Selected Publications

The full publication list is available on Google Scholar. * denotes equal contribution, and † denotes the corresponding author.

2026

• SeS-CLIP: A CLIP-based model for semi-supervised Video Anomaly Detection
  Shiyu Zhang, Cheng Yan, Wenjun Wang, Lei Zhou
  Pattern Recognition, 2026.
  [Paper]


• CSGen: A Multi-Domain Curvilinear Structure Generation Model via Hierarchical Multimodal Diffusion
  Zhe Shan, Ziming Yang, Lei Zhou†, Wenwen Zhang, Cong Lin, Xia Xie†
  ACM International Conference on Multimedia (ACM MM), 2026.
  [Paper]


• SCRNet: A spatial-channel reconstruction network for multi-task pineapple detection and a novel pineapple dataset
  Songwei Lian, Zhe Shan, Ziming Yang, Lei Zhou†, Cong Lin†
  Expert Systems with Applications, 2026.
  [Paper]


• Let Your Image Move with Your Motion!--Implicit Multi-Object Multi-Motion Transfer
  Yuze Li, Dong Gong, Xiao Cao, Junchao Yuan, Dongsheng Li, Lei Zhou, Yun Sing Koh, Cheng Yan, Xinyu Zhang
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
  [Paper]


• CZSRSSC: Continual Zero-Shot Remote Sensing Scene Classification
  Zhaohui Xu, Lei Zhou†, Zhenchang Xia, Zhe Shan, Wenwen Zhang, Chuanqiu Ren, Xia Xie†
  IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026.
  [Paper]



2025

• Learning Visual Proxy for Compositional Zero-Shot Learning
  Shiyu Zhang, Cheng Yan, Yang Liu, Chenchen Jing, Lei Zhou, Wenjun Wang
  Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2025.
  [Paper]


• Non-Registration Change Detection: A Novel Change Detection Task and Benchmark Dataset
  Zhe Shan, Lei Zhou†, Liu Mao, Shaofan Chen, Chuanqiu Ren, Xia Xie†
  IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2025.
  [Paper]


• ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object
  Zhe Shan, Yang Liu, Lei Zhou†, Cheng Yan, Heng Wang, Xia Xie†
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025.
  [Paper]



2024

• Learning Adversarial Semantic Embeddings for Zero-Shot Recognition in Open Worlds
  Tianqi Li, Guansong Pang, Xiao Bai, Jin Zheng, Lei Zhou, Xin Ning
  Pattern Recognition, 2024.
  [Paper]


• SMTCNN: A Global Spatio-Temporal Texture Convolutional Neural Network for 3D Dynamic Texture Recognition
  Liangliang Wang*, Lei Zhou*, Peidong Liang, Ke Wang, Lianzheng Ge
  Image and Vision Computing, 2024.
  [Paper]



2023

• Attribute Subspaces for Zero-Shot Learning
  Lei Zhou*, Yang Liu*, Xiao Bai, Na Li, Xiaohan Yu, Jun Zhou, Edwin R Hancock
  Pattern Recognition, 2023.
  [Paper]


• Information Bottleneck and Selective Noise Supervision for Zero-Shot Learning
  Lei Zhou*, Yang Liu*, Pengcheng Zhang, Xiao Bai, Lin Gu, Jun Zhou, Yazhou Yao, Tatsuya Harada, Jin Zheng, Edwin Hancock
  Machine Learning, 2023.
  [Paper]


• Aerial Image Recognition in Discriminative Bi-Transformer
  Yichen Zhao, Yaxiong Chen, Xiongbo Lu, Lei Zhou, Shengwu Xiong
  Signal Processing, 2023.
  [Paper]



2022 and Earlier

• Learning Prototype via Placeholder for Zero-Shot Recognition
  Zaiquan Yang, Yang Liu, Wenjia Xu, Chong Huang, Lei Zhou, Chao Tong
  Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence (IJCAI), 2022.
  [Paper]


• Where to Focus: Investigating Hierarchical Attention Relationships for Fine-Grained Visual Classification
  Yang Liu*, Lei Zhou*, Pengcheng Zhang, Xiao Bai, Lin Gu, Xiaohan Yu, Jun Zhou, Edwin R Hancock
  European Conference on Computer Vision (ECCV), 2022.
  [Paper]


• Goal-Oriented Gaze Estimation for Zero-Shot Learning
  Yang Liu*, Lei Zhou*, Xiao Bai, Yifei Huang, Lin Gu, Jun Zhou, Tatsuya Harada
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
  [Paper]


• Learning Binary Code for Fast Nearest Subspace Search
  Lei Zhou, Xiao Bai, Xianglong Liu, Jun Zhou, Edwin R Hancock
  Pattern Recognition, 2020.
  [Paper]


• Subspace Structure-Regularized Nonnegative Matrix Factorization for Hyperspectral Unmixing
  Lei Zhou, Xueni Zhang, Jianbo Wang, Xiao Bai, Lei Tong, Liang Zhang, Jun Zhou, Edwin R Hancock
  IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020.
  [Paper]


• Latent Distribution-Preserving Deep Subspace Clustering
  Lei Zhou, Xiao Bai, Dong Wang, Xianglong Liu, Jun Zhou, Edwin R Hancock
  Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence (IJCAI), 2019.
  [Paper]


• Deep Supervised Hashing Using Symmetric Relative Entropy
  Xueni Zhang*, Lei Zhou*, Xiao Bai, Xiushu Luan, Jie Luo, Edwin R Hancock
  Pattern Recognition Letters, 2019.
  [Paper]


• Binary Coding by Matrix Classifier for Efficient Subspace Retrieval
  Lei Zhou, Xiao Bai, Xianglong Liu, Jun Zhou
  Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval (ICMR), 2018.
  [Paper]