Conference Papers

Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence

Wenbo Huang, Jinghui Zhang*, Guang Li, Lei Zhang, Shoyuan Wang, Fang Dong, Jiahui Jin, Takahiro Ogawa, Miki Haseyama

AAAI 2025-1 (Conference Paper)

2025 the 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, USA (🥇CCF Rank A, Poster Presentation, Accept Rate 23.4%)

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SOAP: Enhancing Spatio-Temporal Relation and Motion Information Capturing for Few-Shot Action Recognition

Wenbo Huang, Jinghui Zhang*, Xuwei Qian, Zhen Wu, Meng Wang, Lei Zhang

MM 2024-1 (Conference Paper)

2024 the 32nd ACM International Conference on Multimedia, Melbourne, Australia (🥇CCF Rank A, Poster Presentation, Accept Rate 26.2%)

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Generalizable Sensor-Based Activity Recognition via Categorical Concept Invariant Learning

Di Xiong, Shoyuan Wang, Lei Zhang*, Wenbo Huang, Chaolei Han

AAAI 2025-2 (Conference Paper)

2025 the 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, USA (🥇CCF Rank A, Poster Presentation, Accept Rate 23.4%)

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E2E-MFD: Towards End-to-End Synchronous Multimodal Fusion Detection

Jiaqing Zhang, Mingxiang Cao, Weiying Xie*, Jie Lei, Daixun Li, Geng Yang, Wenbo Huang, Yunsong Li, Xue Yang*

NeurIPS 2024-1 (Conference Paper)

2024 the 38th Annual Conference on Neural Information Processing Systems, Vancouver, Canada (🥇CCF Rank A, Oral Presentation, Accept Rate 25.8%)

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Journal Papers

Channel-Equalization-HAR: A Light-weight Convolutional Neural Network for Wearable Sensor Based Human Activity Recognition

Wenbo Huang, Lei Zhang*, Hao Wu, Fuhong Min, Aiguo Song

TMC 2022-1 (Journal Paper)

IEEE Transactions on Mobile Computing (🥇CCF Rank A, 🏅ESI Top 1% Highly Cited)

DOI: 10.1109/TMC.2022.3174816

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Deep Ensemble Learning for Human Activity Recognition Using Wearable Sensors via Filter Activation

Wenbo Huang, Lei Zhang*, Shuoyuan Wang, Hao Wu, Aiguo Song

TECS 2022-1 (Journal Paper)

ACM Transactions on Embedded Computing Systems (🥈CCF Rank B, 🏅ESI Top 1% Highly Cited)

DOI: 10.1145/3551486

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The Convolutional Neural Networks Training with Channel-Selectivity for Human Activity Recognition Based on Sensors

Wenbo Huang, Lei Zhang*, Qi Teng, Chaoda Song, Jun He

JBHI 2021-1 (Journal Paper)

IEEE Journal of Biomedical and Health Informatics (🥉CCF Rank C)

DOI: 10.1109/JBHI.2021.3092396

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Shallow Convolutional Neural Networks for Human Activity Recognition using Wearable Sensors

Wenbo Huang, Lei Zhang*, Wenbin Gao , Fuhong Min, Jun He

TIM 2021-1 (Journal Paper)

IEEE Transactions on Instrumentation and Measurement (🏆)

DOI: 10.1109/TIM.2021.3091990

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Deep Neural Networks for Sensor-Based Human Activity Recognition Using Selective Kernel Convolution

Wenbin Gao, Lei Zhang*, Wenbo Huang, Fuhong Min, Jun He, Aiguo Song

TIM 2021-2 (Journal Paper)

IEEE Transactions on Instrumentation and Measurement (🏆)

DOI: 10.1109/TIM.2021.3102735

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Deep Convolutional Networks with Tunable Speed-Accuracy Trade-off for Human Activity Recognition Using Wearables

Xing Wang, Lei Zhang*, Wenbo Huang, Shuoyuan Wang, Jun He, Aiguo Song

TIM 2021-3 (Journal Paper)

IEEE Transactions on Instrumentation and Measurement (🏆)

DOI: 10.1109/TIM.2021.3132088

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Deformable Convolutional Networks for Multimodal Human Activity Recognition using Wearable Sensors

Shige Xu, Lei Zhang*, Wenbo Huang, Hao Wu, Aiguo Song

TIM 2022-1 (Journal Paper)

IEEE Transactions on Instrumentation and Measurement (🏆)

DOI: 10.1109/TIM.2022.3158427

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PatchHAR: A MLP-like Architecture for Efficient Activity Recognition using Wearables

Shuoyuan Wang, Lei Zhang*, Xing Wang, Wenbo Huang, Hao Wu, Aiguo Song

TBIOM-2024-1 (Journal Paper)

IEEE Transactions on Biometrics, Behavior, and Identity Science (🎖️)

10.1109/TBIOM.2024.3354261

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Human Activity Recognition Using Wearable Sensors by Heterogeneous Convolutional Neural Networks

Chaolei Han, Lei Zhang*, Yin Tang, Wenbo Huang, Fuhong Min, Jun He

ESWA 2022-1 (Journal Paper)

Elesvier Expert Systems with Applications (🥉CCF Rank C)

DOI: 10.1016/J.ESWA.2022.116764

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Theses

Research on Multiple-Channel Convolutional Neural Network based Human Activity Recognition

Learning the influence of multiple channels on CNN based HAR tasks. Because of some people’s obstruction, this work process is very bumpy.

Wenbo Huang

Master Thesis, School of Electrical and Automation Engineering, Nanjing Normal University; June, 2022

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