Infrared And Visible Image Fusion

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

7 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 46 papers with code (83 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation
  8 Aug 2023 3 repositories listed Syntology ran 13 of 27 samples · 14 unverified · 11 pointer-only (licence)
  We first conduct systematic analyses about the components of image fusion, investigating the correlation with segmentation robustness under adversarial perturbations.
• Infrared and Visible Image Fusion with ResNet and zero-phase component analysis
  19 Jun 2018 3 repositories listed
  Feature extraction and processing tasks play a key role in Image Fusion, and the fusion performance is directly affected by the different features and processing methods undertaken.
• Infrared and Visible Image Fusion using a Deep Learning Framework
  19 Apr 2018 3 repositories listed Syntology ran 0 of 16 samples · 16 unverified
  Then the base parts are fused by weighted-averaging.
• PIAFusion: A progressive infrared and visible image fusion network based on illumination aware
  1 Jul 2022 2 repositories listed
  Moreover, we utilize the illumination probability to construct an illumination-aware loss to guide the training of the fusion network.
• Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection
  30 Mar 2022 2 repositories listed
  This study addresses the issue of fusing infrared and visible images that appear differently for object detection.
• A Dual-branch Network for Infrared and Visible Image Fusion
  24 Jan 2021 2 repositories listed
  Deep learning is a rapidly developing approach in the field of infrared and visible image fusion.
• Deep Convolutional Sparse Coding Networks for Image Fusion
  18 May 2020 2 repositories listed
  Image fusion is a significant problem in many fields including digital photography, computational imaging and remote sensing, to name but a few.
• Bayesian Fusion for Infrared and Visible Images
  12 May 2020 2 repositories listed
  In this paper, a novel Bayesian fusion model is established for infrared and visible images.
• DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion
  20 Mar 2020 2 repositories listed Syntology ran 6 of 7 samples · 1 unverified · 7 pointer-only (licence)
  Infrared and visible image fusion, a hot topic in the field of image processing, aims at obtaining fused images keeping the advantages of source images.
• MDLatLRR: A novel decomposition method for infrared and visible image fusion
  6 Nov 2018 2 repositories listed
  We develop a novel image fusion framework based on MDLatLRR, which is used to decompose source images into detail parts(salient features) and base parts.
• Infrared and visible image fusion using Latent Low-Rank Representation
  24 Apr 2018 2 repositories listed
  Then, the low-rank parts are fused by weighted-average strategy to preserve more contour information.
• FSATFusion: Frequency-Spatial Attention Transformer for Infrared and Visible Image Fusion
  12 Jun 2025 1 repository listed
  Additionally, we propose an improved Transformer module (ITM) to enhance the ability to extract global context information of vanilla Transformer.
• DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion
  22 Mar 2025 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Infrared and visible image fusion integrates information from distinct spectral bands to enhance image quality by leveraging the strengths and mitigating the limitations of each modality.
• MATCNN: Infrared and Visible Image Fusion Method Based on Multi-scale CNN with Attention Transformer
  4 Feb 2025 1 repository listed
  While attention-based approaches have shown considerable progress in enhancing image fusion and addressing the challenges posed by long-range feature dependencies, their efficacy in capturing local features is…
• Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption
  18 Jan 2025 1 repository listed
  We introduce a multi-dimensional framework to elucidate common learning-based IVIF methods, from visual enhancement strategies to data compatibility and task adaptability.
• A2RNet: Adversarial Attack Resilient Network for Robust Infrared and Visible Image Fusion
  13 Dec 2024 1 repository listed
  Infrared and visible image fusion (IVIF) is a crucial technique for enhancing visual performance by integrating unique information from different modalities into one fused image.
• Dynamic Brightness Adaptation for Robust Multi-modal Image Fusion
  7 Nov 2024 1 repository listed
  To address this challenge, we propose the Brightness Adaptive multimodal dynamic fusion framework (BA-Fusion), which achieves robust image fusion despite dynamic brightness fluctuations.
• SFDFusion: An Efficient Spatial-Frequency Domain Fusion Network for Infrared and Visible Image Fusion
  30 Oct 2024 1 repository listed
  Next, to introduce frequency domain information, we construct a Frequency Domain Fusion Module (FDFM) that transforms the spatial domain to the frequency domain through Fast Fourier Transform (FFT) and then integrates…
• DAF-Net: A Dual-Branch Feature Decomposition Fusion Network with Domain Adaptive for Infrared and Visible Image Fusion
  18 Sep 2024 1 repository listed
  Infrared and visible image fusion aims to combine complementary information from both modalities to provide a more comprehensive scene understanding.
• FCDFusion: a Fast, Low Color Deviation Method for Fusing Visible and Infrared Image Pairs
  2 Aug 2024 1 repository listed
  Compared to state-of-the-art fast, color-preserving methods using HSV color space, our method provides higher contrast at only half of the computational cost.
• CrossFuse: A Novel Cross Attention Mechanism based Infrared and Visible Image Fusion Approach
  15 Jun 2024 1 repository listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  With the trained CAM, features extracted from two modalities are integrated into one fused feature in which the complementary information is enhanced and the redundant features are reduced.
• CoMoFusion: Fast and High-quality Fusion of Infrared and Visible Image with Consistency Model
  31 May 2024 1 repository listed
  Generative models are widely utilized to model the distribution of fused images in the field of infrared and visible image fusion.
• FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba
  15 Apr 2024 1 repository listed Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
  In this paper, we propose FusionMamba, a novel dynamic feature enhancement framework that aims to overcome the challenges faced by CNNs and Vision Transformers (ViTs) in computer vision tasks.
• Infrared and visible Image Fusion with Language-driven Loss in CLIP Embedding Space
  26 Feb 2024 1 repository listed
  A language-driven fusion model is then constructed in the embedding space, by establishing the relationship among the embedded vectors to represent the fusion objective and input image modalities.
• Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion
  1 Jan 2024 1 repository listed
  To bridge this gap we introduce a Synergistic High-order Interaction Paradigm (SHIP) designed to systematically investigate spatial fine-grained and global statistics collaborations between infrared and visible images…
• A Multi-scale Information Integration Framework for Infrared and Visible Image Fusion
  7 Dec 2023 1 repository listed
  In this study, we propose a multi-scale dual attention (MDA) framework for infrared and visible image fusion, which is designed to measure and integrate complementary information in both structure and loss function at…
• CHITNet: A Complementary to Harmonious Information Transfer Network for Infrared and Visible Image Fusion
  12 Sep 2023 1 repository listed
  Specifically, to skillfully sidestep aggregating complementary information in IVIF, we design a mutual information transfer (MIT) module to mutually represent features from two modalities, roughly transferring…
• FECFusion: Infrared and visible image fusion network based on fast edge convolution
  8 Aug 2023 1 repository listed
  The purpose of infrared and visible image fusion is to integrate the complementary information from heterogeneous images in order to enhance their detailed scene information.
• Learning a Graph Neural Network with Cross Modality Interaction for Image Fusion
  7 Aug 2023 1 repository listed
  Finally, we merge all graph features to get the fusion result.
• Cross-modal transformers for infrared and visible image fusion
  26 Jun 2023 1 repository listed
  In this work, we propose a cross-modal transformer-based fusion (CMTFusion) algorithm for infrared and visible image fusion that captures global interactions by faithfully extracting complementary information from…

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.