Semantic Segmentation On Fmb Dataset

Metrics

mIoU

Results

Performance results of various models on this benchmark

		Paper Title
RoadFormer+ (RGB-Infrared)	73.1	RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion
SHIFNet (RGB-Infrared)	67.8	Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance
StitchFusion+FFMs (RGB-Infrared)	64.32	StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation
StitchFusion (RGB-Infrared)	63.30	StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation
MMSFormer (RGB-Infrared)	61.70	MMSFormer: Multimodal Transformer for Material and Semantic Segmentation
MMSFormer (RGB)	57.20	MMSFormer: Multimodal Transformer for Material and Semantic Segmentation
SegMiF (RGB-Infrared)	54.80	Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation
ReCoNet (RGB-Infrared)	50.90	ReCoNet: Real-time Coherent Video Style Transfer Network
DIDFuse (RGB-Infrared)	50.60	DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion
SegMiF (RGB)	50.50	Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation
GMNet (RGB-Infrared)	49.20	GMNet: Graph Matching Network for Large Scale Part Semantic Segmentation in the Wild
TarDAL (RGB-Infrared)	48.10	Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection
EGFNet (RGB-Infrared)	47.30	EGFNet: Edge-Aware Guidance Fusion Network for RGB–Thermal Urban Scene Parsing
FEANet (RGB-Infrared)	46.80	FEANet: Feature-Enhanced Attention Network for RGB-Thermal Real-time Semantic Segmentation

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