最全图像融合论文及代码整理
News
[2022-07-29] 我们的综述论文《基于深度学习的图像融合方法综述》被《中国图象图形学报》正式接收！[论文下载]
Github项目地址：https://github.com/Linfeng-Tang/Image-Fusion （欢迎大家Start、 Fork、 Fellow一键三连哦~）
图像融合(Image Fusion)
图像融合系列博客还有：
- 图像融合综述论文整理参见：图像融合综述论文整理
- 图像融合评估指标参见：红外和可见光图像融合评估指标
- 图像融合常用数据集整理参见：图像融合常用数据集整理
- 通用图像融合框架论文及代码整理参见：通用图像融合框架论文及代码整理
- 基于深度学习的红外和可见光图像融合论文及代码整理参见:基于深度学习的红外和可见光图像融合论文及代码整理
- 更加详细的红外和可见光图像融合代码参见：红外和可见光图像融合论文及代码整理
- 基于深度学习的多曝光图像融合论文及代码整理参见：基于深度学习的多曝光图像融合论文及代码整理
- 基于深度学习的多聚焦图像融合论文及代码整理参见：基于深度学习的多聚焦图像融合(Multi-focus Image Fusion)论文及代码整理
- 基于深度学习的全色图像锐化论文及代码整理参见：基于深度学习的全色图像锐化(Pansharpening)论文及代码整理
- 基于深度学习的医学图像融合论文及代码整理参见：基于深度学习的医学图像融合(Medical image fusion)论文及代码整理
- 彩色图像融合程序参见：彩色图像融合
- SeAFusion:首个结合高级视觉任务的图像融合框架参见：SeAFusion:首个结合高级视觉任务的图像融合框架
多模图像融合(Multi-Modal Image Fusion)
红外和可见光图像融合(Infrared and visible image fusion)
方法标题论文代码发表期刊或会议基础框架监督范式发表年份DenseFuseDenseFuse: A Fusion Approach to Infrared and Visible ImagesPaperCodeTIPAE自监督2019FusionGANFusionGAN: A generative adversarial network for infrared and visible image fusionPaperCodeInfFusGAN无监督2019DDcGANLearning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual DiscriminatorsPaperCodeIJCAIGAN无监督2019NestFuseNestFuse: An Infrared and Visible Image Fusion Architecture Based on Nest Connection and Spatial/Channel Attention ModelsPaperCodeTIMAE自监督2020DDcGANDDcGAN: A dual-discriminator conditional generative adversarial network for multi-resolution image fusionPaperCodeTIP GAN无监督2020RFN-NestRFN-Nest: An end-to-end residual fusion network for infrared and visible imagesPaperCodeInfFusAE自监督2021CSFClassification Saliency-Based Rule for Visible and Infrared Image FusionPaperCodeTCIAE自监督2021DRFDRF: Disentangled Representation for Visible and Infrared Image FusionPaperCodeTIMAE自监督2021SEDRFuseSEDRFuse: A Symmetric Encoder–Decoder With Residual Block Network for Infrared and Visible Image FusionPaperCodeTIMAE自监督2021MFEIFLearning a Deep Multi-Scale Feature Ensemble and an Edge-Attention Guidance for Image FusionPaperCodeTCSVTAE自监督2021Meta-LearningDifferent Input Resolutions and Arbitrary Output Resolution: A Meta Learning-Based Deep Framework for Infrared and Visible Image FusionPaperTIPCNN无监督2021RXDNFuseRXDNFuse: A aggregated residual dense network for infrared and visible image fusionPaperInfFusCNN无监督2021STDFusionNetSTDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target DetectionPaperCodeTIMCNN无监督2021D2LEA Bilevel Integrated Model With Data-Driven Layer Ensemble for Multi-Modality Image FusionPaperTIPCNN无监督2021HAFSearching a Hierarchically Aggregated Fusion Architecture for Fast Multi-Modality Image FusionPaperCodeACM MMCNN无监督2021SDDGANSemantic-supervised Infrared and Visible Image Fusion via a Dual-discriminator Generative Adversarial NetworkPaperCodeTMMGAN无监督2021Detail-GANInfrared and visible image fusion via detail preserving adversarial learningPaperCodeInfFusGAN无监督2021Perception-GANImage fusion based on generative adversarial network consistent with perceptionPaperCodeInfFusGAN无监督2021GAN-FMGAN-FM: Infrared and Visible Image Fusion Using GAN With Full-Scale Skip Connection and Dual Markovian DiscriminatorsPaperCodeTCIGAN无监督2021AttentionFGANAttentionFGAN: Infrared and Visible Image Fusion Using Attention-Based Generative Adversarial NetworksPaperTMMGAN无监督2021GANMcCGANMcC: A Generative Adversarial Network With Multiclassification Constraints for Infrared and Visible Image FusionPaperCodeTIMGAN无监督2021MgAN-FuseMultigrained Attention Network for Infrared and Visible Image FusionPaperTIMGAN无监督2021TC-GANInfrared and Visible Image Fusion via Texture Conditional Generative Adversarial NetworkPaperTCSVTGAN无监督2021TarDALTarget-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object DetectionPaperCodeCVPRGAN无监督2022RFNetRFNet: Unsupervised Network for Mutually Reinforcing Multi-modal Image Registration and FusionPaperCodeCVPRCNN无监督2022SeAFusionImage fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion networkPaperCodeInfFusCNN无监督2022PIAFusionPIAFusion: A progressive infrared and visible image fusion network based on illumination awarePaperCodeInfFusCNN无监督2022UMF-CMGRUnsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and RegistrationPaperCodeIJCAICNN无监督2022
医学图像融合(Medical image fusion)
方法标题论文代码发表期刊或会议基础框架监督范式年份CNNA medical image fusion method based on convolutional neural networksPaperICIFCNN无监督2017Zero-LMFZero-Learning Fast Medical Image FusionPaperCodeICIFCNN无监督2019DDcGANLearning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual DiscriminatorsPaperCodeIJCAIGAN无监督2019GFPPC-GANGreen Fluorescent Protein and Phase-Contrast Image Fusion via Generative Adversarial NetworksPaperCMMMGAN无监督2019CCN-CPMulti-modality medical image fusion using convolutional neural network and contrast pyramidPaperSensorsCNN无监督2020DDcGANDDcGAN: A Dual-Discriminator Conditional Generative Adversarial Network for Multi-Resolution Image FusionPaperCodeTIP GAN无监督2020MGMDcGANMedical Image Fusion Using Multi-Generator Multi-Discriminator Conditional Generative Adversarial NetworkPaperCodeAccess GAN无监督2020D2LEA Bilevel Integrated Model With Data-Driven Layer Ensemble for Multi-Modality Image FusionPaperTIP CNN无监督2021HAFSearching a Hierarchically Aggregated Fusion Architecture for Fast Multi-Modality Image FusionPaperCodeACM MMCNN无监督2021EMFusionEMFusion: An unsupervised enhanced medical image fusion networkPaperCodeInfFusCNN无监督2021DPCN-FusionGreen Fluorescent Protein and Phase Contrast Image Fusion Via Detail Preserving Cross NetworkPaperCodeTCICNN无监督2021MSPRNA multiscale residual pyramid attention network for medical image fusionPaperCodeBSPCCNN无监督2021DCGANMedical image fusion method based on dense block and deep convolutional generative adversarial networkPaperNCAGAN无监督2021
数字摄影图像融合(Digital Photography Image Fusion)
多曝光图像融合(Multi-exposure image fusion)
方法标题论文代码发表期刊或会议基础框架监督范式年份DeepFuseDeepFuse: A Deep Unsupervised Approach for Exposure Fusion with Extreme Exposure Image PairsPaperCodeICCVCNN无监督2017CNNMulti-exposure fusion with CNN featuresPaperCodeICIPCNN无监督2018MEF-NetDeep guided learning for fast multi-exposure image fusionPaperCodeTIPCNN无监督2020ICENMulti-exposure high dynamic range imaging with informative content enhanced networkPaperNCCNN无监督2020MEF-GANMEF-GAN: Multi-Exposure Image Fusion via Generative Adversarial NetworksPaperCodeTIPGAN无监督2020CF-NetDeep coupled feedback network for joint exposure fusion and image super-resolutionsPaperCodeTIPCNN无监督2021UMEFDeep unsupervised learning based on color un-referenced loss functions for multi-exposure image fusionPaperCodeInFusCNN无监督2021PA-AGNTwo exposure fusion using prior-aware generative adversarial networkPaperTMMGAN无监督2021AGALAttention-guided Global-local Adversarial Learning for Detail-preserving Multi-exposure Image FusionPaperCodeTCSVTGAN无监督2022GANFuseGANFuse: a novel multi-exposure image fusion method based on generative adversarial networksPaperNCAAGAN无监督2021DRLFAutomatic Intermediate Generation With Deep Reinforcement Learning for Robust Two-Exposure Image FusionPaperTNNLSCNN无监督2021Trans-MEFTransMEF: A Transformer-Based Multi-Exposure Image Fusion Framework using Self-Supervised Multi-Task LearningPaperCodeAAAIAE自监督2022DPE-MEFMulti-exposure image fusion via deep perceptual enhancementPaperCodeInFusCNN无监督2022
多聚焦图像融合(Multi-focus image fusion)
方法标题论文代码发表期刊或会议基础框架监督范式年份CNNMulti-focus image fusion with a deep convolutional neural networkPaperCodeInFusCNN有监督2017ECNNEnsemble of CNN for multi-focus image fusionPaperCodeInFusCNN有监督2019MLFCNNMultilevel features convolutional neural network for multifocus image fusionPaperTCICNN有监督2019DRPLDRPL: Deep Regression Pair Learning for Multi-Focus Image Fusion PaperCodeTIPCNN有监督2020MMF-NetAn α-Matte Boundary Defocus Model-Based Cascaded Network for Multi-Focus Image FusionPaperCodeTCICNN有监督2020MFF-SSIMTowards Reducing Severe Defocus Spread Effects for Multi-Focus Image Fusion via an Optimization Based StrategyPaperCodeSensorsCNN无监督2020MFNetStructural Similarity Loss for Learning to Fuse Multi-Focus ImagesPaperTIPCNN有监督2021GEU-NetGlobal-Feature Encoding U-Net (GEU-Net) for Multi-Focus Image Fusion [GEU-NetPaperCodeTCICNN自监督2021DTMNetDTMNet: A Discrete Tchebichef Moments-Based Deep Neural Network for Multi-Focus Image FusionPaperTMMCNN无监督2021SMFuse SMFuse: Multi-Focus Image Fusion Via Self-Supervised Mask-OptimizationPaperCodeNCACNN无监督2021ACGANA generative adversarial network with adaptive constraints for multi-focus image fusionPaperCodeICCVGAN有监督2021FuseGANLearning to fuse multi-focus image via conditional generative adversarial networkPaperTIPGAN有监督2020D2FMIFDepth-Distilled Multi-focus Image FusionPaperTMMCNN有监督2019SESF-FuseSESF-Fuse: an unsupervised deep model for multi-focus image fusionPaperCodeNCAACNN有监督2020MFF-GANMFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusionPaperCodeInFusGAN无监督2021MFIF-GANMFIF-GAN: A new generative adversarial network for multi-focus image fusionPaperCodeSPICGAN有监督2021
遥感影像融合(Remote Sensing Image Fusion)
全色图像锐化(Pansharpening)
方法标题论文代码发表期刊或会议基础框架监督范式年份PNNPansharpening by Convolutional Neural NetworksPaperCodeRSCNN有监督2016PanNetPanNet: A deep network architecture for pan-sharpeningPaperCodePanNetCNN有监督2017TFNetRemote sensing image fusion based on two-stream fusion networkPaperCodeTFNetCNN有监督2020BKLUnsupervised Blur Kernel Learning for PansharpeningPaperIGARSSCNN无监督2020Pan-GANPan-GAN: An unsupervised pan-sharpening method for remote sensing image fusionPaperCodeInFusGAN无监督2020UCNNPansharpening via Unsupervised Convolutional Neural NetworksPaperJSTARSCNN无监督2020UPSNetUPSNet: Unsupervised Pan-Sharpening Network With Registration Learning Between Panchromatic and Multi-Spectral ImagesPaperACCESSCNN无监督2020GPPNNDeep Gradient Projection Networks for Pan-sharpeningPaperCodeCVPRCNN有监督2021GTP-PNetGTP-PNet: A residual learning network based on gradient transformation prior for pansharpeningPaperCodeISPRSCNN有监督2021HMCNNPan-Sharpening Via High-Pass Modification Convolutional Neural NetworkPaperCodeICIPCNN有监督2021SDPNetSDPNet: A Deep Network for Pan-Sharpening With Enhanced Information RepresentationPaperCodeTGRSCNN有监督2021SIPSA-NetSIPSA-Net: Shift-Invariant Pan Sharpening with Moving Object Alignment for Satellite ImageryPaperCodeCVPRCNN有监督2021SRPPNNSuper-resolution-guided progressive pansharpening based on a deep convolutional neural networkPaperCodeTGRSCNN有监督2021PSGANPSGAN: A generative adversarial network for remote sensing image pan-sharpeningPaperCodeTGRSGAN有监督2021MDCNNMDCNN: multispectral pansharpening based on a multiscale dilated convolutional neural networkPaperJRSCNN有监督2021LDP-NetLDP-Net: An Unsupervised Pansharpening Network Based on Learnable Degradation ProcessesPaperCodeArxivCNN无监督2021DIGANPansharpening approach via two-stream detail injection based on relativistic generative adversarial networksPaperESAGAN有监督2022DPFNA Dual-Path Fusion Network for Pan-SharpeningPaperCodeTGRSCNN有监督2022MSGANAn Unsupervised Multi-scale Generative Adversarial Network for Remote Sensing Image Pan-SharpeningPaperICMMGAN无监督2022UCGANUnsupervised Cycle-Consistent Generative Adversarial Networks for Pan SharpeningPaperCodeTGRSGAN无监督2022
通用图像融合框架(General Image Fusion Framerwork)
方法标题论文代码发表期刊或会议基础框架监督范式年份IFCNNIFCNN: A general image fusion framework based on convolutional neural networkPaperCodeInFusCNN有监督2020FusionDNFusionDN: A Unified Densely Connected Network for Image Fusion PaperCodeAAAICNN无监督2020PMGIRethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity PaperCodeAAAICNN无监督2020CU-NetDeep Convolutional Neural Network for Multi-Modal Image Restoration and FusionPaperCodeTPAMICNN有监督2021SDNetSDNet: A Versatile Squeeze-and-Decomposition Network for Real-Time Image FusionPaperCodeIJCVCNN无监督2021DIF-NetUnsupervised Deep Image Fusion With Structure Tensor RepresentationsPaperCodeTIPCNN无监督2021IFSepRIFSepR: A general framework for image fusion based on separate representation learningPaperTMMAE自监督2021MTOEMultiple Task-Oriented Encoders for Unified Image FusionPaperICMECNN无监督2021U2FusionU2Fusion: A Unified Unsupervised Image Fusion NetworkPaperCodeTPAMICNN无监督2022SwinFusionSwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin TransformerPaperCodeJASTransformer无监督2022
综述(Survey)
标题论文代码发表期刊或会议年份A review of remote sensing image fusion methodsPaperInFus2016Pixel-level image fusion: A survey of the state of the artPaperInFus2017Deep learning for pixel-level image fusion: Recent advances and future prospectsPaperInFus2018Infrared and visible image fusion methods and applications: A surveyPaperInFus2019Multi-focu image fusion: A Survey of the state of the artPaperInFus2020Image fusion meets deep learning: A survey and perspectivePaperInFus2021Deep Learning-based Multi-focus Image Fusion: A Survey and A Comparative Study PaperCodeTPAMI 2021Benchmarking and comparing multi-exposure image fusion algorithmsPaperCodeInFus2021
数据集(Dataset)
评估指标(Evaluation Metric)
通用评估指标(General evaluation metric)
通用评估指标位于：https://github.com/Linfeng-Tang/Image-Fusion/tree/main/General%20Evaluation%20Metric or https://github.com/Linfeng-Tang/Evaluation-for-Image-Fusion
遥感影像融合评估指标(Evaluation metric for pansharpening)
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