2008、2011年本科、硕士毕业于兰州大学，2011-2015国家公派，在日本北海道大学获工学博士学位。

2015年至今，在南航计算机学院的模式分析与机器智能（工信部）重点实验室从事计算机视觉、机器学习、跨模态人机交互理论与应用研究。

2015、2017、2019、2024年先后在日本产业技术综合研究院（AIST）、英国莱斯特大学、澳大利亚西澳大学和香港中文大学访问并开展合作研究。

任SCI期刊 The Visual Computer 副主编，Journal of Intelligent Construction 青年编委，ACM Computer Vision for Spatial User Interface Workshop'23 主席，中国机器学习及其应用研讨会MLA'21组委会共同主席，中国计算机学会CCF高级会员。

主持国防专项2项、国家自然科学基金2项、江苏省前沿引领技术重大项目课题、江苏省自然科学基金、中国博士后基金、深圳市基础研究计划项目等；作为主要成员承担国家重点研发计划、国家自然基金联合基金、工信部前瞻布局、江苏省科技成果转化重大创新项目等。承担上海卫星工程研究所、中科院西安光机所、中科院上海技术物理所、中国工程物理研究院、阿里、华为、南瑞、日立等课题。

以第一或通信作者在TPAMI、IJCV、TIP、TMM、TNNLS、TGRS、PR、中国科学-信息科学、航空学报、ICCV、ECCV、AAAI、IJCAI等领域权威期刊和国际会议发表学术论文60余篇，授权中、美、日发明专利20余项，实现专利成果转化2项，出版学术专著1部。详见【Google scholar】【研究组Github】

获2024江苏省科学技术二等奖，2023江苏省信息技术应用学会-科学技术二等奖，2023中国高校计算机大赛智能交互创新赛优秀指导教师，2022日内瓦国际发明展金奖，2021中国生物特征识别大会-杰出贡献奖，2021教育部-华为“智能基座”栋梁之师 ， 2019中国“软件杯”优秀指导教师，2013 International Symposium on Optomechatronic Technology最佳论文奖 ，2013日本北海道大学优秀研究奖等。

欢迎研究生和本科同学加入研究组，一起做有意义的、有趣的研究。大课题组常年招聘科研博后。

邮箱：liangdong@nuaa.edu.cn

为学生配备合作导师。 定期组织开展国内外学术交流，如AAAI'25 (费城)、ECCV'24 (米兰)、ICCV'23 (巴黎)、IJCAI'23 (澳门)、ISMAR'23 (悉尼)、ICASSP'19 (布莱顿)、ICIP'19 (台北)等。毕业生就职于华为、中电科、中国航天科技集团、商汤、思谋、阿里、海康、荣耀、地平线、浪潮、交通银行、招商银行、涟漪科技、成飞等。

部分期刊论文 (Journal Papers)

Aesthetics-guided Low-light Enhancement

Dong Liang, Yuanhang Gao, Ling Li, Zhengyan Xu, Sheng-Jun Huang, Songcan Chen

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2025

Image Lens Flare Removal Using Adversarial Curve Learning

Yuyan Zhou, Dong Liang*, Songcan Chen, Sheng-Jun Huang

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2025

PIE: Physics-Inspired Low-Light Enhancement

Dong Liang*, Zhengyan Xu, Ling Li, Mingqiang Wei, Songcan Chen

International Journal of Computer Vision (IJCV) 2024

Diffusion-Noise-based Augmentation for Long-Tailed Remote Sensing Image Classification

Qianqian Wang, Haibo Ye, Dong Liang, Sheng-Jun Huang

IEEE Transactions on Geoscience and Remote Sensing  2025

Handling Noisy Annotation for Remote Sensing Semantic Segmentation via Boundary-aware Knowledge Distillation

Yue Sun, Dong Liang*, Shaoyuan Li, Songcan Chen, Sheng-Jun Huang

IEEE Transactions on Geoscience and Remote Sensing 2025

E2GO: Free Your Hands for Smartphone Interaction

Shaoming Yan, Yuanliang Ju, Rong Quan, Huawei Tu, Dong Liang*

International Journal of Human–Computer Interaction 2025

Relative Difficulty Distillation for Semantic Segmentation

Dong Liang, Yue Sun, Yun Du, Songcan Chen, Sheng-Jun Huang

SCIENCE CHINA Information Sciences 2024

Fine-grained Recognition via Submodular Optimization Regulated Progressive Training

Bin Kang, Songlin Du, Dong Liang, Fan Wu, Xin Li

Pattern Recognition 2024

eViTBins: Edge-Enhanced Vision-Transformer Bins for Monocular Depth Estimation on Edge Devices

Yutong She, Peng Li, Mingqiang Wei, Dong Liang, Yiping Chen, Haoran Xie, Fu Lee Wang

IEEE Transactions on Intelligent Transportation Systems 2024

RT-less: A Multi-scene RGB Dataset for 6D Pose Estimation of Reflective Texture-less Objects

Xinyue Zhao, Quanzhi Li, Yue Chao, Quanyou Wang, Zaixing He, Dong Liang

The Visual Computer 2024

Low-FaceNet: Face Recognition-driven Low-light Image Enhancement

Yihua Fan, Yongzhen Wang, Dong Liang

IEEE Transactions on Instrumentation and Measurement 2024

CPRNC: Channels Pruning via Reverse Neuron Crowding for Model Compression

Pingfan Wu, Hengyi Huang, Han Sun, Dong Liang，Ningzhong Liu

Computer Vision and Image Understanding 2024

Contactless Palmprint Image Recognition Across Smartphones With Self-Paced CycleGAN

Qi Zhu, Guangnan Xin, Lunke Fei, Dong Liang, Zheng Zhang, Daoqiang Zhang, David Zhang

IEEE Transactions on Information Forensics and Security 2023

CrossNet: Cross-scene Background Subtraction Network via 3D Optical Flow

Dong Liang, Dong Zhang, Qiong Wang, Zongqi Wei, Liyan Zhang

IEEE Transactions on Multimedia 2023

Learning Rules in Spiking Neural Networks: A Survey

Zexiang Yi, Jing Lian, Qidong Liu, Hegui Zhu, Dong Liang, Jizhao Liu

Neurocomputing 2023

MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection

Dong Liang, Jing-Wei Zhang, Ying-Peng Tang, Sheng-Jun Huang

IEEE Transactions on Geoscience and Remote Sensing 2023

Anchor Retouching via Model Interaction for Robust Object Detection in Aerial Images

Dong Liang, Qixiang Geng, Zongqi Wei, Dmitry A Vorontsov, Ekaterina L Kim, Mingqiang Wei, Huiyu Zhou

IEEE Transactions on Geoscience and Remote Sensing 2022

Learning Calibrated-guidance for Object Detection in Aerial Images

Zongqi Wei, Dong Liang*, Dong Zhang, Liyan Zhang, Qixiang Geng, Mingqiang Wei, Huiyu Zhou

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2022

Inferred Box Harmonization and Aggregation for Degraded Face Detection in Crowds

Dong Liang, Qixiang Geng, Han Sun, Huiyu Zhou, Shun’ichi Kaneko

Multimedia Tools and Applications 2022

Robust RGB-T Tracking via Graph Attention-Based Bilinear Pooling

Bin Kang, Dong Liang*, Junxi Mei, Xiaoyang Tan, Quan Zhou, Dengyin Zhang

IEEE Transactions on Neural Networks and Learning Systems 2022

Cross-scene Foreground Segmentation with Supervised and Unsupervised Model Communication

Dong Liang, Bin Kang, Xinyu Liu, Pan Gao, Xiaoyang Tan, Shun’ichi Kaneko

Pattern Recognition 2021

Robust Defect Detection in 2D Images Printed on 3D Micro-textured Surfaces by Multiple Paired Pixel Consistency in Orientation Codes

Sheng Xiang, Dong Liang, Shun'ichi Kaneko, Hirokazu Asano

IET Image Processing 2020

Robust Visual Tracking via Nonlocal Regularized Multi-view Sparse Representation

Bin Kang, Wei-Ping Zhu, Dong Liang*, Mingkai Chen

Pattern Recognition 2019

Grayscale-thermal Tracking via Inverse Sparse Representation-based Collaborative Encoding

Bin Kang, Dong Liang*, Wan Ding, Huiyu Zhou, Wei-Ping Zhu

IEEE Transactions on Image Processing 2019

Foreground Detection Based on Co-occurrence Background Model with Hypothesis on Degradation Modification in Dynamic Scenes

Wenjun Zhou, Shun’ichi Kaneko, Manabu Hashimoto, Yutaka Satoh, Dong Liang

Signal Processing 2019

Texture-Distortion-Constrained Joint Source-channel Coding of Multi-view Video Plus Depth-based 3D Video

Pan Gao, Wei Xiang, Dong Liang

IEEE Transactions on Circuits and Systems for Video Technology 2018

Co-occurrence Probability-based Pixel Pairs Background Model for Robust Object Detection in Dynamic Scenes

Dong Liang, Manabu Hashimoto, Kenji Iwata, Xinyue Zhao

Pattern Recognition 2015

Robust Pedestrian Detection in Thermal Infrared Imagery Using a Shape Distribution Histogram Feature and Modified Sparse Representation Classification

Xinyue Zhao, Zaixing He, Shuyou Zhang, Dong Liang

Pattern Recognition 2015

部分国际会议论文 (Conference Papers)

InterGSEdit: Interactive 3D Gaussian Splatting Editing with 3D Geometry-Consistent Attention Prior

Minghao Wen, Shengjie Wu, Kangkan Wang*, Dong Liang*

ICCV 2025 (Accepted)

LoD: Loss-difference OOD Detection by Intentionally Label-Noisifying Unlabeled Wild Data

Chuanxing Geng, Qifei Li, Xinrui Wang, Dong Liang, Songcan Chen, Pong C. Yuen

IJCAI 2025 (Accepted)

StructSR: Refuse Spurious Details in Real-World Image Super-Resolution

Yachao Li, Dong Liang*, Tianyu Ding, Sheng-Jun Huang

AAAI 2025 (Accepted)

Pathformer3D: A 3D Scanpath Transformer for 360° Images

Rong Quan, Yantao Lai, Mengyu Qiu, Dong Liang*

ECCV 2024

Visual ScanPath Transformer: Guiding Computers to See the World

Mengyu Qiu, Quan Rong, Dong Liang*, Huawei Tu

ISMAR 2023

Improving Lens Flare Removal with General-Purpose Pipeline and Multiple Light Sources Recovery

Yuyan Zhou, Dong Liang*, Songcan Chen, Sheng-Jun Huang, Shuo Yang

ICCV 2023

ALL-E: Aesthetics-guided Low-light Image Enhancement

Ling Li, Dong Liang*, Yuanhang Gao, Sheng-Jun Huang, Songcan Chen

IJCAI 2023

Semantically Contrastive Learning for Low-light Image Enhancement

Dong Liang, Ling Li, Mingqiang Wei, Shuo Yang, Liyan Zhang, Wenhan Yang, Yun Du, Huiyu Zhou

AAAI 2022

I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection

Hongwei Zhu, Peng Li, Haoran Xie, Xuefeng Yan, Dong Liang, Dapeng Chen, Mingqiang Wei, Jing Qin

AAAI 2022

More Than Accuracy: An Empirical Study of Consistency Between Performance and Interpretability

Yun Du, Dong Liang*, Rong Quan, Songlin Du, Yaping Yan

PRICAI 2022

Dense Face Detection via High-level Context Mining

Qixiang Geng, Dong Liang*, Huiyu Zhou, Liyan Zhang, Han Sun, Ningzhong Liu

FG 2021