Welcome to our Homepage!

We are one of the research groups in MIIT Key Laboratory of Pattern Analysis and Machine Intelligence, College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics. Our group is under the research guidance of Dr. Dong Liang (梁栋). Our research interests include computer vision, machine learning, pattern recognition, computational photography, and human-computer interaction theory and application systems.

我们是南京航空航天大学计算机科学与技术学院模式分析与机器智能（工信部）重点实验室的研究小组之一。我们在梁栋老师的指导下，研究人工智能、计算摄影以及人机交互理论及其交叉应用系统。

Members

Yun Du (杜云)，Ling Li (李铃)，Biaoyi Xu (徐标异)，Mengyu Qiu (仇梦雨)， Jingwei Zhang (张婧炜)，Yachao Li (李雅超)，Yue Sun (孙悦) ， Yuanhang Gao (高远航)，Zhengyan Xu (徐峥岩)，Siyi Chen (陈思懿)， Yuyan Zhou (周预演)，Yuanliang Ju (鞠沅良)，Shaoming Yan (颜劭铭)

Alumni:

Zongqi Wei (魏宗琪), Qixiang Geng (耿其祥), Xinyu Liu (刘昕宇), Fei Xue (薛飞), Sai Gao (高赛), Jiaxing Pan (潘家兴), Tianpeng Wu (吴天鹏)

Call for paper

Workshop at the ACM Spatial User Interaction conference 2023 -- Computer Vision for Spatial User Interaction （CvSUI 2023）Call for Paper

Selected Publications:

Visual ScanPath Transformer: Guiding Computers to See the World
ISMAR 2023 (Accepted)
Mengyu Qiu, Quan Rong, Dong Liang, Huawei Tu
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Improving Lens Flare Removal with General-Purpose Pipeline and Multiple Light Sources Recovery
ICCV 2023 (Accepted)
Yuyan Zhou, Dong Liang, Songcan Chen, Sheng-Jun Huang, Shuo Yang
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ALL-E: Aesthetics-guided Low-light Image Enhancement
The 32nd International Joint Conference on Artificial Intelligence (IJCAI-23)(Accepted)
Ling Li, Dong Liang, Yuanhang Gao, Sheng-Jun Huang, Songcan Chen
PDF | Project Page | Code

CrossNet: Cross-scene background subtraction network via 3D optical flow
IEEE Transactions on Multimedia (in press) 2023
Dong Liang, Dong Zhang, Qiong Wang, Zongqi Wei, Liyan Zhang.
PDF | Bibtex | Code

Search By Image: Deeply Exploring Beneficial Features for Beauty Product Retrieval
arXiv preprint arXiv:2303.14075 2023
Mingqiang Wei, Qian Sun, Haoran Xie, Dong Liang, Fu Lee Wang.
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Learning rules in spiking neural networks: A survey
Neurocomputing 2023
Zexiang Yi, Jing Lian, Qidong Liu, Hegui Zhu, Dong Liang, Jizhao Liu.
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MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection
IEEE Transactions on Geoscience and Remote Sensing 2023
Dong Liang, Jing-Wei Zhang, Ying-Peng Tang, Sheng-Jun Huang
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Semantically Contrastive Learning for Low-light Image Enhancement
AAAI 2022
Dong Liang, Ling Li, Mingqiang Wei, Shuo Yang, Liyan Zhang, Wenhan Yang, Yun Du, Huiyu Zhou
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Anchor Retouching via Model Interaction for Robust Object Detection in Aerial Images
IEEE Transactions on Geoscience and Remote Sensing 2022
Dong Liang, Qixiang Geng, Zongqi Wei, Dmitry A Vorontsov, Ekaterina L Kim, Mingqiang Wei, Huiyu Zhou
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Learning calibrated-guidance for object detection in aerial images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2022
Zongqi Wei, Dong Liang, Dong Zhang, Liyan Zhang, Qixiang Geng, Mingqiang Wei, Huiyu Zhou
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More Than Accuracy: An Empirical Study of Consistency Between Performance and Interpretability
PRICAI 2022
Yun Du, Dong Liang, Rong Quan, Songlin Du, Yaping Yan .
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Inferred box harmonization and aggregation for degraded face detection in crowds
Multimedia Tools and Applications, 2022
Dong Liang, Qixiang Geng, Han Sun, Huiyu Zhou, Shun’ichi Kaneko.
PDF | Code | Dataset | Bibtex

Robust RGB-T Tracking via Graph Attention-Based Bilinear Pooling
IEEE Transactions on Neural Networks and Learning Systems 2022
Bin Kang, Dong Liang, Junxi Mei, Xiaoyang Tan, Quan Zhou, Dengyin Zhang
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I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection
AAAI 2022
Hongwei Zhu, Peng Li, Haoran Xie, Xuefeng Yan, Dong Liang, Dapeng Chen, Mingqiang Wei, Jing Qin
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GlassNet: Label Decoupling‐based Three‐stream Neural Network for Robust Image Glass Detection
Computer Graphics Forum 2022
Chengyu Zheng, Ding Shi, Xuefeng Yan, Dong Liang, Mingqiang Wei, Xin Yang, Yanwen Guo, Haoran Xie
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Unsupervised inner-point-pairs model for unseen-scene and online moving object detection
The Visual Computer 2022
Xinyue Zhao, Guangli Wang, Zaixing He, Dong Liang, Shuyou Zhang, Jianrong Tan
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An Effectively Finite-Tailed Updating for Multiple Object Tracking in Crowd Scenes
Applied Sciences 2022
Biaoyi Xu, Dong Liang, Ling Li, Rong Quan, Mingguang Zhang
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Dense Face Detection via High-level Context Mining
FG 2021
Qixiang Geng, Dong Liang, Huiyu Zhou, Liyan Zhang, Han Sun, Ningzhong Liu
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Cross-scene foreground segmentation with supervised and unsupervised model communication
Pattern Recognition 2021
Dong Liang, Bin Kang, Xinyu Liu, Pan Gao, Xiaoyang Tan, Shun’ichi Kaneko
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Robust Cross-Scene Foreground Segmentation in Surveillance Video
ICME 2021
Dong Liang, Zongqi Wei, Han Sun, Huiyu Zhou
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Nlkd: using coarse annotations for semantic segmentation based on knowledge distillation
ICASSP 2021
Dong Liang, Yun Du, Han Sun, Liyan Zhang, Ningzhong Liu, Mingqiang Wei
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A Hard Example Mining Approach for Concealed Multi-Object Detection of Active Terahertz Image
Applied Sciences 2021
Ling Li, Fei Xue, Dong Liang, Xiaofei Chen
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Robust defect detection in 2D images printed on 3D micro‐textured surfaces by multiple paired pixel consistency in orientation codes
IET Image Processing 2020
Sheng Xiang, Dong Liang, Shun'ichi Kaneko, Hirokazu Asano
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Coarse-to-fine Foreground Segmentation based on Co-occurrence Pixel-Block and Spatio-Temporal Attention Model
ICPR 2020
Dong Liang, Xinyu Liu
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Robust visual tracking via nonlocal regularized multi-view sparse representation
Pattern Recognition 2019
Bin Kang, Wei-Ping Zhu, Dong Liang, Mingkai Chen
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Grayscale-thermal tracking via inverse sparse representation-based collaborative encoding
IEEE Transactions on Image Processing 2019
Bin Kang, Dong Liang, Wan Ding, Huiyu Zhou, Wei-Ping Zhu
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Foreground detection based on co-occurrence background model with hypothesis on degradation modification in dynamic scenes
Signal Processing 2019
Wenjun Zhou, Shun’ichi Kaneko, Manabu Hashimoto, Yutaka Satoh, Dong Liang
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Context-anchors for hybrid resolution face detection
ICIP 2019
Tianpeng Wu, Dong Liang, Jiaxing Pan, Shun’ichi Kaneko
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Score-specific non-maximum suppression and coexistence prior for multi-scale face detection
ICASSP 2019
Tianpeng Wu, Dong Liang, Jiaxing Pan, Han Sun, Bin Kang, Shun’ichi Kaneko, Huiyu Zhou
PDF| Code | Bibtex

Concealed object segmentation in terahertz imaging via adversarial learning
Optik 2019
Dong Liang, Jiaxing Pan, Yang Yu, Huiyu Zhou
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Texture-Distortion-Constrained joint source-channel coding of multi-view video plus depth-based 3D video
IEEE Transactions on Circuits and Systems for Video Technology 2018
Pan Gao, Wei Xiang, Dong Liang
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Adaptive local spatial modeling for online change detection under abrupt dynamic background
ICIP 2017
Dong Liang, Shun'ichi Kaneko, Han Sun, Bin Kang
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Holistic crowd interaction modelling for anomaly detection
CCBR 2017
Jiaxing Pan, Dong Liang
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Co-occurrence probability-based pixel pairs background model for robust object detection in dynamic scenes
Pattern Recognition 2015
Dong Liang, Manabu Hashimoto, Kenji Iwata, Xinyue Zhao
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Robust pedestrian detection in thermal infrared imagery using a shape distribution histogram feature and modified sparse representation classification
Pattern Recognition 2015
Xinyue Zhao, Zaixing He, Shuyou Zhang, Dong Liang
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Co-occurrence-based adaptive background model for robust object detection
AVSS 2013
Dong Liang, Shun'ichi Kaneko, Manabu Hashimoto, Kenji Iwatao, Xinyue Zhao, Yutaka Satoh
PDF | Bibtex