Selected Conference Papers

(C.7) Otter: Mitigating Background Distractions of Wide-Angle Few-Shot Action Recognition with Enhanced RWKV

Wenbo Huang, Jinghui Zhang*, Zhenghao Chen, Guang Li, Lei Zhang*, Yang Cao, Fang Dong, Takahiro Ogawa, Miki Haseyama

🎞️ 2026 (🏅Oral)

The 40th Annual AAAI Conference on Artificial Intelligence, Singapore (🥇CCF A, Oral Rate 3.5%, Accept Rate 17.6%)

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(C.6) DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition

Zenan Fu, Dongzhou Cheng, Lei Zhang*, Wenbo Huang*, Zhenghao Chen, Hao Wu

🎰 2026

The 40th Annual AAAI Conference on Artificial Intelligence, Singapore (🥇CCF A, Accept Rate 17.6%)

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(C.5) Deconfounding Causal Inference through Two-Branch Framework with Early-Forking for Sensor-Based Cross-Domain Activity Recognition

Di Xiong, Lei Zhang*, Shuoyuan Wang, Dongzhou Cheng, Wenbo Huang

🎰 2025

The 27th ACM International Joint Conference on Pervasive and Ubiquitous Computing, Espoo, Finland (🥇CCF A)

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(C.4) 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

🎞️ 2025

The 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, USA (🥇CCF A, Accept Rate 23.4%)

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(C.3) Generalizable Sensor-Based Activity Recognition via Categorical Concept Invariant Learning

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

🎰 2025

The 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, USA (🥇CCF A, Accept Rate 23.4%)

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(C.2) 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*

📽️ (🏅Oral)

The 38th Annual Conference on Neural Information Processing Systems, Vancouver, Canada (🥇CCF A, Oral Rate 0.39%, Accept Rate 25.8%)

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(C.1) 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

🎞️ 2024

The 32nd ACM International Conference on Multimedia, Melbourne, Australia (🥇CCF A, Accept Rate 26.2%)

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Selected Journal Papers

(J.4) 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

🎰 2022 (🏅ESI Top 1% Highly Cited)

IEEE Transactions on Mobile Computing (🥇CCF A)

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(J.3) Deep Ensemble Learning for Human Activity Recognition Using Wearable Sensors via Filter Activation

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

🎰 2022 (🏅ESI Top 1% Highly Cited)

ACM Transactions on Embedded Computing Systems (🥈CCF B)

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(J.2) 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

🎰 2021

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

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(J.1) Shallow Convolutional Neural Networks for Human Activity Recognition using Wearable Sensors

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

🎰 2021

IEEE Transactions on Instrumentation and Measurement (🏆)

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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. J.14 Qifan Sun, Zenan Fu, Lei Zhang*, Guangjie Chen, Wenbo Huang, Hao Wu, Aiguo Song. (🎰) ActiFormer: Sign-Aware Linear Attention for Sensor-Based Human Activity Recognition. IEEE Internet of Things Journal, 2025.
  2. J.13 Xin Liu, Lei Zhang*, Wenbo Huang, Dongzhou Cheng, Hao Wu, Aiguo Song. (🎰) Fixing Deep Early Exit Ensembles for Sensor-Based Human Activity Recognition through Uncertainty Quantification. Elesvier Applied Soft Computing, 2025.
  3. J.X Bingxiao Shi, Xin Guo, Luntao Wang, Wenbo Huang, Hong Luo, Lizhi Qin, Guowei Yang, Xuequn Cheng, Xiaogang Li. (💎) Multi-Objective Optimization of Corrosion Resistance, Strength, Ductility Properties of Weathering Steel Utilizing Interpretable Attention-Based Deep Learning Model. npj Materials Degradation, 2025.
  4. C.8 Baike Shi, Yikang He, Chenlong Miao, Wenbo Huang, Tao Wang, Tianyi Liu, Hui Tang, Jianmin Dong, Rongjun Ge, Guanquan Zhou, Yang Chen*. (🩺) IBS-Net: Advancing Implicit Boundary-Aware Segmentation for Diaphragm Ultrasound Analysis. The 28th European Conference on Artificial Intelligence, 2025.
  5. J.12 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.
  6. J.11 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.
  7. J.10 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.
  8. J.9 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.
  9. J.8 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.
  10. J.7 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.
  11. J.6 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.
  12. J.5 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.