| Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption | Jan 18, 2025 | Infrared And Visible Image Fusion | CodeCode Available | 3 |
| FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba | Apr 15, 2024 | Infrared And Visible Image FusionMamba | CodeCode Available | 3 |
| DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion | Mar 22, 2025 | Infrared And Visible Image Fusion | CodeCode Available | 2 |
| CrossFuse: A Novel Cross Attention Mechanism based Infrared and Visible Image Fusion Approach | Jun 15, 2024 | DecoderInfrared And Visible Image Fusion | CodeCode Available | 2 |
| Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion | Jan 1, 2024 | Infrared And Visible Image Fusion | CodeCode Available | 2 |
| Unsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration | May 24, 2022 | Image GenerationInfrared And Visible Image Fusion | CodeCode Available | 2 |
| Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection | Mar 30, 2022 | 2D Object DetectionBilevel Optimization | CodeCode Available | 2 |
| MATCNN: Infrared and Visible Image Fusion Method Based on Multi-scale CNN with Attention Transformer | Feb 4, 2025 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| A2RNet: Adversarial Attack Resilient Network for Robust Infrared and Visible Image Fusion | Dec 13, 2024 | Adversarial AttackInfrared And Visible Image Fusion | CodeCode Available | 1 |
| SFDFusion: An Efficient Spatial-Frequency Domain Fusion Network for Infrared and Visible Image Fusion | Oct 30, 2024 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| DAF-Net: A Dual-Branch Feature Decomposition Fusion Network with Domain Adaptive for Infrared and Visible Image Fusion | Sep 18, 2024 | Infrared And Visible Image FusionScene Understanding | CodeCode Available | 1 |
| FCDFusion: a Fast, Low Color Deviation Method for Fusing Visible and Infrared Image Pairs | Aug 2, 2024 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| CoMoFusion: Fast and High-quality Fusion of Infrared and Visible Image with Consistency Model | May 31, 2024 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| Infrared and visible Image Fusion with Language-driven Loss in CLIP Embedding Space | Feb 26, 2024 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| A Multi-scale Information Integration Framework for Infrared and Visible Image Fusion | Dec 7, 2023 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| FECFusion: Infrared and visible image fusion network based on fast edge convolution | Aug 8, 2023 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation | Aug 8, 2023 | Infrared And Visible Image FusionSegmentation | CodeCode Available | 1 |
| Learning a Graph Neural Network with Cross Modality Interaction for Image Fusion | Aug 7, 2023 | Graph Neural NetworkInfrared And Visible Image Fusion | CodeCode Available | 1 |
| Cross-modal transformers for infrared and visible image fusion | Jun 26, 2023 | Cross-Modal RetrievalDepth Estimation | CodeCode Available | 1 |
| An Interactively Reinforced Paradigm for Joint Infrared-Visible Image Fusion and Saliency Object Detection | May 17, 2023 | Infrared And Visible Image Fusionobject-detection | CodeCode Available | 1 |
| Multi-modal Gated Mixture of Local-to-Global Experts for Dynamic Image Fusion | Feb 2, 2023 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| MetaFusion: Infrared and Visible Image Fusion via Meta-Feature Embedding From Object Detection | Jan 1, 2023 | Infrared And Visible Image FusionMeta-Learning | CodeCode Available | 1 |
| CoCoNet: Coupled Contrastive Learning Network with Multi-level Feature Ensemble for Multi-modality Image Fusion | Nov 20, 2022 | Contrastive LearningInfrared And Visible Image Fusion | CodeCode Available | 1 |
| DetFusion: A Detection-driven Infrared and Visible Image Fusion Network | Oct 1, 2022 | Infrared And Visible Image FusionObject | CodeCode Available | 1 |
| PIAFusion: A progressive infrared and visible image fusion network based on illumination aware | Jul 1, 2022 | Infrared And Visible Image FusionSemantic Segmentation | CodeCode Available | 1 |
| Fusing Event-based and RGB camera for Robust Object Detection in Adverse Conditions | Mar 30, 2022 | 3D Object DetectionAdversarial Attack | CodeCode Available | 1 |
| TGFuse: An Infrared and Visible Image Fusion Approach Based on Transformer and Generative Adversarial Network | Jan 25, 2022 | Generative Adversarial NetworkInfrared And Visible Image Fusion | CodeCode Available | 1 |
| Physics Driven Deep Retinex Fusion for Adaptive Infrared and Visible Image Fusion | Dec 6, 2021 | Image Super-ResolutionInfrared And Visible Image Fusion | CodeCode Available | 1 |
| LLVIP: A Visible-infrared Paired Dataset for Low-light Vision | Aug 24, 2021 | Image GenerationImage Registration | CodeCode Available | 1 |
| RFN-Nest: An end-to-end residual fusion network for infrared and visible images | Mar 7, 2021 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| A Dual-branch Network for Infrared and Visible Image Fusion | Jan 24, 2021 | Generative Adversarial NetworkInfrared And Visible Image Fusion | CodeCode Available | 1 |
| NestFuse: An Infrared and Visible Image Fusion Architecture based on Nest Connection and Spatial/Channel Attention Models | Jul 1, 2020 | DecoderInfrared And Visible Image Fusion | CodeCode Available | 1 |
| Bayesian Fusion for Infrared and Visible Images | May 12, 2020 | Infrared And Visible Image Fusion | CodeCode Available | 1 |
| DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion | Mar 20, 2020 | DecoderInfrared And Visible Image Fusion | CodeCode Available | 1 |
| GrFormer: A Novel Transformer on Grassmann Manifold for Infrared and Visible Image Fusion | Jun 17, 2025 | Infrared And Visible Image FusionSemantic Similarity | —Unverified | 0 |
| FSATFusion: Frequency-Spatial Attention Transformer for Infrared and Visible Image Fusion | Jun 12, 2025 | Infrared And Visible Image Fusionobject-detection | CodeCode Available | 0 |
| DAAF:Degradation-Aware Adaptive Fusion Framework for Robust Infrared and Visible Images Fusion | Apr 15, 2025 | Infrared And Visible Image Fusion | —Unverified | 0 |
| Exploring State Space Model in Wavelet Domain: An Infrared and Visible Image Fusion Network via Wavelet Transform and State Space Model | Mar 24, 2025 | Infrared And Visible Image FusionMamba | CodeCode Available | 0 |
| OCCO: LVM-guided Infrared and Visible Image Fusion Framework based on Object-aware and Contextual COntrastive Learning | Mar 24, 2025 | Contrastive LearningInfrared And Visible Image Fusion | —Unverified | 0 |
| Learning a Unified Degradation-aware Representation Model for Multi-modal Image Fusion | Mar 10, 2025 | Infrared And Visible Image Fusion | —Unverified | 0 |
| Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond | Mar 3, 2025 | Infrared And Visible Image FusionScene Understanding | —Unverified | 0 |
| CrossFuse: Learning Infrared and Visible Image Fusion by Cross-Sensor Top-K Vision Alignment and Beyond | Feb 20, 2025 | Autonomous DrivingData Augmentation | —Unverified | 0 |
| SPDFusion: An Infrared and Visible Image Fusion Network Based on a Non-Euclidean Representation of Riemannian Manifolds | Nov 16, 2024 | Infrared And Visible Image FusionRepresentation Learning | —Unverified | 0 |
| Instruction-Driven Fusion of Infrared-Visible Images: Tailoring for Diverse Downstream Tasks | Nov 14, 2024 | Infrared And Visible Image Fusionobject-detection | —Unverified | 0 |
| Dynamic Brightness Adaptation for Robust Multi-modal Image Fusion | Nov 7, 2024 | Infrared And Visible Image Fusion | CodeCode Available | 0 |
| Infrared and Visible Image Fusion with Hierarchical Human Perception | Sep 14, 2024 | Infrared And Visible Image FusionLanguage Modeling | —Unverified | 0 |
| HSFusion: A high-level vision task-driven infrared and visible image fusion network via semantic and geometric domain transformation | Jul 14, 2024 | Infrared And Visible Image FusionSemantic Segmentation | —Unverified | 0 |
| Multi-Scale Feature Fusion using Channel Transformers for Guided Thermal Image Super Resolution | Jun 18, 2024 | Image Super-ResolutionInfrared And Visible Image Fusion | —Unverified | 0 |
| Conti-Fuse: A Novel Continuous Decomposition-based Fusion Framework for Infrared and Visible Images | Jun 7, 2024 | Infrared And Visible Image Fusion | —Unverified | 0 |
| S4Fusion: Saliency-aware Selective State Space Model for Infrared Visible Image Fusion | May 31, 2024 | Infrared And Visible Image Fusion | —Unverified | 0 |
