Thermal Image Segmentation On Mfn Dataset

Metrics

mIOU

Results

Performance results of various models on this benchmark

		Paper Title
RoadFormer+ (ConvNeXt-L)	62.7	RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion
HAPNet	61.5	HAPNet: Toward Superior RGB-Thermal Scene Parsing via Hybrid, Asymmetric, and Progressive Heterogeneous Feature Fusion
CRM_RGBT_Seg	61.4	Complementary Random Masking for RGB-Thermal Semantic Segmentation
Sigma-base	61.3	Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation
CSFNet-2	59.98	CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes
CMNeXt (B4)	59.9	Delivering Arbitrary-Modal Semantic Segmentation
CMX (B4)	59.7	CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
UniRGB-IR	59.3	UniRGB-IR: A Unified Framework for Visible-Infrared Semantic Tasks via Adapter Tuning
DPLNet	59.3	Efficient Multimodal Semantic Segmentation via Dual-Prompt Learning
SHIFNet	59.2	Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance
IGFNet(B2)	59.0	IGFNet: Illumination-Guided Fusion Network for Semantic Scene Understanding using RGB-Thermal Images
EAEFNet (ResNet-152)	58.9	Explicit Attention-Enhanced Fusion for RGB-Thermal Perception Tasks
CAINet (MobileNet-V2)	58.6%	Context-Aware Interaction Network for RGB-T Semantic Segmentation
SpiderMesh (B4)	58.4	SpiderMesh: Spatial-aware Demand-guided Recursive Meshing for RGB-T Semantic Segmentation
CMX (B2)	58.2	CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
StitchFusion	58.13	StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation
SpiderMesh (ResNet-152)	57.9	SpiderMesh: Spatial-aware Demand-guided Recursive Meshing for RGB-T Semantic Segmentation
CACFNet	57.8	CACFNet: Cross-Modal Attention Cascaded Fusion Network for RGB-T Urban Scene Parsing
VPFNet	57.61	Variational Probabilistic Fusion Network for RGB-T Semantic Segmentation
EGFNet(ConvNeXt)	57.5	EGFNet: Edge-Aware Guidance Fusion Network for RGB–Thermal Urban Scene Parsing

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Thermal Image Segmentation On Mfn Dataset

Metrics

Results