Publications

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For a full list of publications, please visit my Google Scholar.

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Book Chapters & Survey

• Deep Learning and Transfer Learning for Device-free Human Activity Recognition: A Survey
  Jianfei Yang, Yuecong Xu, Haozhi Cao, Han Zou, Lihua Xie
  In Journal of Automation and Intelligence, Elsevier, 2023

• Deep Learning and Unsupervised Domain Adaptation for WiFi-based Sensing
  Jianfei Yang, Han Zou, Lihua Xie, Costas J. Spanos
  In Generalization With Deep Learning: For Improvement On Sensing Capability, World Scientific, 2021

Journal Publications

• Patterns SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human Sensing
  Jianfei Yang, Xinyan Chen, Dazhuo Wang, Han Zou, Chris Xiaoxuan Lu, Sumei Sun, Lihua Xie
  Patterns, Cell Press

• TMC SecureSense: Defending Adversarial Attack for Secure Device-Free Human Activity Recognition
  Jianfei Yang, Han Zou, Lihua Xie
  IEEE Transactions on Mobile Computing, 2023 (IF=6.075)

• IOT-J AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised Learning
  Jianfei Yang, Xinyan Chen, Han Zou, Dazhuo Wang, Lihua Xie
  IEEE Internet of Things Journal, 2022 (IF=10.238) [code]

• IOT-J EfficientFi: Towards Large-Scale Lightweight WiFi Sensing via CSI Compression
  Jianfei Yang, Xinyan Chen, Han Zou, Dazhuo Wang, Lihua Xie
  IEEE Internet of Things Journal, 2022 (IF=10.238) [code]

• TCYBE Advancing Imbalanced Domain Adaptation: Cluster-level Discrepancy Minimization with A Comprehensive Benchmark
  Jianfei Yang, Jiangang Yang, Shizheng Wang, Shuxin Cao, Han Zou, Lihua Xie
  IEEE Transactions on Cybernetics, 2022 (IF=19.118)

• TAI GarbageNet: A Unified Learning Framework for Robust Garbage Classification
  Jianfei Yang, Zhaoyang Zeng, Kai Wang, Han Zou, Lihua Xie
  IEEE Transactions on Artificial Intelligence, 2021

• INFSC Learning Decomposed Hierarchical Feature for Better Transferability of Deep Models
  Jianfei Yang, Hanjie Qian, Han Zou, Lihua Xie
  Information Sciences, Elsevier, 2021 (IF=8.233)

• IOT-J MobileDA: Towards Mobile Domain Adaptation
  Jianfei Yang, Han Zou, Shuxin Cao, Zhenghua Chen, Lihua Xie
  IEEE Internet of Things Journal, 2020 (IF=10.238)

• IOT-J Learning Gestures from WiFi: A Siamese Recurrent Convolutional Architecture
  Jianfei Yang, Han Zou, Yuxun Zhou, Lihua Xie
  IEEE Internet of Things Journal, 2019 (IF=10.238)

• IOT-J Device-free Occupancy Sensing Platform using WiFi-enabled IoT Devices for Smart Homes
  Jianfei Yang, Han Zou, Hao Jiang, Lihua Xie
  IEEE Internet of Things Journal, 2018 (IF=10.238)

• TVT CareFi: Sedentary Behavior Monitoring System via Commodity WiFi Infrastructures
  Jianfei Yang, Han Zou, Hao Jiang, Lihua Xie
  IEEE Transactions on Vehicular Technology, 2018 (IF=6.239)

• NEURO Robust Adversarial Discriminative Domain Adaptation for Real-World Cross-Domain Visual Recognition
  Jianfei Yang, Han Zou, Yuxun Zhou, Lihua Xie
  Neurocomputing, Elsevier (IF=5.779)

• TMC AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization
  Dazhuo Wang, Jianfei Yang*, Wei Cui, Lihua Xie, Sumei Sun
  IEEE Transactions on Mobile Computing, 2023 (IF=6.075)

• IOT-J VariFi: Variational Inference for Indoor Pedestrian Localization and Tracking Using IMU and WiFi RSS
  He Huang, Jianfei Yang*, Xu Fang, Hao Jiang, Lihua Xie
  IEEE Internet of Things Journal, 2023 (IF=10.238)

• TNNLS Aligning Correlation Information for Domain Adaptation in Action Recognition
  Yuecong Xu, Haozhi Cao, Kezhi Mao, Zhenghua Chen, Lihua Xie, Jianfei Yang*
  IEEE Transactions on Neural Networks and Learning Systems (IF=14.26)

• IOT-J GaitFi: Robust Device-Free Human Identification via WiFi and Vision Multimodal Learning
  Lang Deng, Jianfei Yang*, Shenghai Yuan, Han Zou, Chris Xiaoxuan Lu, Lihua Xie
  IEEE Internet of Things Journal, 2022 (IF=10.238)

• IOT-J CAUTION: A Robust WiFi-based Human Authentication System via Few-shot Open-set Gait Recognition
  Dazhuo Wang, Jianfei Yang*, Wei Cui, Lihua Xie, Sumei Sun
  IEEE Internet of Things Journal, 2022 (IF=10.238)

• IOT-J Multimodal CSI-based Human Activity Recognition using GANs
  Dazhuo Wang, Jianfei Yang*, Wei Cui, Lihua Xie, Sumei Sun
  IEEE Internet of Things Journal, 2021 (IF=10.238)

• AUTOCON Transfer learning enhanced AR spatial registration for facility maintenance management
  Keyu Chen, Jianfei Yang*, Jack CP Cheng, Weiwei Chen, Chun Ting Li
  Automation in Construction (IF=10.571)

• JBE A Deep Region-based Pyramid Neural Network for Automatic Detection and Multi-classification of Various Surface Defects of Aluminum Alloys
  Keyu Chen, Zhaoyang Zeng, Jianfei Yang*
  Journal of Building Engineering, Elsevier (IF=7.144)

• TIP Region attention networks for pose and occlusion robust facial expression recognition
  Kai Wang, Xiaojiang Peng, Jianfei Yang, Debin Meng, Yu Qiao
  IEEE Transactions on Image Processing (IF=11.041)

where * denotes the corresponding author.

Conference Publications

• ICLR Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors
  Jianfei Yang, Xiangyu Peng, Kai Wang, Zheng Zhu, Jiashi Feng, Lihua Xie, Yang You
  The Eleventh International Conference on Learning Representations 2023

• AAAI SEnsor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation
  Yucheng Wang, Yuecong Xu, Jianfei Yang, Zhenghua Chen, Min Wu, Xiaoli Li, Lihua Xie
  Thirty-Seventh AAAI Conference on Artificial Intelligence 2023

• WF-IoT MetaFi: Device-Free Pose Estimation via Commodity WiFi for Metaverse Avatar Simulation
  Jianfei Yang, Yunjiao Zhou, He Huang, Han Zou, Lihua Xie
  IEEE World Forum on Internet of Things 2022

• ECCV Learning Temporal Consistency for Source-Free Video Domain Adaptation
  Yuecong Xu*, Jianfei Yang*, Haozhi Cao, Keyu Wu, Wu Min, Zhenghua Chen
  European Conference on Computer Vision 2022

• ACM-MM Calibrating Class Weights with Multi-Modal Information for Partial Video Domain Adaptation
  Xiyu Wang, Yuecong Xu, Kezhi Mao, Jianfei Yang
  ACM International Conference on Multimedia 2022

• CVPR Global Context with Discrete Diffusion in Vector Quantised Modelling for Image Generation
  Minghui Hu, Yujie Wang, Tat-Jen Cham, Jianfei Yang, P.N.Suganthan
  IEEE International Conference on Computer Vision and Pattern Recognition 2022

• ICCV Partial Video Domain Adaptation with Partial Adversarial Temporal Attentive Network
  Yuecong Xu*, Jianfei Yang*, Haozhi Cao, Zhenghua Chen, Qi Li, Kezhi Mao
  International Conference on Computer Vision 2021 (Oral Presentation, Top 3.4%) [code]

• ACM-MM Towards Realistic Visual Dubbing with Heterogeneous Sources
  Tianyi Xie, Liucheng Liao, Cheng Bi, Benlai Tang, Xiang Yin, Jianfei Yang, Mingjie Wang, Jiali Yao, Yang Zhang, Zejun Ma
  ACM International Conference on Multimedia 2021

• ACL Unsupervised Energy-based Adversarial Domain Adaptation for Cross-domain Text Classification
  Jianfei Yang*, Han Zou*, Xiaojian Wu
  Annual Meeting of the Association for Computational Linguistcs 2021

• IJCAI Deep Reinforcement Learning Boosted Partial Domain Adaptation
  Keyu Wu, Min Wu, Jianfei Yang, Zhenghua Chen, Zhengguo Li, Xiaoli Li
  ACM International Conference on Multimedia 2021

• ECCV Mind the Discriminability: Asymmetric Adversarial Domain Adaptation
  Jianfei Yang, Han Zou, Yuxun Zhou, Zhaoyang Zeng, Lihua Xie
  European Conference on Computer Vision 2020

• CVPR Suppressing Uncertainties for Large-Scale Facial Expression Recognition
  Kai Wang, Xiaojiang Peng, Jianfei Yang, Shijian Lu, Yu Qiao
  IEEE International Conference on Computer Vision and Pattern Recognition 2020 [code]

• CVPR Kervolutional Neural Network
  Chen Wang, Jianfei Yang, Junsong Yuan, Lihua Xie
  IEEE International Conference on Computer Vision and Pattern Recognition 2019 (Oral Presentation, Top 5.6%) [code]

• AAAI Consensus Adversarial Domain Adaptation
  Han Zou, Yuxun Zhou, Jianfei Yang, Costas Spanos
  AAAI Conference on Artificial Intelligence 2019 (Oral Presentation)

• ICMI Deep Recurrent Multi-instance Learning with Spatio-temporal Features for Engagement Intensity Prediction
  Jianfei Yang, Kai Wang, Xiaojiang Peng, Yu Qiao
  ACM International Conference on Multimodal Interaction 2018

• AAAI Wifi-based Human Identification via Convex Tensor Shapelet Learning
  Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas Spanos
  AAAI Conference on Artificial Intelligence 2018 (Oral Presentation)

• MOBICOM WiFi-based Device-free Human Activity Recognition via Automatic Representation Learning
  Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas Spanos
  Annual International Conference on Mobile Computing 2017 (Poster)

where * denotes the co-first authors.

Under Review

• Submission MetaFi++: WiFi-Enabled Transformer-based Human Pose Estimation for Metaverse Avatar Simulation
  Yunjiao Zhou, He Huang, Shenghai Yuan, Han Zou, Lihua Xie, Jianfei Yang
  In Submission

• Submission Self-Supervised Video Representation Learning by Video Incoherence Detection
  Haozhi Cao, Yuecong Xu, Kezhi Mao, Lihua Xie, Jianxiong Yin, Simon See, Qianwen Xu, Jianfei Yang
  In Submission