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Thermal Image Segmentation On Mfn Dataset

Metrics

mIOU

Results

Performance results of various models on this benchmark

Paper Title
RoadFormer+ (ConvNeXt-L)62.7RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion
HAPNet61.5HAPNet: Toward Superior RGB-Thermal Scene Parsing via Hybrid, Asymmetric, and Progressive Heterogeneous Feature Fusion
CRM_RGBT_Seg61.4Complementary Random Masking for RGB-Thermal Semantic Segmentation
Sigma-base61.3Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation
CSFNet-259.98CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes
CMNeXt (B4)59.9Delivering Arbitrary-Modal Semantic Segmentation
CMX (B4)59.7CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
UniRGB-IR59.3UniRGB-IR: A Unified Framework for Visible-Infrared Semantic Tasks via Adapter Tuning
DPLNet59.3Efficient Multimodal Semantic Segmentation via Dual-Prompt Learning
SHIFNet59.2Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance
IGFNet(B2)59.0IGFNet: Illumination-Guided Fusion Network for Semantic Scene Understanding using RGB-Thermal Images
EAEFNet (ResNet-152)58.9Explicit Attention-Enhanced Fusion for RGB-Thermal Perception Tasks
CAINet (MobileNet-V2)58.6%Context-Aware Interaction Network for RGB-T Semantic Segmentation
SpiderMesh (B4)58.4SpiderMesh: Spatial-aware Demand-guided Recursive Meshing for RGB-T Semantic Segmentation
CMX (B2)58.2CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
StitchFusion58.13StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation
SpiderMesh (ResNet-152)57.9SpiderMesh: Spatial-aware Demand-guided Recursive Meshing for RGB-T Semantic Segmentation
CACFNet57.8CACFNet: Cross-Modal Attention Cascaded Fusion Network for RGB-T Urban Scene Parsing
VPFNet57.61Variational Probabilistic Fusion Network for RGB-T Semantic Segmentation
EGFNet(ConvNeXt)57.5EGFNet: Edge-Aware Guidance Fusion Network for RGB–Thermal Urban Scene Parsing
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Thermal Image Segmentation On Mfn Dataset | SOTA | HyperAI