Image Fusion

AIMDepth: Asymmetric Image-Event Mamba for Monocular Depth Estimation CVPR 2026 Beyond Strict Pairing: Arbitrarily Paired Training for High-Performance Infrared and Visible Image Fusion CVPR 2026 Bridging Human Evaluation to Infrared and Visible Image Fusion CVPR 2026 Cross-Scale Pansharpening via ScaleFormer and the PanScale Benchmark CVPR 2026 Customized Fusion: A Closed-Loop Dynamic Network for Adaptive Multi-Task-Aware Infrared-Visible Image Fusion CVPR 2026 Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios CVPR 2026 Fusion in Your Way: Aligning Image Fusion with Heterogeneous Demands via Direct Preference Optimization CVPR 2026 FusionRegister: Every Infrared and Visible Image Fusion Deserves Registration CVPR 2026 Human-Centric Multi-Exposure Fusion: Benchmark and Bi-level Cognition Distillation Framework CVPR 2026 LRHDR: Learning Representation-enhanced HDR Video Reconstruction CVPR 2026 MagicFuse: Single Image Fusion for Visual and Semantic Reinforcement CVPR 2026 Missing No More: Dictionary-Guided Cross-Modal Image Fusion under Missing Infrared CVPR 2026 More Than Meets the Eye: A Unified Image Fusion Framework via Semantic-Pixel Entropy Trade-off for Zero-Shot Generalization CVPR 2026 Multi-Modal Image Fusion via Intervention-Stable Feature Learning CVPR 2026 Neurodynamics-Driven Coupled Neural P Systems for Multi-Focus Image Fusion CVPR 2026 ReCoFuse: Ultra-Robust Image Fusion via Restorative Multi-Modal Diffusion Reciprocal Coupling CVPR 2026 RegionFuse: Region-Adaptive Pixel Distribution Learning for Infrared and Visible Image Fusion CVPR 2026 Regulating Rather than Constraining: Adaptive Guidance for Complex Spectral Reconstruction in Pansharpening CVPR 2026 Semantic-Adaptive Diffusion for Dynamic Spatiotemporal Fusion CVPR 2026 Spatial-Spectral Residuals Informed Diffusion Neural Operator for Pan-sharpening CVPR 2026 Streaming Diffusion Model for Fast Infrared and Visible Video Fusion CVPR 2026 UniFusion: A Unified Image Fusion Framework with Robust Representation and Source-Aware Preservation CVPR 2026 VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion CVPR 2026 SMR-Net: Semantic-Guided Mutually Reinforcing Network for Cross-Modal Image Fusion and Salient Object Detection AAAI 2025 Conditional Controllable Image Fusion NeurIPS 2024