Research graph
References from An adaptive decision-map-driven focus-guided network with global blur perception constraint for multi-focus fusion. Local targets link to admitted publications; unresolved targets remain external evidence.
End-to-end deep guided learning for reconstruction of all-in-focus ferrograph image
10.1016/j.optlaseng.2025.109155 · 2025 · External reference
Extended focused imaging in microscopy using structure tensor and guided filtering
10.1016/j.optlaseng.2021.106549 · 2021 · External reference
TransFusion-net for multifocus microscopic biomedical image fusion
10.1016/j.cmpb.2023.107688 · 2023 · External reference
Multi-focus image fusion method for vision sensor systems via dictionary learning with guided filter
10.3390/s18072143 · 2018 · External reference
Deep learning-based multi-focus image fusion: A survey and a comparative study
2021 · External reference
Multi-focus image fusion using geometric algebra based discrete fourier transform
10.1109/access.2020.2981814 · 2020 · External reference
Improving multi-focus image fusion considering phase information of Fourier transform
2022 · External reference
Multi-focal image fusion with convolutional sparse representation and stationary wavelet transform
2018 · External reference
Multi-focus image fusion for visual sensor networks in DCT domain
10.1016/j.compeleceng.2011.04.016 · 2011 · External reference
Image fusion by using steerable pyramid
10.1016/s0167-8655(01)00047-2 · 2001 · External reference
Multifocus image fusion and restoration with sparse representation
10.1109/tim.2009.2026612 · 2009 · External reference
Multifocus image fusion algorithm based on contourlet decomposition and region statistics
2007 · External reference
Image matting for fusion of multi-focus images in dynamic scenes
10.1016/j.inffus.2011.07.001 · 2013 · External reference
Multi-focus image fusion using a morphology-based focus measure in a quad-tree structure
10.1016/j.inffus.2012.01.007 · 2013 · External reference
Deep learning for pixel-level image fusion: Recent advances and future prospects
10.1016/j.inffus.2017.10.007 · 2018 · External reference
CNN-based multi-focus image fusion with light field data
2019 · External reference
Combining transformers with CNN for multi-focus image fusion
10.1016/j.eswa.2023.121156 · 2024 · External reference
MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion
10.1016/j.inffus.2020.08.022 · 2021 · External reference
MFIF-GAN: A new generative adversarial network for multi-focus image fusion
10.1016/j.image.2021.116295 · 2021 · External reference
A review on multi-focus image fusion using deep learning
10.1016/j.neucom.2024.129125 · 2025 · External reference
Multi-focus image fusion: a systematic literature review
10.1007/s42979-025-03678-y · 2025 · External reference
FuseGAN: Learning to fuse multi-focus image via conditional generative adversarial network
10.1109/tmm.2019.2895292 · 2019 · External reference
DRPL: Deep regression pair learning for multi-focus image fusion
10.1109/tip.2020.2976190 · 2020 · External reference
Multi-focus image fusion with a deep convolutional neural network
10.1016/j.inffus.2016.12.001 · 2017 · External reference
Multi-focus image fusion based on non-negative sparse representation and patch-level consistency rectification
10.1016/j.patcog.2020.107325 · 2020 · External reference
SMFuse: Multi-focus image fusion via self-supervised mask-optimization
10.1109/tci.2021.3063872 · 2021 · External reference
Multi-focus image fusion with parameter adaptive dual channel dynamic threshold neural P systems
10.1016/j.neunet.2024.106603 · 2024 · External reference
Multi-focus image fusion via explicit defocus blur modelling
2025 · External reference
Unfolding coupled convolutional sparse representation for multi-focus image fusion
10.1016/j.inffus.2025.102974 · 2025 · External reference
Dual-path deep unsupervised learning for multi-focus image fusion
10.1109/tmm.2024.3521817 · 2024 · External reference
Rethinking multi-focus image fusion: An input space optimisation view
2026 · External reference
SDNet: A versatile squeeze-and-decomposition network for real-time image fusion
10.1007/s11263-021-01501-8 · 2021 · External reference
MFIF-DWT-CNN: Multi-focus ımage fusion based on discrete wavelet transform with deep convolutional neural network
10.1007/s11042-023-16074-6 · 2024 · External reference
StackMFF: end-to-end multi-focus image stack fusion network
10.1007/s10489-025-06383-8 · 2025 · External reference
IFCNN: A general image fusion framework based on convolutional neural network
10.1016/j.inffus.2019.07.011 · 2020 · External reference
SwinFusion: Cross-domain long-range learning for general image fusion via swin transformer
10.1109/jas.2022.105686 · 2022 · External reference
FusionDiff: Multi-focus image fusion using denoising diffusion probabilistic models
2024 · External reference
SwinMFF: toward high-fidelity end-to-end multi-focus image fusion via swin transformer-based network
10.1007/s00371-024-03637-3 · 2025 · External reference
End-to-end learning for simultaneously generating decision map and multi-focus image fusion result
10.1016/j.neucom.2021.10.115 · 2022 · External reference
ZMFF: Zero-shot multi-focus image fusion
10.1016/j.inffus.2022.11.014 · 2023 · External reference
Dynamic threshold neural P systems
10.1016/j.knosys.2018.10.016 · 2019 · External reference
10.1109/iccv51070.2023.00548
10.1109/iccv51070.2023.00548 · External reference
10.1109/iccvw54120.2021.00210
10.1109/iccvw54120.2021.00210 · External reference
10.1109/cvpr52729.2023.00557
10.1109/cvpr52729.2023.00557 · External reference
Real-MFF: A large realistic multi-focus image dataset with ground truth
10.1016/j.patrec.2020.08.002 · 2020 · External reference
Multi-focus image fusion using dictionary-based sparse representation
10.1016/j.inffus.2014.10.004 · 2015 · External reference
Unresolved reference
2020 · External reference
Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network
10.1016/j.inffus.2021.12.004 · 2022 · External reference
Sesf-fuse: An unsupervised deep model for multi-focus image fusion
10.1007/s00521-020-05358-9 · 2021 · External reference
10.1145/3581783.3612261
10.1145/3581783.3612261 · External reference
MUFusion: A general unsupervised image fusion network based on memory unit
10.1016/j.inffus.2022.11.010 · 2023 · External reference
10.1109/cvpr52733.2024.00678
10.1109/cvpr52733.2024.00678 · External reference
10.1109/cvpr52734.2025.02617
10.1109/cvpr52734.2025.02617 · External reference
FusionGCN: Multi-focus image fusion using superpixel features generation GCN and pixel-level feature reconstruction CNN
10.1016/j.eswa.2024.125665 · 2025 · External reference
Text-MFF: Degradation multi-focus image fusion using multi expert text constraints
10.1016/j.eswa.2026.131369 · 2026 · External reference
SwinMFF: toward high-fidelity end-to-end multi-focus image fusion via swin transformer-based network
10.1007/s00371-024-03637-3 · ExternalCitation · doi-reference
Sesf-fuse: An unsupervised deep model for multi-focus image fusion
10.1007/s00521-020-05358-9 · ExternalCitation · doi-reference
StackMFF: end-to-end multi-focus image stack fusion network
10.1007/s10489-025-06383-8 · ExternalCitation · doi-reference
MFIF-DWT-CNN: Multi-focus ımage fusion based on discrete wavelet transform with deep convolutional neural network
10.1007/s11042-023-16074-6 · ExternalCitation · doi-reference
SDNet: A versatile squeeze-and-decomposition network for real-time image fusion
10.1007/s11263-021-01501-8 · ExternalCitation · doi-reference
Multi-focus image fusion: a systematic literature review
10.1007/s42979-025-03678-y · ExternalCitation · doi-reference
TransFusion-net for multifocus microscopic biomedical image fusion
10.1016/j.cmpb.2023.107688 · ExternalCitation · doi-reference
Multi-focus image fusion for visual sensor networks in DCT domain
10.1016/j.compeleceng.2011.04.016 · ExternalCitation · doi-reference
Combining transformers with CNN for multi-focus image fusion
10.1016/j.eswa.2023.121156 · ExternalCitation · doi-reference
FusionGCN: Multi-focus image fusion using superpixel features generation GCN and pixel-level feature reconstruction CNN
10.1016/j.eswa.2024.125665 · ExternalCitation · doi-reference
Text-MFF: Degradation multi-focus image fusion using multi expert text constraints
10.1016/j.eswa.2026.131369 · ExternalCitation · doi-reference
MFIF-GAN: A new generative adversarial network for multi-focus image fusion
10.1016/j.image.2021.116295 · ExternalCitation · doi-reference
Image matting for fusion of multi-focus images in dynamic scenes
10.1016/j.inffus.2011.07.001 · ExternalCitation · doi-reference
Multi-focus image fusion using a morphology-based focus measure in a quad-tree structure
10.1016/j.inffus.2012.01.007 · ExternalCitation · doi-reference
Multi-focus image fusion using dictionary-based sparse representation
10.1016/j.inffus.2014.10.004 · ExternalCitation · doi-reference
Multi-focus image fusion with a deep convolutional neural network
10.1016/j.inffus.2016.12.001 · ExternalCitation · doi-reference
Deep learning for pixel-level image fusion: Recent advances and future prospects
10.1016/j.inffus.2017.10.007 · ExternalCitation · doi-reference
IFCNN: A general image fusion framework based on convolutional neural network
10.1016/j.inffus.2019.07.011 · ExternalCitation · doi-reference
MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion
10.1016/j.inffus.2020.08.022 · ExternalCitation · doi-reference
Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network
10.1016/j.inffus.2021.12.004 · ExternalCitation · doi-reference
MUFusion: A general unsupervised image fusion network based on memory unit
10.1016/j.inffus.2022.11.010 · ExternalCitation · doi-reference
ZMFF: Zero-shot multi-focus image fusion
10.1016/j.inffus.2022.11.014 · ExternalCitation · doi-reference
Unfolding coupled convolutional sparse representation for multi-focus image fusion
10.1016/j.inffus.2025.102974 · ExternalCitation · doi-reference
Dynamic threshold neural P systems
10.1016/j.knosys.2018.10.016 · ExternalCitation · doi-reference
End-to-end learning for simultaneously generating decision map and multi-focus image fusion result
10.1016/j.neucom.2021.10.115 · ExternalCitation · doi-reference
A review on multi-focus image fusion using deep learning
10.1016/j.neucom.2024.129125 · ExternalCitation · doi-reference
Multi-focus image fusion with parameter adaptive dual channel dynamic threshold neural P systems
10.1016/j.neunet.2024.106603 · ExternalCitation · doi-reference
Extended focused imaging in microscopy using structure tensor and guided filtering
10.1016/j.optlaseng.2021.106549 · ExternalCitation · doi-reference
End-to-end deep guided learning for reconstruction of all-in-focus ferrograph image
10.1016/j.optlaseng.2025.109155 · ExternalCitation · doi-reference
Multi-focus image fusion based on non-negative sparse representation and patch-level consistency rectification
10.1016/j.patcog.2020.107325 · ExternalCitation · doi-reference
Real-MFF: A large realistic multi-focus image dataset with ground truth
10.1016/j.patrec.2020.08.002 · ExternalCitation · doi-reference
Image fusion by using steerable pyramid
10.1016/s0167-8655(01)00047-2 · ExternalCitation · doi-reference
Multi-focus image fusion using geometric algebra based discrete fourier transform
10.1109/access.2020.2981814 · ExternalCitation · doi-reference
10.1109/cvpr52729.2023.00557
10.1109/cvpr52729.2023.00557 · ExternalCitation · doi-reference
10.1109/cvpr52733.2024.00678
10.1109/cvpr52733.2024.00678 · ExternalCitation · doi-reference
10.1109/cvpr52734.2025.02617
10.1109/cvpr52734.2025.02617 · ExternalCitation · doi-reference
10.1109/iccv51070.2023.00548
10.1109/iccv51070.2023.00548 · ExternalCitation · doi-reference
10.1109/iccvw54120.2021.00210
10.1109/iccvw54120.2021.00210 · ExternalCitation · doi-reference
SwinFusion: Cross-domain long-range learning for general image fusion via swin transformer
10.1109/jas.2022.105686 · ExternalCitation · doi-reference
SMFuse: Multi-focus image fusion via self-supervised mask-optimization
10.1109/tci.2021.3063872 · ExternalCitation · doi-reference
Multifocus image fusion and restoration with sparse representation
10.1109/tim.2009.2026612 · ExternalCitation · doi-reference
DRPL: Deep regression pair learning for multi-focus image fusion
10.1109/tip.2020.2976190 · ExternalCitation · doi-reference
FuseGAN: Learning to fuse multi-focus image via conditional generative adversarial network
10.1109/tmm.2019.2895292 · ExternalCitation · doi-reference
Dual-path deep unsupervised learning for multi-focus image fusion
10.1109/tmm.2024.3521817 · ExternalCitation · doi-reference
10.1145/3581783.3612261
10.1145/3581783.3612261 · ExternalCitation · doi-reference
Multi-focus image fusion method for vision sensor systems via dictionary learning with guided filter
10.3390/s18072143 · ExternalCitation · doi-reference
