- 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)
- 医学图像融合(Medical image fusion)
- 数字摄影图像融合(Digital Photography Image Fusion)
- 多曝光图像融合(Multi-exposure image fusion)
- 多聚焦图像融合(Multi-focus image fusion)
- 遥感影像融合(Remote Sensing Image Fusion)
- 全色图像锐化(Pansharpening)
- 通用图像融合框架(General Image Fusion Framerwork)
- 综述(Survey)
- 数据集(Dataset)
- 评估指标(Evaluation Metric)
- 通用评估指标(General evaluation metric)
- 遥感影像融合评估指标
- Citation
图像融合系列博客还有：
多模图像融合(Multi-Modal 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 Images
TIPAE自监督2019FusionGANFusionGAN: A generative adversarial network for infrared and visible image fusion
InfFusGAN无监督2019DDcGANLearning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators
IJCAIGAN无监督2019NestFuseNestFuse: An Infrared and Visible Image Fusion Architecture Based on Nest Connection and Spatial/Channel Attention Models
TIMAE自监督2020DDcGANDDcGAN: A dual-discriminator conditional generative adversarial network for multi-resolution image fusion
TIP GAN无监督2020RFN-NestRFN-Nest: An end-to-end residual fusion network for infrared and visible images
InfFusAE自监督2021CSFClassification Saliency-Based Rule for Visible and Infrared Image Fusion
TCIAE自监督2021DRFDRF: Disentangled Representation for Visible and Infrared Image Fusion
TIMAE自监督2021SEDRFuseSEDRFuse: A Symmetric Encoder–Decoder With Residual Block Network for Infrared and Visible Image Fusion
TIMAE自监督2021MFEIFLearning a Deep Multi-Scale Feature Ensemble and an Edge-Attention Guidance for Image Fusion
TCSVTAE自监督2021Meta-LearningDifferent Input Resolutions and Arbitrary Output Resolution: A Meta Learning-Based Deep Framework for Infrared and Visible Image Fusion
TIPCNN无监督2021RXDNFuseRXDNFuse: A aggregated residual dense network for infrared and visible image fusion
InfFusCNN无监督2021STDFusionNetSTDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection
TIMCNN无监督2021D2LEA Bilevel Integrated Model With Data-Driven Layer Ensemble for Multi-Modality Image Fusion
TIPCNN无监督2021HAFSearching a Hierarchically Aggregated Fusion Architecture for Fast Multi-Modality Image Fusion
ACM MMCNN无监督2021SDDGANSemantic-supervised Infrared and Visible Image Fusion via a Dual-discriminator Generative Adversarial Network
TMMGAN无监督2021Detail-GANInfrared and visible image fusion via detail preserving adversarial learning
InfFusGAN无监督2021Perception-GANImage fusion based on generative adversarial network consistent with perception
InfFusGAN无监督2021GAN-FMGAN-FM: Infrared and Visible Image Fusion Using GAN With Full-Scale Skip Connection and Dual Markovian Discriminators
TCIGAN无监督2021AttentionFGANAttentionFGAN: Infrared and Visible Image Fusion Using Attention-Based Generative Adversarial Networks
TMMGAN无监督2021GANMcCGANMcC: A Generative Adversarial Network With Multiclassification Constraints for Infrared and Visible Image Fusion
TIMGAN无监督2021MgAN-FuseMultigrained Attention Network for Infrared and Visible Image Fusion
TIMGAN无监督2021TC-GANInfrared and Visible Image Fusion via Texture Conditional Generative Adversarial Network
TCSVTGAN无监督2021TarDALTarget-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection
CVPRGAN无监督2022RFNetRFNet: Unsupervised Network for Mutually Reinforcing Multi-modal Image Registration and Fusion
CVPRCNN无监督2022SeAFusionImage fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network
InfFusCNN无监督2022PIAFusionPIAFusion: A progressive infrared and visible image fusion network based on illumination aware
InfFusCNN无监督2022UMF-CMGRUnsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration
IJCAICNN无监督2022DetFusionDetFusion: A Detection-driven Infrared and Visible Image Fusion Network
ACM MMCNN无监督2022DIVFusionDIVFusion: Darkness-free infrared and visible image fusion
InfFusCNN无监督2023
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 networks
ICIFCNN无监督2017Zero-LMFZero-Learning Fast Medical Image Fusion
ICIFCNN无监督2019DDcGANLearning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators
IJCAIGAN无监督2019GFPPC-GANGreen Fluorescent Protein and Phase-Contrast Image Fusion via Generative Adversarial Networks
CMMMGAN无监督2019CCN-CPMulti-modality medical image fusion using convolutional neural network and contrast pyramid
SensorsCNN无监督2020DDcGANDDcGAN: A Dual-Discriminator Conditional Generative Adversarial Network for Multi-Resolution Image Fusion
TIP GAN无监督2020MGMDcGANMedical Image Fusion Using Multi-Generator Multi-Discriminator Conditional Generative Adversarial Network
Access GAN无监督2020D2LEA Bilevel Integrated Model With Data-Driven Layer Ensemble for Multi-Modality Image Fusion
TIP CNN无监督2021HAFSearching a Hierarchically Aggregated Fusion Architecture for Fast Multi-Modality Image Fusion
ACM MMCNN无监督2021EMFusionEMFusion: An unsupervised enhanced medical image fusion network
InfFusCNN无监督2021DPCN-FusionGreen Fluorescent Protein and Phase Contrast Image Fusion Via Detail Preserving Cross Network
TCICNN无监督2021MSPRNA multiscale residual pyramid attention network for medical image fusion
BSPCCNN无监督2021DCGANMedical image fusion method based on dense block and deep convolutional generative adversarial network
NCAGAN无监督2021
数字摄影图像融合(Digital Photography 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 Pairs
ICCVCNN无监督2017CNNMulti-exposure fusion with CNN features
ICIPCNN无监督2018MEF-NetDeep guided learning for fast multi-exposure image fusion
TIPCNN无监督2020ICENMulti-exposure high dynamic range imaging with informative content enhanced network
NCCNN无监督2020MEF-GANMEF-GAN: Multi-Exposure Image Fusion via Generative Adversarial Networks
TIPGAN无监督2020CF-NetDeep coupled feedback network for joint exposure fusion and image super-resolutions
TIPCNN无监督2021UMEFDeep unsupervised learning based on color un-referenced loss functions for multi-exposure image fusion
InFusCNN无监督2021PA-AGNTwo exposure fusion using prior-aware generative adversarial network
TMMGAN无监督2021AGALAttention-guided Global-local Adversarial Learning for Detail-preserving Multi-exposure Image Fusion
TCSVTGAN无监督2022GANFuseGANFuse: a novel multi-exposure image fusion method based on generative adversarial networks
NCAAGAN无监督2021DRLFAutomatic Intermediate Generation With Deep Reinforcement Learning for Robust Two-Exposure Image Fusion
TNNLSCNN无监督2021Trans-MEFTransMEF: A Transformer-Based Multi-Exposure Image Fusion Framework using Self-Supervised Multi-Task Learning
AAAIAE自监督2022DPE-MEFMulti-exposure image fusion via deep perceptual enhancement
InFusCNN无监督2022
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 network
InFusCNN有监督2017ECNNEnsemble of CNN for multi-focus image fusion
InFusCNN有监督2019MLFCNNMultilevel features convolutional neural network for multifocus image fusion
TCICNN有监督2019DRPLDRPL: Deep Regression Pair Learning for Multi-Focus Image Fusion
TIPCNN有监督2020MMF-NetAn α-Matte Boundary Defocus Model-Based Cascaded Network for Multi-Focus Image Fusion
TCICNN有监督2020MFF-SSIMTowards Reducing Severe Defocus Spread Effects for Multi-Focus Image Fusion via an Optimization Based Strategy
SensorsCNN无监督2020MFNetStructural Similarity Loss for Learning to Fuse Multi-Focus Images
TIPCNN有监督2021GEU-NetGlobal-Feature Encoding U-Net (GEU-Net) for Multi-Focus Image Fusion [GEU-Net
TCICNN自监督2021DTMNetDTMNet: A Discrete Tchebichef Moments-Based Deep Neural Network for Multi-Focus Image Fusion
TMMCNN无监督2021SMFuse SMFuse: Multi-Focus Image Fusion Via Self-Supervised Mask-Optimization
NCACNN无监督2021ACGANA generative adversarial network with adaptive constraints for multi-focus image fusion
ICCVGAN有监督2021FuseGANLearning to fuse multi-focus image via conditional generative adversarial network
TIPGAN有监督2020D2FMIFDepth-Distilled Multi-focus Image Fusion
TMMCNN有监督2019SESF-FuseSESF-Fuse: an unsupervised deep model for multi-focus image fusion
NCAACNN有监督2020MFF-GANMFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion
InFusGAN无监督2021MFIF-GANMFIF-GAN: A new generative adversarial network for multi-focus image fusion
SPICGAN有监督2021
遥感影像融合(Remote Sensing 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PNNPansharpening by Convolutional Neural Networks
RSCNN有监督2016PanNetPanNet: A deep network architecture for pan-sharpening
PanNetCNN有监督2017TFNetRemote sensing image fusion based on two-stream fusion network
TFNetCNN有监督2020BKLUnsupervised Blur Kernel Learning for Pansharpening
IGARSSCNN无监督2020Pan-GANPan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion
InFusGAN无监督2020UCNNPansharpening via Unsupervised Convolutional Neural Networks
JSTARSCNN无监督2020UPSNetUPSNet: Unsupervised Pan-Sharpening Network With Registration Learning Between Panchromatic and Multi-Spectral Images
ACCESSCNN无监督2020GPPNNDeep Gradient Projection Networks for Pan-sharpening
CVPRCNN有监督2021GTP-PNetGTP-PNet: A residual learning network based on gradient transformation prior for pansharpening
ISPRSCNN有监督2021HMCNNPan-Sharpening Via High-Pass Modification Convolutional Neural Network
ICIPCNN有监督2021SDPNetSDPNet: A Deep Network for Pan-Sharpening With Enhanced Information Representation
TGRSCNN有监督2021SIPSA-NetSIPSA-Net: Shift-Invariant Pan Sharpening with Moving Object Alignment for Satellite Imagery
CVPRCNN有监督2021SRPPNNSuper-resolution-guided progressive pansharpening based on a deep convolutional neural network
TGRSCNN有监督2021PSGANPSGAN: A generative adversarial network for remote sensing image pan-sharpening
TGRSGAN有监督2021MDCNNMDCNN: multispectral pansharpening based on a multiscale dilated convolutional neural network
JRSCNN有监督2021LDP-NetLDP-Net: An Unsupervised Pansharpening Network Based on Learnable Degradation Processes
ArxivCNN无监督2021DIGANPansharpening approach via two-stream detail injection based on relativistic generative adversarial networks
ESAGAN有监督2022DPFNA Dual-Path Fusion Network for Pan-Sharpening
TGRSCNN有监督2022MSGANAn Unsupervised Multi-scale Generative Adversarial Network for Remote Sensing Image Pan-Sharpening
ICMMGAN无监督2022UCGANUnsupervised Cycle-Consistent Generative Adversarial Networks for Pan Sharpening
TGRSGAN无监督2022P2SharpenP2Sharpen: A progressive pansharpening network with deep spectral transformation
INFFusCNN有监督2023
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 network
InFusCNN有监督2020FusionDNFusionDN: A Unified Densely Connected Network for Image Fusion
AAAICNN无监督2020PMGIRethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity
AAAICNN无监督2020CU-NetDeep Convolutional Neural Network for Multi-Modal Image Restoration and Fusion
TPAMICNN有监督2021SDNetSDNet: A Versatile Squeeze-and-Decomposition Network for Real-Time Image Fusion
IJCVCNN无监督2021DIF-NetUnsupervised Deep Image Fusion With Structure Tensor Representations
TIPCNN无监督2021IFSepRIFSepR: A general framework for image fusion based on separate representation learning
TMMAE自监督2021MTOEMultiple Task-Oriented Encoders for Unified Image Fusion
ICMECNN无监督2021U2FusionU2Fusion: A Unified Unsupervised Image Fusion Network
TPAMICNN无监督2022SwinFusionSwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer
JASTransformer无监督2022DeFusionFusion from Decomposition: A Self-Supervised Decomposition Approach for Image Fusion
ECCVCNN无监督2022UIFGANUIFGAN: An unsupervised continual-learning generative adversarial network for unified image fusion
InFusGAN无监督2023
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 methods
InFus2016Pixel-level image fusion: A survey of the state of the art
InFus2017Deep learning for pixel-level image fusion: Recent advances and future prospects
InFus2018Infrared and visible image fusion methods and applications: A survey
InFus2019Multi-focu image fusion: A Survey of the state of the art
InFus2020Image fusion meets deep learning: A survey and perspective
InFus2021Deep Learning-based Multi-focus Image Fusion: A Survey and A Comparative Study
TPAMI 2021Benchmarking and comparing multi-exposure image fusion algorithms
InFus2021Current advances and future perspectives of image fusion: A comprehensive review
InFus
InFus2023
数据集(Dataset)
融合场景数据集下载链接红外和可见光图像融合TNO
INO
RoadScene
MSRS
LLVIP
M3FD
医学图像融合Harvard
多曝光图像融合MEF
MEFB
多聚焦图像融合Lytro
MFI-WHU
MFFW
全色图像锐化GaoFen
WorldView
GeoEye
QuickBird
评估指标(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
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Author: Timer-419
Title: 图像融合论文及代码整理最全大合集
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