ML Research Wiki / Benchmarks / Semantic Segmentation / FMB Dataset

FMB Dataset

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: mIoU

Top Performing Models

Rank Model Paper mIoU Date Code
1 RoadFormer+ (RGB-Infrared) RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion 73.10 2024-07-31 -
2 SHIFNet (RGB-Infrared) Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance 67.80 2025-03-04 📦 iasakit3t/shifnet
3 StitchFusion+FFMs (RGB-Infrared) StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 64.32 2024-08-02 📦 libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation
4 StitchFusion (RGB-Infrared) StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 63.30 2024-08-02 📦 libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation
5 MMSFormer (RGB-Infrared) MMSFormer: Multimodal Transformer for Material and Semantic Segmentation 61.70 2023-09-07 📦 csiplab/mmsformer
6 MMSFormer (RGB) MMSFormer: Multimodal Transformer for Material and Semantic Segmentation 57.20 2023-09-07 📦 csiplab/mmsformer
7 SegMiF (RGB-Infrared) Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation 54.80 2023-08-04 📦 jinyuanliu-cv/segmif 📦 runjia0124/coconet
8 ReCoNet (RGB-Infrared) ReCoNet: Real-time Coherent Video Style Transfer Network 50.90 2018-07-03 📦 safwankdb/ReCoNet-PyTorch 📦 irsisyphus/reconet 📦 EmptySamurai/pytorch-reconet
9 DIDFuse (RGB-Infrared) DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion 50.60 2020-03-20 📦 Zhaozixiang1228/IVIF-DIDFuse 📦 Zhaozixiang1228/IVIF-AUIF-Net
10 SegMiF (RGB) Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation 50.50 2023-08-04 📦 jinyuanliu-cv/segmif 📦 runjia0124/coconet

All Papers (13)