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 …

RGB-T image analysis technology and application: A survey

K Song, Y Zhao, L Huang, Y Yan, Q Meng - Engineering Applications of …, 2023 - Elsevier
Abstract RGB-Thermal infrared (RGB-T) image analysis has been actively studied in recent
years. In the past decade, it has received wide attention and made a lot of important …

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 …

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 …

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 …

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 …

STDFusionNet: An infrared and visible image fusion network based on salient target detection

J Ma, L Tang, M Xu, H Zhang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this article, we propose an infrared and visible image fusion network based on the salient
target detection, termed STDFusionNet, which can preserve the thermal targets in infrared …

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 …

An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection

D Wang, J Liu, R Liu, X Fan - Information Fusion, 2023 - Elsevier
This research focuses on the discovery and localization of hidden objects in the wild and
serves unmanned systems. Through empirical analysis, infrared and visible image fusion …

Classification saliency-based rule for visible and infrared image fusion

H Xu, H Zhang, J Ma - IEEE Transactions on Computational …, 2021 - ieeexplore.ieee.org
Existing image fusion methods always use hand-crafted fusion rules due to the
uninterpretability of deep feature maps, which restrict the performance of networks and result …