrared)	54.8	No	Multi-interactive Feature Learning and a Full-ti...	2023-08-04	Code
8	ReCoNet (RGB-Infrared)	50.9	No	ReCoNet: Real-time Coherent Video Style Transfer...	2018-07-03	Code
9	DIDFuse (RGB-Infrared)	50.6	No	DIDFuse: Deep Image Decomposition for Infrared a...	2020-03-20	Code
10	SegMiF (RGB)	50.5	No	Multi-interactive Feature Learning and a Full-ti...	2023-08-04	Code
11	GMNet (RGB-Infrared)	49.2	No	GMNet: Graph Matching Network for Large Scale Pa...	2020-07-17	-
12	TarDAL (RGB-Infrared)	48.1	No	Target-aware Dual Adversarial Learning and a Mul...	2022-03-30	Code
13	EGFNet (RGB-Infrared)	47.3	No	-	-	Code
14	FEANet (RGB-Infrared)	46.8	No	FEANet: Feature-Enhanced Attention Network for R...	2021-10-18	Code

#1RoadFormer+ (RGB-Infrared)SOTA
73.1
mIoU· 2024-07-31
RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion
#2SHIFNet (RGB-Infrared)
67.8
mIoU· 2025-03-04
Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance Code
#3StitchFusion+FFMs (RGB-Infrared)
64.32
mIoU· 2024-08-02
StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation Code
#4StitchFusion (RGB-Infrared)
63.3
mIoU· 2024-08-02
StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation Code
#5MMSFormer (RGB-Infrared)SOTA
61.7
mIoU· 2023-09-07
MMSFormer: Multimodal Transformer for Material and Semantic Segmentation Code
#6MMSFormer (RGB)
57.2
mIoU· 2023-09-07
MMSFormer: Multimodal Transformer for Material and Semantic Segmentation Code
#7SegMiF (RGB-Infrared)SOTA
54.8
mIoU· 2023-08-04
Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation Code
#8ReCoNet (RGB-Infrared)SOTA
50.9
mIoU· 2018-07-03
ReCoNet: Real-time Coherent Video Style Transfer Network Code
#9DIDFuse (RGB-Infrared)
50.6
mIoU· 2020-03-20
DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion Code
#10SegMiF (RGB)
50.5
mIoU· 2023-08-04
Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation Code
#11GMNet (RGB-Infrared)
49.2
mIoU· 2020-07-17
GMNet: Graph Matching Network for Large Scale Part Semantic Segmentation in the Wild
#12TarDAL (RGB-Infrared)
48.1
mIoU· 2022-03-30
Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection Code
#13EGFNet (RGB-Infrared)
47.3
mIoU
No paperCode
#14FEANet (RGB-Infrared)
46.8
mIoU· 2021-10-18
FEANet: Feature-Enhanced Attention Network for RGB-Thermal Real-time Semantic Segmentation Code