Modality Balancing Network for Pedestrian Detection Based on Cross-Modal Compensation Fusion and Multimodal Feature Alignment

Zuhe Li; Ruochong Fu; Xiang Guo; Minghui Zhu; Yifan Gao; Zhiyang Zhao; Penghao Ouyang; Zhijie Xu; Yushan Pan

doi:10.1007/s00371-025-04268-y

Modality Balancing Network for Pedestrian Detection Based on Cross-Modal Compensation Fusion and Multimodal Feature Alignment

Zuhe Li
, Ruochong Fu
, Xiang Guo
, Minghui Zhu
, Yifan Gao
, Zhiyang Zhao
, Penghao Ouyang
, Zhijie Xu
, Yushan Pan^*

^*Corresponding author for this work

XJTLU
Xi'an Jiaotong-Liverpool University
University of Liverpool
Xi'an Jiaotong‐Liverpool University
University of Illinois at Urbana-Champaign Institute

Research output: Contribution to journal › Article › peer-review

Original language	English
Journal	The Visual Vomputer
DOIs	https://doi.org/10.1007/s00371-025-04268-y
Publication status	Published - 29 Dec 2025

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10.1007/s00371-025-04268-y

https://link.springer.com/epdf/10.1007/s00371-025-04268-y?sharing_token=3SzDZH7RCNQvoljbBrgAdve4RwlQNchNByi7wbcMAY7pECDeFQwiRZvzj_7rtsiAT-zu0Vn6xIQzl4Bio7X6nflKc4IV6yo5vw4Bscdp_dQnFCoqNfijEcR_e4X1Risx-iHRaEBinaKau2Axe9CSIKsV7tqQ_ejhTV2HU6C7xvE%3D

Suzhou Intelligent Manufacturing Global AI Data Collaboration Industrial Innovation Consortium/苏州智造全球 AI 数据协同产业创新联合体
Pan, Y. (PI), Wang, S. (PI), Yang, Z. (PI), Xu, Z. (CoPI), Wang, W. (CoPI), Xiang, N. (CoPI), Zhang, H. (Team member), Chen, Y. (Team member), Wang, J. (Team member), Wang, Y. (Team member), Wang, T. (Team member), Wang, H. (Team member), Wang, L. (Team member), Wang, C. (Team member), Yang, H. (Team member), Fei, J. (CoPI), Fang, F. (CoPI), Li, Q. (Team member), Gao, Y. (Team member), Liang, S. (Team member) & Li, Y. (Team member)
1/05/25 → 30/04/28
Project: Governmental Research Project
CAAE: Context-Aware and Attention-Enhanced Multimodal Sentiment Analysis for Intelligent Human-Machine Interaction
Pan, Y. (PI), Huang, X. (CoI), Ma, J. (CoI) & Wang, W. (CoI)
1/06/24 → 31/05/28
Project: Internal Research Project

Cite this

@article{0c738ce80e1c446e968a45cd458eb028,

title = "Modality Balancing Network for Pedestrian Detection Based on Cross-Modal Compensation Fusion and Multimodal Feature Alignment",

author = "Zuhe Li and Ruochong Fu and Xiang Guo and Minghui Zhu and Yifan Gao and Zhiyang Zhao and Penghao Ouyang and Zhijie Xu and Yushan Pan",

year = "2025",

month = dec,

day = "29",

doi = "10.1007/s00371-025-04268-y",

language = "English",

journal = "The Visual Vomputer",

issn = "0178-2789",

publisher = "Springer",

}

TY - JOUR

T1 - Modality Balancing Network for Pedestrian Detection Based on Cross-Modal Compensation Fusion and Multimodal Feature Alignment

AU - Li, Zuhe

AU - Fu, Ruochong

AU - Guo, Xiang

AU - Zhu, Minghui

AU - Gao, Yifan

AU - Zhao, Zhiyang

AU - Ouyang, Penghao

AU - Xu, Zhijie

AU - Pan, Yushan

PY - 2025/12/29

Y1 - 2025/12/29

U2 - 10.1007/s00371-025-04268-y

DO - 10.1007/s00371-025-04268-y

M3 - Article

SN - 0178-2789

JO - The Visual Vomputer

JF - The Visual Vomputer

ER -

Modality Balancing Network for Pedestrian Detection Based on Cross-Modal Compensation Fusion and Multimodal Feature Alignment

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Projects

Suzhou Intelligent Manufacturing Global AI Data Collaboration Industrial Innovation Consortium/苏州智造全球 AI 数据协同产业创新联合体

CAAE: Context-Aware and Attention-Enhanced Multimodal Sentiment Analysis for Intelligent Human-Machine Interaction

Cite this