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FMB Dataset (Full-time Multi-modality Benchmark Dataset)

Introduced by JinYuan Liu et al. in Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation4 Aug 2023 archive 2025-07-28

FMB contains 1500 well-registered infrared and visible image pairs with 14 annotated pixel-level categories. Also, it covers a wide range of pixel variations and various severe environments, e.g., dense fog, heavy rain, and low-light condition. The FMB dataset includes rich scenes under different illumination conditions, so that it enables fusion/segmentation model to improve the generalization ability greatly. We labeled 98.16% of all pixels into 14 different categories including Road, Sidewalk, Building, Traffic Light, Traffic Sign, Vegetation, Sky, Person, Car, Truck, Bus, Motorcycle, Bicycle and Pole, which often appear in real world automatic driving and semantic understanding tasks.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Semantic Segmentation FMB Dataset RoadFormer+ (RGB-Infrared) mIoU 73.1 RoadFormer+: Delivering RGB-X Scene Parsing through... — 14 Compare

Papers archive 2025-07-28

11 shown of 11 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 20. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance 1 1 4 Mar 2025 not harvested
StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 1 2 2 Aug 2024 not harvested
RoadFormer+: Delivering RGB-X Scene Parsing through Scale-Aware Information Decoupling and Advanced Heterogeneous Feature Fusion 0 1 31 Jul 2024 not harvested
MMSFormer: Multimodal Transformer for Material and Semantic Segmentation 1 2 7 Sep 2023 not harvested
EGFNet: Edge-Aware Guidance Fusion Network for RGB–Thermal Urban Scene Parsing 1 1 15 Aug 2023 not harvested
Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation 2 2 4 Aug 2023 ran 19 of 26 samples (7 unverified; 13 pointer-only for licence)
Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection 2 1 30 Mar 2022 not harvested
FEANet: Feature-Enhanced Attention Network for RGB-Thermal Real-time Semantic Segmentation 1 1 18 Oct 2021 ran 1 of 5 samples (4 unverified)
GMNet: Graph Matching Network for Large Scale Part Semantic Segmentation in the Wild 0 1 17 Jul 2020 not harvested
DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion 2 1 20 Mar 2020 ran 6 of 7 samples (1 unverified; 7 pointer-only for licence)
ReCoNet: Real-time Coherent Video Style Transfer Network 8 1 3 Jul 2018 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Semantic Segmentation

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • FMB Dataset

1 variant name, as the archive lists them.

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