Selected 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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Selected 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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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

PDF Slide

 

Other Publication

  1. TIM Xin Liu, Lei Zhang*, Wenbo Huang, Di Xiong, Zenan Fu, Hao Wu, Aiguo Song. (🎰) Deep Learning Anytime Prediction via Enforcing Runtime Monotonicity for Early-exit Activity Recognitiong. IEEE Transactions on Instrumentation and Measurement, 2025.
  2. JBHI Zenan Fu, Lei Zhang*, Wenbo Huang, Dongzhou Cheng, Hao Wu, Aiguo Song. (🎰) Learning Sensor Sample-Reweighting for Dynamic Early-Exit Activity Recognition via Meta Learning. IEEE Journal of Biomedical and Health Informatics, 2024.
  3. TNSRE Jianglai Yu, Lei Zhang*, Dongzhou Cheng, Wenbo Huang, Hao Wu, Aiguo Song. (🎰) Improving Human Activity Recognition with Wearable Sensors through BEE: Leveraging Early Exit and Gradient Boosting. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2024.
  4. TBIOM Shuoyuan Wang, Lei Zhang*, Xing Wang, Wenbo Huang, Hao Wu, Aiguo Song. (🎰) PatchHAR: A MLP-like Architecture for Efficient Activity Recognition using Wearables. IEEE Transactions on Biometrics, Behavior, and Identity Science, 2024.
  5. ESWA Chaolei Han, Lei Zhang*, Yin Tang, Wenbo Huang, Fuhong Min, Jun He. (🎰) Human Activity Recognition Using Wearable Sensors by Heterogeneous Convolutional Neural Networks. Elesvier Expert Systems with Applications, 2022.
  6. TIM Shige Xu, Lei Zhang*, Wenbo Huang, Hao Wu, Aiguo Song. (🎰) Deformable Convolutional Networks for Multimodal Human Activity Recognition using Wearable Sensors. IEEE Transactions on Instrumentation and Measurement, 2022.
  7. TIM Wenbin Gao, Lei Zhang*, Wenbo Huang, Fuhong Min, Jun He, Aiguo Song. (🎰) Deep Neural Networks for Sensor-Based Human Activity Recognition Using Selective Kernel Convolution. IEEE Transactions on Instrumentation and Measurement, 2021.
  8. TIM Xing Wang, Lei Zhang*, Wenbo Huang, Shuoyuan Wang, Jun He, Aiguo Song. (🎰) Deep Convolutional Networks with Tunable Speed-Accuracy Trade-off for Human Activity Recognition Using Wearables. IEEE Transactions on Instrumentation and Measurement, 2021.