Articles with "multifocus image" as a keyword



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Multifocus image fusion using a convolutional elastic network

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Published in 2022 at "Multimedia Tools and Applications"

DOI: 10.1007/s11042-021-11362-5

Abstract: The aim of multifocus image fusion is to fuse two or more partially focused images into one fully focused image. To overcome the problem of a limited depth of field and blurred imaging of objects… read more here.

Keywords: image fusion; fusion; elastic network; image ... See more keywords
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Preference Learning to Multifocus Image Fusion via Generative Adversarial Network

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Published in 2022 at "IEEE Transactions on Cognitive and Developmental Systems"

DOI: 10.1109/tcds.2021.3126330

Abstract: Multifocus image fusion (MFIF) is to produce an all-in-focus fused image by integrating a pair of multifocus images with the same scene. In this article, an effective focus detection method is proposed for MFIF, by… read more here.

Keywords: adversarial network; generative adversarial; image fusion; multifocus image ... See more keywords
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UFA-FUSE: A Novel Deep Supervised and Hybrid Model for Multifocus Image Fusion

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Published in 2021 at "IEEE Transactions on Instrumentation and Measurement"

DOI: 10.1109/tim.2021.3072124

Abstract: Traditional and deep learning-based fusion methods generated the intermediate decision map to obtain the fusion image through a series of postprocessing procedures. However, the fusion results generated by these methods are easy to lose some… read more here.

Keywords: fusion; image fusion; model; image ... See more keywords
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Multiscale Feature Interactive Network for Multifocus Image Fusion

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Published in 2021 at "IEEE Transactions on Instrumentation and Measurement"

DOI: 10.1109/tim.2021.3124058

Abstract: In deep learning (DL)-based multifocus image fusion, effective multiscale feature learning is a key issue to promote fusion performance. In this article, we propose a novel DL model named multiscale feature interactive network (MSFIN), which… read more here.

Keywords: multiscale feature; multifocus image; image fusion; fusion ... See more keywords
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Fusion-UDCGAN: Multifocus Image Fusion via a U-Type Densely Connected Generation Adversarial Network

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Published in 2022 at "IEEE Transactions on Instrumentation and Measurement"

DOI: 10.1109/tim.2022.3159978

Abstract: Multifocus image fusion has attracted considerable attention because it can overcome the physical limitations of optical imaging equipment and fuse multiple images with different depths of the field into one full-clear image. However, most existing… read more here.

Keywords: fusion; generation adversarial; image fusion; multifocus image ... See more keywords