International Journal of Multimedia Information Retrieval (IJMIR) (2025)

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2025 Volume 14 Issue 1

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Optimized RT-DETR for accurate and efficient video object detection via decoupled feature aggregation.
Hao Chen|Wu Huang|Tao Zhang
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PAMoE-MSA: polarity-aware mixture of experts network for multimodal sentiment analysis.
Changqin Huang|Zhenheng Lin|Zhongmei Han|Qionghao Huang|Fan Jiang|Xiaodi Huang
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Multi-task classification network for few-shot learning.
Zhong Ji|Yuanheng Liu|Xuan Wang|Jingren Liu|Jiale Cao|YunLong Yu
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Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval.
Ziyong Lin|Xiaolong Jiang|Jie Zhang|Mingyong Li
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Image forgery classification and localization through vision transformers.
Digambar Pawar|Raghavendra Gowda|Krishna Chandra
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STCA: an action recognition network with spatio-temporal convolution and attention.
Qiuhong Tian|Weilun Miao|Lizao Zhang|Ziyu Yang|Yang Yu|Yanying Zhao|Lan Yao
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Improving skeleton-based action recognition with interactive object information.
Hao Wen|Ziqian Lu|Fengli Shen|Zheming Lu|Jia-Lin Cui
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MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space.
Lixia Xue|Jiang Dong|Ronggui Wang|Juan Yang
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CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features.
Fan Yang|Nor Azman Ismail|Pang Yee Yong|Alhuseen Omar Alsayed
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VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds.
Qiang Zhang|Qin Shi|Teng Cheng|Junning Zhang|Jiong Chen

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2025 Volume 14 Issue 2

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A CNN-transformer hybrid model and a multi-modal multi-stage training strategy for visible-infrared person re-identification.
Xinxin Hao|Haishun Du|Jiangtao Guo|Jieru Li
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Human behavior recognition based on DualBiNet model.
Lingling Kan|Ruixuan Liu|Hongwei Liang|Fengcai Huo|Wenfeng Wang
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Chameleon: A Multimodal Learning Framework Robust to Missing Modalities.
Muhammad Irzam Liaqat|Shah Nawaz|Muhammad Zaigham Zaheer|Muhammad Saad Saeed|Hassan Sajjad|Tom De Schepper|Karthik Nandakumar|Muhammad Haris Khan|Ignazio Gallo|Markus Schedl
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Multimodal scene-graph matching for cheapfakes detection.
Minh-Tam Nguyen|Quynh T. Nguyen|Minh-Son Dao|Binh T. Nguyen
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Concept-based and embedding-based models in lifelog retrieval: an empirical comparison of performance.
Manh-Duy Nguyen|Binh T. Nguyen|Cathal Gurrin
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DMFNet: geometric multi-scale pixel-level contrastive learning for video salient object detection.
Hemraj Singh|Mridula Verma|Ramalingaswamy Cheruku
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FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis.
Mikel Williams-Lekuona|Georgina Cosma
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Deep multimodal learning for time series analysis in social computing: a survey.
Chao Yang|Yakun Chen|Zihao Li|Xianzhi Wang|Kaize Shi|Lina Yao|Guandong Xu|Zhongwen Guo
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Multi-view learning for camouflaged object detection with PVTv2.
Pu Yan|Kang Ruan|Lili Wang|Yang Zhao|Xu Wang
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MMDL: a multi-modal deep learning for video highlight detection in sports.
Qiaoyun Zhang|Chih-Yung Chang|Shih-Jung Wu|Hsiang-Chuan Chang|Diptendu Sinha Roy
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Cross-modal alignment with synthetic caption for text-based person search.
Weichen Zhao|Yuxing Lu|Zhiyuan Liu|Yuan Yang|Ge Jiao

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2025 Volume 14 Issue 3

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Feature-NeuS: Neural Implicit Surface Reconstruction Using Feature Multi-View Consistency Constraint.
WenYu Ding|YaHong Wu|Feng Liu
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Weighted semantic feature based self-supervised deep cross-modal hashing.
Limeng Gao|Zhen Wang|Xinzhong Wang|Zhen Zheng|Haixu Chen|Shihong Lu
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A similarity-optimized and semantic-aligned method for unsupervised cross-modal hashing retrieval.
Xin Li|Xiuyuan Li|Mingyong Li|Mingyuan Ge
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MCDINO: Self-supervised learning of masks based on combination of multi-path channel attention and local feature weighting.
Yunxue Shao|Zhiyang Wang|Lingfeng Wang
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Enhanced YOLOv10 for small object detection with context-aware and adaptive modules.
Jian Wang|Jia Su|Zonghui Wen|Yongqing Sun
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ETG: the graph convolutional network was enhanced with an EA-transformer for aspect sentiment triplet extraction.
Kun Yang|Bin Gao|Linlin Li|Yutong Li|Shutian Liu|Zhengjun Liu
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Semantic Fusion and Contrastive Generation for Generalized Zero-Shot Learning.
Guan Yang|Weihao Sun|Xiaoming Liu|Yang Liu|Chen Wang
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TPE-YOLO: improved low-light object detection using a two-way pyramid enhancement network.
Xiaofei Zhang|Xiaoguang Di|Runwen Zhu
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Remote Sensing Image Change Captioning: A Comprehensive Review.
Shiwei Zou|Yingmei Wei|Yuxiang Xie|Mingrui Lao|Xidao Luan

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2025 Volume 14 Issue 4

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Enhancing Facial Beauty Prediction via a Dual-Pathway Hybrid Architecture Integrating Vmamba and ViT.
Djamel Eddine Boukhari|Ali Chemsa
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Deep supervised hashing with multiscale object-driven knowledge distillation for image retrieval.
Abid Hussain|Heng-Chao Li|Muqadar Ali|Mehboob Hussain|Ali Choo|Danish Ali|Amir Rehman
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Hierarchical multi-modal fusion with vision transformers for robust action recognition in infrared-visible videos.
Javed Imran|Mohammed Wasid
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Robust visual recommendation via graph pairwise training.
Agyemang Paul|Jianbin Cao|Yuntian Ge|Shufeng Gong|Ting Ye
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An implicit layout-aware transformer for full-page end-to-end optical music recognition.
Antonio Ríos-Vila|Eliseo Fuentes-Martínez|Francisco J. Castellanos
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HF2 -Net: hybrid fine-tuning heterogeneous fusion network for visible-infrared person Re-identification.
Wanru Song|Tong He|Chuanyan Hao|Feng Liu|Zheng Shi
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Ultra fast-inference depth completion with linear attention-based cascaded hourglass network.
Zirui Wu|Yongtao Hao
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Multi-objective reinforcement learning for recommender systems: a comprehensive survey of methods, challenges, and future directions.
Fatima Ezzahra Zaizi|Sana Abakarim|Sara Qassimi|Said Rakrak
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A Comprehensive Review of Multimodal Visual Representation Learning: Tracing the Evolution from CNNs to Transformers and Beyond.
Dong Zhang|Wei Kitt Wong|Ing Ming Chew