Visible and infrared image fusion using deep learning

X Zhang, Y Demiris - IEEE Transactions on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Visible and infrared image fusion (VIF) has attracted a lot of interest in recent years due to its
application in many tasks, such as object detection, object tracking, scene segmentation …

[HTML][HTML] Infrared and visible image fusion technology and application: A review

W Ma, K Wang, J Li, SX Yang, J Li, L Song, Q Li - Sensors, 2023 - mdpi.com
The images acquired by a single visible light sensor are very susceptible to light conditions,
weather changes, and other factors, while the images acquired by a single infrared light …

Cddfuse: Correlation-driven dual-branch feature decomposition for multi-modality image fusion

Z Zhao, H Bai, J Zhang, Y Zhang, S Xu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Multi-modality (MM) image fusion aims to render fused images that maintain the merits of
different modalities, eg, functional highlight and detailed textures. To tackle the challenge in …

SwinFusion: Cross-domain long-range learning for general image fusion via swin transformer

J Ma, L Tang, F Fan, J Huang, X Mei… - IEEE/CAA Journal of …, 2022 - ieeexplore.ieee.org
This study proposes a novel general image fusion framework based on cross-domain long-
range learning and Swin Transformer, termed as SwinFusion. On the one hand, an attention …

SuperFusion: A versatile image registration and fusion network with semantic awareness

L Tang, Y Deng, Y Ma, J Huang… - IEEE/CAA Journal of …, 2022 - ieeexplore.ieee.org
Image fusion aims to integrate complementary information in source images to synthesize a
fused image comprehensively characterizing the imaging scene. However, existing image …

PIAFusion: A progressive infrared and visible image fusion network based on illumination aware

L Tang, J Yuan, H Zhang, X Jiang, J Ma - Information Fusion, 2022 - Elsevier
Infrared and visible image fusion aims to synthesize a single fused image containing salient
targets and abundant texture details even under extreme illumination conditions. However …

Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network

L Tang, J Yuan, J Ma - Information Fusion, 2022 - Elsevier
Infrared and visible image fusion aims to synthesize a single fused image that not only
contains salient targets and abundant texture details but also facilitates high-level vision …

DIVFusion: Darkness-free infrared and visible image fusion

L Tang, X Xiang, H Zhang, M Gong, J Ma - Information Fusion, 2023 - Elsevier
As a vital image enhancement technology, infrared and visible image fusion aims to
generate high-quality fused images with salient targets and abundant texture in extreme …

YDTR: Infrared and visible image fusion via Y-shape dynamic transformer

W Tang, F He, Y Liu - IEEE Transactions on Multimedia, 2022 - ieeexplore.ieee.org
Infrared and visible image fusion is aims to generate a composite image that can
simultaneously describe the salient target in the infrared image and texture details in the …

Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and …

L Tang, H Zhang, H Xu, J Ma - Information Fusion, 2023 - Elsevier
Image fusion aims to integrate complementary characteristics of source images into a single
fused image that better serves human visual observation and machine vision perception …