Long Lan

Long Lan (蓝龙)

State Key Laboratory of High-Performance Computing (HPCL)
School of Computer
National University of Defense Technology

Greetings! I am an Associate Professor with the College of Computer science and technology at the National University of Defense Technology (NUDT).

Research Interests

My research interests mainly lie in designing efficient learning algorithms for real-world computer vision tasks

Visual Object Detection and Tracking (Multi-object Tracking, Video Object Detection)
Person Re-identification
Few Shot learning (Transfer Learning)

News

12/2025, a paper has been accepted by TPAMI
09/2025, congrats to Changcheng, a paper has been accepted by TCSVT
09/2025, two papers have been accepted by NeurIPS
08/2025, congrats to Li Hao, a paper has been accepted by TCSVT
07/2025, congrats to Songyuan, a paper has been accepted by TPAMI
06/2025, congrats to Fengxiang, a paper has been accepted by ICCV
06/2025, congrats to Keliang, a paper has been accepted by TPAMI
05/2025, congrats to Jiayin, a paper has been accepted by PR
04/2025, one paper has been accepted by AIJ
03/2025, congrats to Fengxiang, a paper has been accepted by CVPR
01/2025, congrats to Haotian, a paper has been accepted by ICLR
12/2024, congrats to Haoang, a paper has been accepted by NeurIPS
11/2024, two papers have been accepted by AAAI2025
11/2024, congrats to Fengxiang, a paper has been accepted by IEEE TGRS
09/2024, congrats to Li Hao, a paper has been accepted by IEEE TNNLS
09/2024, congrats to Shuman, our joint paper has been accepted by KAIS
07/2024, congrats to Teng Xiao, our joint paper has been accepted by IEEE IoT
07/2024, congrats to Changcheng, our joint paper has been accepted by MM2024
07/2024, congrats to Teng Xiao, our joint paper has been accepted by MM2024
03/2024, congrats to Jingyi, our joint paper has been accepted by TPAMI
03/2024, congrats to Haoang, our joint paper has been accepted by IJCV
02/2024, congrats to Huayue, our joint paper has been accepted by CVIU
02/2024, congrats to Huayue, our joint paper has been accepted by Neural Networks

Selected Journal Publications

Continuous Review and Timely Correction: Enhancing the Resistance to Noisy Labels via Self-Not-True and Class-Wise Distillation.
Long Lan, Jingyi Wang, Xinhao Wu, Bo Han, Xinwang Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI2025).
From Concrete to Abstract: Multi-view Clustering on Relational Knowledge.
Ke Liang, Lingyuan Meng, Hao Li, Jun Wang, Long Lan*, Miaomiao Li, Xinwang Liu, Huaimin Wang
IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI2025).
WildVideo: Benchmarking LMMs for Understanding Video-Language Interaction.
Songyuan Yang, Weijiang Yu, Wenjing Yang, Xinwang Liu, Huibin Tan, and Long Lan*, Nong Xiao
IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI2025).
NT-FAN: A Simple yet Effective Noise-tolerant Few-shot Adaptation Network.
Wenjing Yang, Haoang Chi, Yibin Zhan, Bowen Hu, Xiaoguang Ren, Dapeng Tao, Long Lan*
Artificial Intelligence (AIJ2025).
Tackling Noisy Labels with Network Parameter Additive Decomposition.
Wang, jingyi, Xiaobo Xia, Long Lan*, Xinghao Wu, Jun Yu, Wenjing Yang, and Bo Han, Tongliang, Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI2024).
Does Confusion really Hurt Novel Class Discovery?
Chi, Haoang, Yang Wenjing, Liu Feng, Lan Long*, Qin Tao, Han, Bo
International Journal of Computer Vision (IJCV2024).
Learning to Purification for Unsupervised Person Re-identification.
Long Lan, Xiao Teng, Jing Zhang, Xiang Zhang, Dacheng Tao
IEEE Transactions on Image Processing (T-IP2023).
STFormer: Spatial-Temporal-Aware Transformer for Video Instance Segmentation..
Hao Li, Wei Wang, Mengzhu Wang, Huibin Tan, Long Lan*, Zhigang Luo, Xinwang Liu, and Kenli Li
IEEE Transactions on Neural Networks and Learning Systems.(T-NNLS2024).
Highly Efficient Active Learning with Tracklet-aware Co-cooperative Annotators for Person Re-Identification.
Xiao Teng, Long Lan*, Jing Zhao, Xueqiong Li, Yuhua Tang
IEEE Transactions on Neural Networks and Learning Systems. (T-NNLS2023).
Local-to-Global Deep Clustering on ApproximateUniform Manifold.
Tuo Wang, Xiang Zhang, Long Lan*, Zhigang Luo
IEEE Transactions on Knowledge and Data Engineering (T-KDE2023).
Online Multiple-Pedestrian Tracking With Detection-Pair-Based Graph Convolutional Networks.
Weijiang Feng, Long Lan*, Michael Buro, Zhigang Luo
IEEE Internet of Things Journal (IoTJ2022).
Nocal-siam: Refining visual features and response with advanced non-local blocks for real-time siamese tracking.
Huibin Tan, Xiang Zhang, Zhipeng Zhang, Long Lan*, Wenju Zhang, Zhigang Luo
IEEE Transactions on Image Processing (T-IP2021).
Semi-online Multi-people Tracking by Re-identification.
Long Lan, Xinchao Wang, Gang Hua, Thomas S Huang, Dacheng Tao
International Journal of Computer Vision (IJCV2020).
Label Propagation Non-negative Matrix Factorization for Clustering.
Long Lan, Tongliang Liu, Xiang Zhang, Chuanfu Xu, Zhigang Luo
IEEE Transactions on Knowledge and Data Engineering (T-KDE2020).
Near-Online Multi-pedestrian Tracking via Combining Multiple Consistent Appearance Cues.
Weijiang Feng, Long Lan*, Yong Luo, Yue Yu, Xiang Zhang, Zhigang Luo
IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT2020).
Interacting Tracklets for Multi-object Tracking.
Long Lan, Xinchao Wang, Shiliang Zhang, Dacheng Tao, Wen Gao, Thomas S Huang
IEEE Transactions on Image Processing (T-IP), 27(9): 4585-4597, 2018.

See the full list here.

Selected Conference Publications

Harnessing Massive Satellite Imagery with Efficient Masked Image Modeling.
Fengxiang Wang, Hongzhen Wang, Di Wang, Zonghao Guo, Zhenyu Zhong, Long Lan, Wenjing Yang, Jing Zhang
In ICCV2025
Enhancing unsupervised visible-infrared person re-identification with bidirectional-consistency gradual matching.
Xiao Teng, Xinyu Shen, Kele Xu, Long Lan
In MM2024
Mambatrack: a simple baseline for multiple object tracking with state space model.
Changcheng Xiao, Qiong Cao, Zhigng Luo, Long Lan
In MM2024
Relieving universal label noise for unsupervised visible-infrared person re-identification by inferring from neighbors.
Xiao Teng, Long Lan, Dingyao Chen, Kele Xu, Nan Yin
In AAAI2024
Scaling Few-Shot Learning for the Open World.
Zhipeng, Lin, Wenjing Yang, Haotian Wang, Haoang Chi, Long Lan, and Ji Wang
In AAAI2024
Learning to Learn Better Visual Prompts.
Fengxiang, Wang, Wanrong Huang, Shaowu Yang, Fan Qi, and Long Lan
In AAAI2024
Semantics-Enriched Cross-Modal Alignment for Complex-Query Video Moment Retrieval.
Xingyu Shen, Xiang Zhang, Xun Yang, Yibing Zhan, Long Lan, Jianfeng Dong, Hongzhou Wu
In ACM MM2023
Null-text guidance in diffusion models is secretly a cartoon-style creator.
Jing Zhao, Heliang Zheng, Chaoyue Wang, Long Lan, Wanrong Huang, Wenjing Yang
In ICCV2023
Bilateral Dependency Optimization: Defending Against Model-inversion Attacks.
Xiong Peng, Feng Liu, Jingfeng Zhang, Long Lan, Junjie Ye, Tongliang Liu, Bo Han
In ACM SIGKDD2022
Meta discovery: Learning to discover novel classes given very limited data.
Haoang Chi, Feng Liu, Wenjing Yang, Long Lan, Tongliang Liu, Bo Han, Gang Niu, Mingyuan Zhou, Masashi Sugiyama
In ICLR2021 : 2534-2538.
TOHAN: A One-step Approach towards Few-shot Hypothesis Adaptation.
Haoang Chi, Feng Liu, Wenjing Yang, Long Lan, Tongliang Liu, Bo Han, William Cheung, James Kwok
In NeurIPS2021 :3025-3030.
Online Multi-Object Tracking by Quadratic Pseudo-Boolean Optimization.
Long Lan, Dacheng Tao, Chen Gong, Naiyang Guan, Zhigang Luo
In IJCAI: 3396-3402.
Activity Recognition in Still Images with Transductive Non-negative Matrix Factorization.
Naiyang Guan, Dacheng Tao, Long Lan, Zhigang Luo, Xuejun Yang
In ECCV workshop (ECCV-2014 Best Paper Award): 802-817.

See the full list here.

Academic service

Editorial Board

Pattern Recognition
Neural Networks
The Visual Computer

Area Chair

ICLR, IJCAI, AAAI, ICME

Awards (Chinese)

中国图象图形学学会自然科学二等奖2025（1/5）
湖南省芙蓉计划青年人才2025
湖南省优秀博士论文奖2020
国防科大青年科技创新奖2021