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RESEARCHES

Low-level Vision

Image Restoration (including JPEG, Blurring, SR, White Noise, Haze)

2D Perception

Image/Video Understanding and Analysis (including Semantic Segmentation of Ultra-high Resolution Image, Cross-modality Person Re-Identification, Image/Video Anomaly Detection)

3D Perception

3D Point Cloud Analysis (including Shape Recognition, Semantic Segmentation of Indoor Scenes, Semantic Segmentation and Detection of Large-scale Point Cloud for Autonomous Driving)

NEWS

  • 2024-2

    Paper Accept!

    Congratulations! 4 papers have been accepted by CVPR 2024!

  • 2024-1

    Paper Accept!

    Congratulations! 1 paper has been accepted by ICLR 2024 (Spotlight)!

  • 2023-12

    Paper Accept!

    Congratulations! 1 paper has been accepted by TPAMI 2024!

  • 2023-3

    Paper Accept!

    Congratulations! 3 papers have been accepted by CVPR 2023!

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PAPERS



RECENT REPRESENTATIVE TOP-LEVEL CONFERENCE PAPERS:

New Building a Strong Pre-Training Baseline for Universal 3D Large-Scale Perception

Haoming Chen, Zhizhong Zhang#, Yanyun Qu, Ruixin Zhang, Xin Tan, Yuan Xie*

CVPR, 2024

[pdf] [code]

New COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy Prediction

Qihang Ma#, Xin Tan#, Yanyun Qu, Lizhuang Ma, Zhizhong Zhang*, Yuan Xie

CVPR, 2024

[pdf] [code]

New Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer

Zhen Zhao, Jingqun Tang, Chunhui Lin, Binghong Wu, Can Huang, Hao Liu, Xin Tan, Zhizhong Zhang*, Yuan Xie

CVPR, 2024

[pdf] [code]

New PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection

Xiaofan Li, Zhizhong Zhang, Xin Tan*, Yanyun Qu, Chengwei Chen, Yuan Xie, Lizhuang Ma

CVPR, 2024

[pdf] [code]

New Prompt Gradient Projection for Continual Learning

Jingyang Qiao#, Zhizhong Zhang#, Xin Tan, Chengwei Chen, Yanyun Qu, Yong Peng, Yuan Xie*

ICLR, 2024 (Spotlight)

[pdf] [code] [project]

New Learning Task-Aware Language-Image Representation for Class-Incremental Object Detection

Hongquan Zhang, Bin-Bin Gao, Yi Zeng, Xudong Tian, Xin Tan, Zhizhong Zhang*, Yanyun Qu, Jun Liu, Yuan Xie

AAAI, 2024

[pdf]

New Beyond the Label Itself: Latent Labels Enhance Semi-supervised Point Cloud Panoptic Segmentation

Yujun Chen, Xin Tan*, Zhizhong Zhang, Yanyun Qu, Yuan Xie

AAAI, 2024

[pdf]

New SkipDiff: Adaptive Skip Diffusion Model for High-Fidelity Perception Image Super-resolution

Xiaotong Luo, Yuan Xie, Yanyun Qu*, Yun Fu

AAAI, 2024

[pdf]

New CLIP-guided Federated Learning on Heterogeneity and Long-Tailed Data

Jiangming Shi, Shanshan Zheng, Xiangbo Yin, Yang Lu, Yuan Xie, Yanyun Qu*

AAAI, 2024

[pdf] [code]

New Learning Re-sampling Methods with Parameter Attribution for Image Super-resolution

Xiaotong Luo, Yuan Xie, Yanyun Qu*

NeurIPS, 2023

[pdf]

Rethinking Gradient Projection Continual Learning: Stability/Plasticity Feature Space Decoupling

Zhen Zhao, Zhizhong Zhang*, Xin Tan, Jun Liu, Yanyun Qu, Yuan Xie*, Lizhuang Ma

CVPR, 2023

[pdf]

Multi-Centroid Task Descriptor for Dynamic Class Incremental Inference

Tenghao Cai, Zhizhong Zhang*, Xin Tan, Yanyun Qu, Guannan Jiang, Chengjie Wang, Yuan Xie*

CVPR, 2023

[pdf]

Memory-friendly Scalable Super-resolution via Rewinding Lottery Ticket Hypothesis

Jin Lin, Xiaotong Luo, Ming Hong, Yanyun Qu, Yuan Xie, Zongze Wu

CVPR, 2023

[pdf]

Weakly Supervised 3D Segmentation via Receptive-driven Pseudo Label Consistency and Structural Consistency

Yuxiang Lan, Yachao Zhang, Yanyun Qu*, Cong Wang, Yuan Xie*, Zongze Wu

AAAI, 2023

[pdf]

High-Resolution GAN Inversion for Degraded Images in Large Diverse Datasets

Yanbo Wang, Chuming Lin, Donghao Luo, Ying Tai, Zhizhong Zhang*, Yuan Xie

AAAI, 2023

[pdf] [code]

SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning

Jinxiang Lai, Siqian Yang, Wenlong Wu, Guannan Jiang, Xi Wang, Jun Liu, Bin-Bin Gao, Wei Zhang, Yuan Xie*, Chengjie Wang*

AAAI, 2023

[pdf]

Optimization over Disentangled Encoding: Unsupervised Cross-Domain Point Cloud Completion via Occlusion Factor Manipulation

Jingyu Gong, Fengqi Liu, Jiachen Xu, Min Wang, Xin Tan, Zhizhong Zhang, Ran Yi, Haichuan Song, Yuan Xie*, Lizhuang Ma*

ECCV, 2022

[pdf]

Optimal Transport for Label-Efficient Visiable-Infrared Person Re-Identification

Jiangming Wang, Zhizhong Zhang*, Mingang Chen, Yi Zhang, Cong Wang, Bin Sheng, Yanyun Qu, Yuan Xie

ECCV, 2022

[pdf]

Mutually Reinforcing Structure with Proposal Contrastive Consistency for Few-Shot Object Detection

TianXue Ma, Mingwei Bi, Jian Zhang, Wang Yuan, Zhizhong Zhang*, Yuan Xie, Shouhong Ding, Lizhuang Ma

ECCV, 2022

[pdf]

Self-supervised Exclusive Learning for 3D Segmentation with Cross-Modal Unsupervised Domain Adaptation

Yachao Zhang, Miaoyu Li, Yuan Xie*, Cuihua Li, Cong Wang, Zhizhong Zhang, Yanyun Qu*

ACM MM, 2022

[pdf]

Hierarchical Walking Transformer for Object Re-Identification

Xudong Tian, Jun Liu, Zhizhong Zhang*, Chengjie Wang, Yanyun Qu, Yuan Xie, Lizhuang Ma

ACM MM, 2022

[pdf]

Adjustable Memory-efficient Image Super-resolution via Individual Kernel Sparsity

Xiaotong Luo, Mingliang Dai, Yulun Zhang, Yuan Xie*, Ding Liu, Yanyun Qu*, Yun Fu, Junping Zhang

ACM MM, 2022

[pdf]

Global Meets Local: Effective Multi-Label Image Classification via Category-Aware Weak Supervision

Jiawei Zhan, Jun Liu, Wei Tang, Guannan Jiang, Xi Wang, Bin-Bin Gao, Tianliang Zhang, Wenlong Wu, Wei Zhang, Chengjie Wang*, Yuan Xie*

ACM MM, 2022

[pdf]

Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective

Jinxiang Lai, Siqian Yang, Guannan Jiang, Xi Wang, Yuxi Li, Zihui Jia, Xiaochen Chen, Jun Liu, Bin-Bin Gao, Wei Zhang, Yuan Xie*, Chengjie Wang*

ACM MM, 2022

[pdf]

Not All Pixels Are Matched: Dense Contrastive Learning for Cross-Modality Person Re-Identification

Hanzhe Sun, Jun Liu, Zhizhong Zhang, Chengjie Wang, Yanyun Qu, Yuan Xie*

ACM MM, 2022

[pdf]

Cross-Domain and Cross-Modal Knowledge Distillation in Domain Adaptation for 3D Semantic Segmentation

Miaoyu Li, Yachao Zhang, Yuan Xie, Zuodong Gao, Cuihua Li, Zhizhong Zhang, Yanyun Qu*

ACM MM, 2022

[pdf]

Self-supervised Models are Good Teaching Assistants for Vision Transformers

Haiyan Wu, Yuting Gao, Yinqi Zhang, Shaohui Lin*, Yuan Xie*, Xing Sun, Ke Li

ICML, 2022

[pdf]

En-Compactness: Self-Distillation Embedding & Contrastive Generation for Generalized Zero-Shot Learning

Xia Kong, Zuodong Gao, Xiaofan Li, Ming Hong, Jun Liu, Chengjie Wang, Yuan Xie*, Yanyun Qu*

CVPR, 2022

[pdf]

Topology-Aware Point Cloud Completion by Localizing Aligned Keypoints

Junshu Tang, Zhijun Gong, Ran Yi, Yuan Xie, Lizhuang Ma

CVPR, 2022

[pdf]

HybridCR: Weakly-Supervised 3D Point Cloud Semantic Segmentation via Hybrid Contrastive Regularization

Mengtian Li, Yuan Xie, Yunhang Shen, Bo Ke, Ruizhi Qiao, Bo Ren, Shaohui Lin, Lizhuang Ma

CVPR, 2022

[pdf]

Task-level Self-supervision for Cross-domain Few-shot Learning

Wang Yuan#, Zhizhong Zhang#, Cong Wang, Haichuan Song, Yuan Xie*, Lizhuang Ma*

AAAI, 2022

[pdf]

Comprehensive Regularization in a Bi-directional Predictive Network for Video Anomaly Detection

Chengwei Chen, Yuan Xie*, Shaohui Lin, Angela Yao, Guannan Jiang, Wei Zhang, Yanyun Qu, Ruizhi Qiao, Bo Ren, Lizhuang Ma*

AAAI, 2022

[pdf]


RECENT REPRESENTATIVE TOP-LEVEL JOURNAL PAPERS:

New Variational Distillation for Multi-View Learning

Xudong Tian#, Zhizhong Zhang#, Cong Wang, Wensheng Zhang, Yanyun Qu, Lizhuang Ma, Zongze Wu, Yuan Xie*, Dacheng Tao

IEEE Trans. on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2024

[pdf]

New Image Understands Point Cloud: Weakly Supervised 3D Semantic Segmentation via Association Learning

Tianfang Sun, Zhizhong Zhang*, Xin Tan, Yanyun Qu, Yuan Xie

IEEE Transactions on Image Processing (IEEE TIP), 2024

[pdf]

Affine Subspace Robust Low-Rank Self-Representation: From Matrix to Tensor

Yongqiang Tang, Yuan Xie*, Wensheng Zhang

IEEE Trans. on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2023

[pdf]

Positive-Negative Receptive Field Reasoning for Omni-supervised 3D Segmentation

Xin Tan, Qihang Ma, Jingyu Gong, Jiachen Xu, Zhizhong Zhang, Haichuan Song, Yanyun Qu, Yuan Xie*, Lizhuang Ma

IEEE Trans. on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2023

[pdf]

Lattice Network for Lightweight Image Restoration

Xiaotong Luo, Yanyun Qu*, Yuan Xie*, Yulun Zhang, Cuihua Li, Yun Fu

IEEE Trans. on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2022

[pdf]

Robust Kernelized Multi-View Self-Representation for Subspace Clustering

Yuan Xie, Jinyan Liu, Yanyun Qu, Dacheng Tao, Wensheng Zhang, Longquan Dai, Lizhuang Ma

IEEE Trans. on Neural Networks and Learning Systems (IEEE TNNLS), 2020

[pdf]

Joint Deep Multi-View Learning for Image Clustering

Yuan Xie, Bingqian Lin, Yanyun Qu, Cuihua Li, Wensheng Zhang, Lizhuang Ma, Yonggang Wen, Dacheng Tao

IEEE Trans. on Knowledge and Data Engineering (IEEE TKDE), 2020

[pdf]

Learning to Align via Wasserstein for Person Re-Identification

Zhizhong Zhang*, Yuan Xie*, Yongqiang Tang, Wensheng Zhang, Qi Tian

IEEE Trans. on Image Processing (IEEE TIP), 2020

[pdf]

Generalized Latent Multi-View Subspace Clustering

Changqing Zhang, Huazhu Fu, Qinghua Hu, Xiaochun Chao, Yuan Xie, Dacheng Tao, Dong Xu

IEEE Trans. on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2020

[pdf]

Hyper-Laplacian Regularized Multilinear Multiview Self-Representation for Clustering and Semisupervised Learning

Yuan Xie, Dacheng Tao, Yanyun Qu, Wensheng Zhang, Longquan Dai

IEEE Trans. on Cybernetics, 2020

[pdf]

Effective Image Retrieval via Multilinear Multi-Index Fusion

Zhizhong Zhang*, Yuan Xie*, Wensheng Zhang, Qi Tian

IEEE Trans. on Multimedia (IEEE TMM), 2019

[pdf]

Tensor Multi-Elastic Kernel Self-Paced Learning for Time Series Clustering

Yongqiang Tang*, Yuan Xie*, Xuebing Yang, Jinghao Niu, Wensheng Zhang

IEEE Trans. on Knowledge and Data Engineering (IEEE TKDE), 2019

[pdf]

Colored Fused Filament Fabrication

Haichuan Song, Jonas Martinez, Pierre Bedell, Noemie Vennin, Sylvain Lefebvre

ACM Transactions on Graphics (ACM TOG), 2019

[pdf]

Tensor Multi-task Learning for Person Re-identification

Zhizhong Zhang*, Yuan Xie*, Yongqiang Tang, Wensheng Zhang, Qi Tian

IEEE Trans. on Image Processing (IEEE TIP), 2019

[pdf]

Interpreting and Extending the Guided Filter via Cyclic Coordinate Descent

Longquan Dai, Mengke Yuan, Liang Tang,Yuan Xie, Xiaopeng Zhang, Jinghui Tang

IEEE Trans. on Image Processing (IEEE TIP), 2019

[pdf]

On Unifying Multi-View Self-Representation for Clustering by Tensor Multi-Rank Minimization

Yuan Xie, Dacheng Tao, Wensheng Zhang, Yan Liu, Lei Zhang, Yanyun Qu

International Journal of Computer Vision (IJCV), 2018

[pdf]

ACHIEVEMENTS

谢老师在第十届吴文俊人工智能自然科学奖中获得二等奖!

Professor Xie won the second prize in the 10th Wu Wenjun artificial intelligence Natural Science Award!

团队在2020年国际图像视频复原和增强大赛获奖!

The team won the prize in the 2020 NTIRE competition!

“科技创新2030——新一代人工智能重大项目”老年医学综合评估与预警人工智能系统沟通会在北京顺利召开!

We have communicated the progress of Synthetic Evaluation and Early Warning Artificial Intelligence System in Beijing.

TEAM MEMBERS

张志忠

副研究员

谢源

教授/博导

谭鑫

副研究员

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