| SLGNet: Synergizing Structural Priors and Language-Guided Modulation for Multimodal Object Detection | | 19.88 | | SLGNet | 2026-01-05 |
| Strip-Fusion: Spatiotemporal Fusion for Multispectral Pedestrian Detection | | 23.09 | | Strip-Fusion (F,S T=3,3) | 2026-01-25 |
| M-SpecGene: Generalized Foundation Model for RGBT Multispectral Vision | ✓ Link | 23.74 | | M-SpecGene (ViT-B) | 2025-07-22 |
| Strip-Fusion: Spatiotemporal Fusion for Multispectral Pedestrian Detection | | 23.89 | | Strip-Fusion (F,S T=1,1) | 2026-01-25 |
| DOD-SA: Infrared-Visible Decoupled Object Detection with Single-Modality Annotations | ✓ Link | 23.92 | | DOD-SA | 2025-08-14 |
| Removal then Selection: A Coarse-to-Fine Fusion Perspective for RGB-Infrared Object Detection | ✓ Link | 24.79 | | RSDet | 2024-01-19 |
| UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning | ✓ Link | 25.21 | | UniRGB-IR | 2024-04-26 |
| INSANet: INtra-INter Spectral Attention Network for Effective Feature Fusion of Multispectral Pedestrian Detection | ✓ Link | 26.08 | 5.50 | INSANet | 2024-02-10 |
| Strip-Fusion: Spatiotemporal Fusion for Multispectral Pedestrian Detection | | 26.21 | | Strip-Fusion (F,S T=5,3) | 2026-01-25 |
| M-SpecGene: Generalized Foundation Model for RGBT Multispectral Vision | ✓ Link | 27.28 | | M-SpecGene (ViT-S) | 2025-07-22 |
| $\mathbf{C}^2$Former: Calibrated and Complementary Transformer for RGB-Infrared Object Detection | ✓ Link | 28.39 | | C2former | 2023-06-28 |
| MLPD: Multi-Label Pedestrian Detector in Multispectral Domain | ✓ Link | 28.49 | 7.58 | MLPD | 2021-07-26 |
| Confidence-aware Fusion using Dempster-Shafer Theory for Multispectral Pedestrian Detection | ✓ Link | 28.98 | | CMPD | 2022-03-21 |
| Translation, Scale and Rotation: Cross-Modal Alignment Meets RGB-Infrared Vehicle Detection | | 30.74 | | TSFADet | 2022-09-28 |
| Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems | ✓ Link | 31.87 | | MBNet | 2020-08-07 |
| Multispectral Pedestrian Detection via Simultaneous Detection and Segmentation | ✓ Link | 34.15 | | MSDS-R-CNN | 2018-08-14 |
| Weakly Aligned Cross-Modal Learning for Multispectral Pedestrian Detection | | 34.95 | | AR-CNN | 2019-01-09 |
| CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation | ✓ Link | 35.53 | | CIAN | 2018-11-27 |
| Illumination-aware Faster R-CNN for Robust Multispectral Pedestrian Detection | | 44.23 | | IAFR-CNN | 2018-03-14 |
| Fusion of Multispectral Data Through Illumination-aware Deep Neural Networks for Pedestrian Detection | | 48.96 | | IATDNN+IASS | 2018-02-27 |
| Multispectral Deep Neural Networks for Pedestrian Detection | ✓ Link | 49.18 | | Halfway Fusion | 2016-11-08 |
| Fully Convolutional Networks for Semantic Segmentation | ✓ Link | 51.70 | | FusionRPN+BF | 2014-11-14 |
| Multispectral Fusion for Object Detection with Cyclic Fuse-and-Refine Blocks | ✓ Link | | 6.13 | CFR | 2020-09-26 |
| Guided Attentive Feature Fusion for Multispectral Pedestrian Detection | ✓ Link | | 6.48 | GAFF | 2021-01-03 |