多模态信息融合 - arXivDaily 专题

2508.03008 2025-08-06 eess.IV cs.AI cs.CV 73%

ClinicalFMamba: Advancing Clinical Assessment using Mamba-based Multimodal Neuroimaging Fusion

Meng Zhou, Farzad Khalvati

机构 * TD Bank Group, Toronto, Canada（TD银行集团，加拿大）； Department of Computer Science, University of Toronto, Toronto, Canada（多伦多大学计算机科学系，加拿大）； Department of Medical Imaging, University of Toronto, Toronto, Canada（多伦多大学医学影像系，加拿大）

专题命中通用Image Fusion ：image fusion(abstract)；medical image fusion(abstract)；分类 cs.CV、eess.IV

Comments Accepted at MICCAI MLMI 2025 Workshop

2506.03181 2025-06-05 eess.IV cs.CV 73%

Dc-EEMF: Pushing depth-of-field limit of photoacoustic microscopy via decision-level constrained learning

Wangting Zhou, Jiangshan He, Tong Cai, Lin Wang, Zhen Yuan, Xunbin Wei, Xueli Chen

机构 * Center for Biomedical-photonics and Molecular Imaging（生物医学光子学与分子成像中心）； Xi’an Key Laboratory of Intelligent Sensing and Regulation of trans-Scale Life Information（西安智能感知与跨尺度生命信息调节重点实验室）； School of Life Science and Technology（生命科学与技术学院）； School of Computer Science and Engineering（计算机科学与工程学院）； Faculty of Health Sciences（健康科学学院）； Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing)（致癌研究与转化医学实验室（教育部/北京））

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)；分类 cs.CV、eess.IV

2409.19220 2024-10-01 cs.CV cs.MM 73%

Extending Depth of Field for Varifocal Multiview Images

Zhilong Li, Kejun Wu, Qiong Liu, You Yang

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)；分类 cs.CV、cs.MM

2107.14443 2021-12-15 eess.IV cs.CV 73%

Single image deep defocus estimation and its applications

Fernando J. Galetto, Guang Deng

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)；分类 cs.CV、eess.IV

2001.00692 2020-01-06 cs.CV eess.IV q-bio.QM 73%

FFusionCGAN: An end-to-end fusion method for few-focus images using conditional GAN in cytopathological digital slides

Xiebo Geng, Sibo Liua, Wei Han, Xu Li, Jiabo Ma, Jingya Yu, Xiuli Liu, Sahoqun Zeng, Li Chen, Shenghua Cheng

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)；分类 cs.CV、eess.IV

2602.17040 2026-02-20 cs.GR 71%

Fuse3D: Generating 3D Assets Controlled by Multi-Image Fusion

Fuse3D: 通过多图像融合生成受控的3D资产

Xuancheng Jin, Rengan Xie, Wenting Zheng, Rui Wang, Hujun Bao, Yuchi Huo

专题命中通用Image Fusion ：image fusion(title)

AI总结 Fuse3D通过多图像融合技术实现多条件控制的3D资产生成，解决了单一控制目标的局限性，提升生成灵活性和质量。

2512.21544 2025-12-29 cs.LG 71%

AVP-Fusion: Adaptive Multi-Modal Fusion and Contrastive Learning for Two-Stage Antiviral Peptide Identification

AVP-Fusion：适应性多模态融合与对比学习用于两阶段抗病毒肽识别

Xinru Wen, Weizhong Lin, Xuan Xiao

专题命中通用Image Fusion ：multi-modal fusion(title)

AI总结 AVP-Fusion通过自适应多模态融合与对比学习，实现了抗病毒肽的两阶段高效识别，显著提升准确率和决策边界。

2510.16350 2025-10-21 cs.LG 71%

MGTS-Net: Exploring Graph-Enhanced Multimodal Fusion for Augmented Time Series Forecasting

Shule Hao, Junpeng Bao, Wenli Li

专题命中通用Image Fusion ：multimodal fusion(title)

2303.08342 2024-07-03 cs.SD eess.AS 71%

Autonomous Soundscape Augmentation with Multimodal Fusion of Visual and Participant-linked Inputs

Kenneth Ooi, Karn N. Watcharasupat, Bhan Lam, Zhen-Ting Ong, Woon-Seng Gan

专题命中通用Image Fusion ：multimodal fusion(title)

Comments [v1] 5 pages, 2 figures. Submitted to 2023 IEEE International Conference on Acoustics, Speech and Signal Processing. [v2] 5 pages, 2 figures. Fixed incorrect author list in citation #30

Journal ref ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun. 2023, pp. 1-5

2303.15963 2024-02-28 cs.LG 71%

Multimodal and multicontrast image fusion via deep generative models

Giovanna Maria Dimitri, Simeon Spasov, Andrea Duggento, Luca Passamonti, Pietro Li`o, Nicola Toschi

专题命中通用Image Fusion ：image fusion(title)

2606.20689 2026-06-23 cs.CV cs.LG 新提交 70%

NeoJaundice-AI: Smartphone-Based Neonatal Jaundice Detection Using Dual-Input Deep Learning and Synthetic Augmentation

NeoJaundice-AI: 基于智能手机的新生儿黄疸检测，采用双输入深度学习与合成增强

Rahul Patel, Nirjala Jarpula

机构 * Indian Institute of Information Technology Surat（印度信息技术学院苏拉特分校）

专题命中通用Image Fusion ：image fusion(abstract)；multimodal image fusion(abstract)；分类 cs.CV

AI总结提出NeoJaundice-AI系统，通过双分支EfficientNet-B0处理皮肤和巩膜图像，融合手工YCbCr颜色特征，实现四类严重度分类和胆红素回归，采用合成黄疸生成和肤色归一化，在印度新生儿数据集上达到91.8%准确率。

Comments 7 pages, 10 figures, 8 tables. IEEE conference format

2507.04397 2026-02-11 cs.CV 70%

Multi-Expert Learning Framework with the State Space Model for Optical and SAR Image Registration

多专家学习框架与状态空间模型用于光学和SAR图像配准

Wei Wang, Dou Quan, Ning Huyan, Chonghua Lv, Shuang Wang, Yunan Li, Licheng Jiao

机构 * Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China（教育部智能感知与图像理解重点实验室）； Hangzhou Institute of Technology, Xidian University（西安电子科技大学杭州学院）； School of Computer Science, Xidian University（西安电子科技大学计算机学院）； Department of Automation, Tsinghua University（清华大学自动化系）

专题命中通用Image Fusion ：image fusion(abstract)；multi-modal image fusion(abstract)；分类 cs.CV

AI总结本文提出ME-SSM框架，通过多专家学习和状态空间模型提升光学与SAR图像配准的精度与效率。

2601.12682 2026-01-21 cs.CV 70%

Fusion-Restoration Image Processing Algorithm to Improve the High-Temperature Deformation Measurement

融合-修复图像处理算法以提高高温变形测量

Banglei Guan, Dongcai Tan, Jing Tao, Ang Su, Yang Shang, Qifeng Yu

机构 * College of Aerospace Science and Engineering（航空航天科学与工程学院）； National University of Defense Technology（国防科技大学）； Hunan Provincial Key Laboratory of Image Measurement and Vision Navigation（湖南省图像测量与视觉导航重点实验室）

专题命中通用Image Fusion ：image fusion(abstract)；multi-exposure(abstract)；分类 cs.CV

AI总结本文提出融合-修复图像处理算法，用于抑制高温变形测量中的热辐射和热晕干扰，提升DIC测量精度和图像质量。

2508.17817 2025-08-26 cs.CV 70%

TemCoCo: Temporally Consistent Multi-modal Video Fusion with Visual-Semantic Collaboration

Meiqi Gong, Hao Zhang, Xunpeng Yi, Linfeng Tang, Jiayi Ma

机构 * Electronic Information School, Wuhan University, Wuhan 430072, China（武汉大学电子信息学院）

专题命中通用Image Fusion ：multi-modal fusion(abstract)；image fusion(abstract)；分类 cs.CV

Comments Accepted by ICCV 2025

2508.08602 2025-08-13 eess.SP 70%

Biomedical Signal Processing: EEG and ECG Classification with Discrete Wavelet Transforms, Energy Distribution, and Convolutional Neural Networks

Justin London

专题命中通用Image Fusion ：image fusion(abstract)；multi-modal image fusion(abstract)；分类 eess.SP

2507.00849 2025-07-02 cs.CV 70%

UAVD-Mamba: Deformable Token Fusion Vision Mamba for Multimodal UAV Detection

Wei Li, Jiaman Tang, Yang Li, Beihao Xia, Ligang Tan, Hongmao Qin

机构 * College of Mechanical and Vehicle Engineering, Hunan University（湖南大学机械与车辆工程学院）； School of Electronic Information and Communications, Huazhong University of Science and Technology（华中科技大学电子信息与通信学院）

专题命中通用Image Fusion ：image fusion(abstract)；multimodal image fusion(abstract)；分类 cs.CV

Comments The paper was accepted by the 36th IEEE Intelligent Vehicles Symposium (IEEE IV 2025)

2408.13980 2025-06-25 cs.CV 70%

FusionSAM: Visual Multi-Modal Learning with Segment Anything

Daixun Li, Weiying Xie, Mingxiang Cao, Yunke Wang, Yusi Zhang, Leyuan Fang, Yunsong Li, Chang Xu

机构 * Xidian University（西安电子科技大学）； University of Sydney（悉尼大学）； Hunan University（湖南大学）

专题命中通用Image Fusion ：image fusion(abstract)；multimodal image fusion(abstract)；分类 cs.CV

2503.11247 2025-03-17 cs.CV 70%

Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking

Andong Lu, Yuanzhi Guo, Wanyu Wang, Chenglong Li, Jin Tang, Bin Luo

专题命中通用Image Fusion ：information fusion(abstract)；image fusion(abstract)；分类 cs.CV

Comments In peer review

2501.10958 2025-01-22 cs.CV 70%

Rethinking Early-Fusion Strategies for Improved Multimodal Image Segmentation

Zhengwen Shen, Yulian Li, Han Zhang, Yuchen Weng, Jun Wang

专题命中通用Image Fusion ：multimodal fusion(abstract)；image fusion(abstract)；分类 cs.CV

Comments Accepted by ICASSP 2025

2311.17846 2023-11-30 cs.CV 70%

Towards Real-World Focus Stacking with Deep Learning

Alexandre Araujo, Jean Ponce, Julien Mairal

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)；分类 cs.CV

2309.05914 2023-09-13 cs.CV 70%

Medical Image Segmentation with Belief Function Theory and Deep Learning

Ling Huang

专题命中通用Image Fusion ：image fusion(abstract)；medical image fusion(abstract)；分类 cs.CV

Comments Ph.D. Thesis

2304.09609 2023-04-20 cs.CV cs.AI 70%

MMDR: A Result Feature Fusion Object Detection Approach for Autonomous System

Wendong Zhang

专题命中通用Image Fusion ：multimodal fusion(abstract)；feature-level fusion(abstract)；分类 cs.CV

Comments 9 pages, 12 figures

2110.01179 2021-12-15 cs.CV 70%

BPFNet: A Unified Framework for Bimodal Palmprint Alignment and Fusion

Zhaoqun Li, Xu Liang, Dandan Fan, Jinxing Li, David Zhang

专题命中通用Image Fusion ：information fusion(abstract)；image fusion(abstract)；分类 cs.CV

Comments Extended version of ICONIP 2021 paper

1903.00440 2020-06-24 cs.CV 70%

Deep Learning for Multiple-Image Super-Resolution

Michal Kawulok, Pawel Benecki, Szymon Piechaczek, Krzysztof Hrynczenko, Daniel Kostrzewa, Jakub Nalepa

专题命中通用Image Fusion ：information fusion(abstract)；image fusion(abstract)；分类 cs.CV

Comments Submitted to IEEE Geoscience and Remote Sensing Letters

2004.08582 2020-04-21 cs.CV 70%

BiFNet: Bidirectional Fusion Network for Road Segmentation

Haoran Li, Yaran Chen, Qichao Zhang, Dongbin Zhao

专题命中通用Image Fusion ：sensor fusion(abstract)；multi-sensor fusion(abstract)；分类 cs.CV

1910.13688 2019-10-31 cs.CV cs.GR 70%

Dual Illumination Estimation for Robust Exposure Correction

Qing Zhang, Yongwei Nie, Wei-Shi Zheng

专题命中通用Image Fusion ：image fusion(abstract)；multi-exposure(abstract)；分类 cs.CV

Comments Computer Graphics Forum (Proceedings of Pacific Graphics 2019)

1811.00312 2018-11-02 cs.CV 70%

A Local Block Coordinate Descent Algorithm for the Convolutional Sparse Coding Model

Ev Zisselman, Jeremias Sulam, Michael Elad

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)；分类 cs.CV

Comments 13 pages, 10 figures

1806.01524 2018-06-06 cs.CV 70%

Construction of all-in-focus images assisted by depth sensing

Hang Liu, Hengyu Li, Jun Luo, Shaorong Xie, Yu Sun

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)；分类 cs.CV

Comments 18 pages. This paper has been submitted to Computer Vision and Image Understanding

1911.09522 2019-11-22 physics.med-ph physics.optics 67%

Miniature Probe for Optomechanical Focus-adjustable Optical-resolution Photoacoustic Endoscopy

Zhendong Guo, Zhanhong Ye, Weihao Shao, Lili Jing, Sung-Liang Chen

专题命中通用Image Fusion ：image fusion(abstract)；multi-focus(abstract)

1807.01298 2018-07-04 cs.LG stat.ML 67%

Generalized Bilinear Deep Convolutional Neural Networks for Multimodal Biometric Identification

Sobhan Soleymani, Amirsina Torfi, Jeremy Dawson, Nasser M. Nasrabadi

专题命中通用Image Fusion ：multimodal fusion(abstract)；feature-level fusion(abstract)

Comments Accepted in 2018 IEEE International Conference on Image Processing

1. 通用Image Fusion 517 篇

ClinicalFMamba: Advancing Clinical Assessment using Mamba-based Multimodal Neuroimaging Fusion

Dc-EEMF: Pushing depth-of-field limit of photoacoustic microscopy via decision-level constrained learning

Extending Depth of Field for Varifocal Multiview Images

Single image deep defocus estimation and its applications

FFusionCGAN: An end-to-end fusion method for few-focus images using conditional GAN in cytopathological digital slides

Fuse3D: Generating 3D Assets Controlled by Multi-Image Fusion

AVP-Fusion: Adaptive Multi-Modal Fusion and Contrastive Learning for Two-Stage Antiviral Peptide Identification

MGTS-Net: Exploring Graph-Enhanced Multimodal Fusion for Augmented Time Series Forecasting

Autonomous Soundscape Augmentation with Multimodal Fusion of Visual and Participant-linked Inputs

Multimodal and multicontrast image fusion via deep generative models

NeoJaundice-AI: Smartphone-Based Neonatal Jaundice Detection Using Dual-Input Deep Learning and Synthetic Augmentation

Multi-Expert Learning Framework with the State Space Model for Optical and SAR Image Registration

Fusion-Restoration Image Processing Algorithm to Improve the High-Temperature Deformation Measurement

TemCoCo: Temporally Consistent Multi-modal Video Fusion with Visual-Semantic Collaboration

Biomedical Signal Processing: EEG and ECG Classification with Discrete Wavelet Transforms, Energy Distribution, and Convolutional Neural Networks

UAVD-Mamba: Deformable Token Fusion Vision Mamba for Multimodal UAV Detection

FusionSAM: Visual Multi-Modal Learning with Segment Anything

Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking

Rethinking Early-Fusion Strategies for Improved Multimodal Image Segmentation

Towards Real-World Focus Stacking with Deep Learning

Medical Image Segmentation with Belief Function Theory and Deep Learning

MMDR: A Result Feature Fusion Object Detection Approach for Autonomous System

BPFNet: A Unified Framework for Bimodal Palmprint Alignment and Fusion

Deep Learning for Multiple-Image Super-Resolution

BiFNet: Bidirectional Fusion Network for Road Segmentation

Dual Illumination Estimation for Robust Exposure Correction

A Local Block Coordinate Descent Algorithm for the Convolutional Sparse Coding Model

Construction of all-in-focus images assisted by depth sensing

Miniature Probe for Optomechanical Focus-adjustable Optical-resolution Photoacoustic Endoscopy

Generalized Bilinear Deep Convolutional Neural Networks for Multimodal Biometric Identification