Qi She（佘琪）’s Publications

Journal

📄 Background-aware Classification Activation Map for Weakly Supervised Object Localization
Lei Zhu, Qi She, Qian Chen, Xiangxi Meng, Mufeng Geng, Lujia Jin, Yibao Zhang, Qiushi Ren, Yanye Lu

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

LocalizationTPAMI

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📄 Generative Adversarial Networks in Time Series: A Systematic Literature Review
Eoin Brophy, Zhengwei Wang, Qi She , Tomas E Ward.

ACM Computing Surveys (CSUR), 2023.

PDF BibTex arXiv
📄 Power Law in Deep Neural Networks: Sparse Network Generation and Continual Learning With Preferential Attachment
Fan Feng, Lu Hou, Qi She , Rosa H. M. Chan, James T Kwok

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022.

BibTex
📄 Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy
Zhengwei Wang, Qi She , Tomas E Ward.

ACM Computing Surveys (CSUR), 2021.

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📄 An Efficient and Flexible Spike Train Model via Empirical Bayes
Qi She , Xiaoli Wu, Beth Jelfs, Adam S. Charles, Rosa H. M. Chan.

IEEE Transactions on Signal Processing (TSP), 2021.

PDF BibTex Code arXiv
📄 Synthetic-Neuroscore: Using a Neuro-AI Interface for Evaluating Generative Adversarial Networks
Zhengwei Wang, Qi She , Alan F Smeaton, Tomas E Ward, Graham Healy.

Neurocomputing, 2020.

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📄 Evaluating the Small-World-Ness of a Sampled Network: Functional Connectivity of Entorhinal-Hippocampal Circuitry
Qi She , Guanrong Chen, Rosa H. M. Chan.

Nature Scientific Reports, 2016.

PDF BibTex Nature Scientific Reports

Conference

🎓 Video-KTR: Reinforcing Video Reasoning via Key Token Attribution
Z Wang, S Jin, Z Zuo, J Wu, H Qiu, Qi She, H Zhang, X Jiang

International Conference on Learning Representations (ICLR), 2026.

VideoReasoningICLR'26
🎓 ThinkGen: Generalized Thinking for Visual Generation
S Jiao, Y Lin, Y Zhong, Qi She, W Zhou, X Lan, Z Huang, F Yu, Y Yu, ...

Conference on Computer Vision and Pattern Recognition (CVPR), 2026.

GenerationMLLMCVPR'26
🎓 CodeDance: A Dynamic Tool-integrated MLLM for Executable Visual Reasoning
Q Song, H Li, Y Yu, H Zhou, L Yang, S Bai, Qi She, Z Huang, Y Zhao

Conference on Computer Vision and Pattern Recognition (CVPR), 2026.

MLLMReasoningCVPR'26
🎓 UniEdit-I: Training-free Image Editing for Unified VLM via Iterative Understanding, Editing and Verifying
C Bai, J Chen, X Bai, Y Chen, Qi She, M Lu, S Zhang

Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
🎓 TimeSearch-R: Adaptive Temporal Search for Long-Form Video Understanding via Self-Verification Reinforcement Learning
J Pan, Q Zhang, R Zhang, M Lu, X Wan, Y Zhang, C Liu, Qi She

International Conference on Learning Representations (ICLR), 2026.

VideoAgentICLR'26
🎓 Branchgrpo: Stable and efficient grpo with structured branching in diffusion models
Y Li, Y Wang, Y Zhu, Z Zhao, M Lu, Qi She, S Zhang

International Conference on Learning Representations (ICLR), 2026.
🎓 Beyond Attention or Similarity: Maximizing Conditional Diversity for Token Pruning in MLLMs
Q Zhang, M Liu, L Li, M Lu, Y Zhang, J Pan, Qi She, S Zhang

Neural Information Processing Systems (NeurIPS), 2025.

MLLMEfficiencyNeurIPS'25
🎓 Beyond text-visual attention: Exploiting visual cues for effective token pruning in vlms
Q Zhang, A Cheng, M Lu, R Zhang, Z Zhuo, J Cao, S Guo, Qi She, ...

International Conference on Computer Vision (ICCV), 2025.

VLMEfficiencyICCV'25
🎓 PDO-s3DCNNs: Partial Differential Operator Based Steerable 3D CNNs
Zhenyang Shen, Tao Hong, Qi She, Jinwei Ma, Zhouchen Lin

International Conference on Machine Learning (ICML), 2022.

PDF BibTex arXiv
🎓 Weakly Supervised Object Localization as Domain Adaption
Lei Zhu, Qi She, Qian Chen, Yunfei You, Boyu Wang, Yanye Lu

Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

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🎓 On Learning Contrastive Representations for Learning with Noisy Labels
Li Yi, Sheng Liu, Qi She, Lei Zhu, A. Ian McLeod, Boyu Wang

Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

PDF BibTex arXiv
🎓 Learning from Temporal Gradient for Semi-supervised Action Recognition
Junfei Xiao, Longlong Jing, Lin Zhang, Ju He, Qi She, Zongwei Zhou, Alan Yuille, Yingwei Li

Conference on Computer Vision and Pattern Recognition (CVPR), 2022.

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🎓 Unifying Nonlocal Blocks for Neural Networks
Lei Zhu, Qi She, Duo Li, Yanye Lu, Xuejing Kang, Jie Hu, Changhu Wang

International Conference on Computer Vision (ICCV), 2021.

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🎓 MT-ORL: Multi-Task Occlusion Relationship Learning
Panhe Feng, Qi She, Lei Zhu, Jiaxin Li, Lin ZHANG, Zijian Feng, Changhu Wang, Chunpeng Li, Xuejing Kang, Anlong Ming.

International Conference on Computer Vision (ICCV), 2021.

PDF BibTex Code arXiv
🎓 MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis
Jiaxin Li, Zijian Feng, Qi She, Henghui Ding, Changhu Wang, Gim Hee Lee.

International Conference on Computer Vision (ICCV), 2021.

PDF BibTex Code arXiv Papers With Code
🎓 Involution: Inverting the Inherence of Convolution for Visual Recognition
Duo Li, Jie Hu, Changhu Wang, Xiangtai Li, Qi She, Lei Zhu, Tong Zhang, Qifeng Chen.

Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

ArchitectureCNNCVPR'21

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🎓 ACTION-Net: Multipath Excitation for Action Recognition
Zhengwei Wang, Qi She, Aljosa Smolic.

Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

PDF BibTex Code arXiv
🎓 Learning the Superpixel in a Non-iterative and Lifelong Manner
Lei Zhu, Qi She, Bin Zhang, Yanye Lu, Zhilin Lu, Duo Li, Jie Hu.

Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

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🎓 OpenLORIS-Object: A Robotic Vision Dataset and Benchmark for Lifelong Deep Learning
Qi She, Fan Feng, Xinyue Hao, Qihan Yang, Chuanlin Lan, Vincenzo Lomonaco, Xuesong Shi, Zhengwei Wang, Yao Guo, Yimin Zhang, Fei Qiao, Rosa H. M. Chan.

The International Conference on Robotics and Automation (ICRA), 2020.

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🎓 Are We Ready for Service Robots? The OpenLORIS-Scene Datasets for Lifelong SLAM
Xuesong Shi, Dongjiang Li, Pengpeng Zhao, Qinbin Tian, Yuxin Tian, Qiwei Long, Chunhao Zhu, Jingwei Song, Fei Qiao, Le Song, Yangquan Guo, Zhigang Wang, Yimin Zhang, Baoxing Qin, Wei Yang, Fangshi Wang, Rosa H. M. Chan, Qi She

The International Conference on Robotics and Automation (ICRA), 2020.

PDF BibTex Project page arXiv
🎓 Neural Dynamics Discovery via Gaussian Process Recurrent Neural Networks
Qi She , Anqi Wu.

Uncertainty in Artificial Intelligence (UAI), 2019.

Oral PDF BibTex Code Supp. Materials arXiv
🎓 Reduced-Rank Linear Dynamical Systems
Qi She , Yuan Gao, Kai Xu, and Rosa H.M. Chan.

AAAI Conference on Artificial Intelligence (AAAI), 2018.

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🎓 Stochastic Dynamical Systems Based Latent Structure Discovery in High-dimensional Time Series
Qi She , Rosa H.M. Chan.

The international Conference on Acoustics, Speech, & Signal Processing (ICASSP), 2018.

BibTex

Workshop

🔧 Avalanche: an End-to-End Library for Continual Learning
CVPR 2021, Workshop on Continual Learning in Computer Vision..

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🔧 CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture Recognition
Zhengwei Wang, Qi She , Tejo Chalasani, Aljosa Smolic.

CVPR 2020, Workshop on Continual Learning in Computer Vision..

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🔧 A Neuro-AI Interface for Evaluating Generative Adversarial Networks
Zhengwei Wang, Qi She , Alan F. Smeaton, Tomas E. Ward, Graham Healy.

ICLR 2020, Workshop on Bridging AI and Cognitive Science..

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Preprint

📝 MammothModa2: A Unified AR-Diffusion Framework for Multimodal Understanding and Generation
T Shen, X Wan, T Chen, R Zhang, J Pan, D Lu, F Lei, Z Lu, Y Yang, ...

arXiv preprint arXiv:2511.18262, 2025.

arXiv
📝 ChainV: Atomic Visual Hints Make Multimodal Reasoning Shorter and Better
Y Zhang, M Lu, J Pan, T Huang, K Cheng, Qi She, S Zhang

arXiv preprint arXiv:2511.17106, 2025.

arXiv
📝 On the Faithfulness of Visual Thinking: Measurement and Enhancement
Z Liu, J Pan, Qi She, Y Gao, G Xia

arXiv preprint arXiv:2510.23482, 2025.

arXiv
📝 Loss-Oriented Ranking for Automated Visual Prompting in LVLMs
Y Zhang, CK Fan, T Huang, M Lu, S Yu, J Pan, K Cheng, Qi She, S Zhang

arXiv preprint arXiv:2506.16112, 2025.

arXiv
📝 FastInit: Fast Noise Initialization for Temporally Consistent Video Generation
C Bai, Y Li, Z Zhao, J Chen, P Jia, Qi She, M Lu, S Zhang

arXiv preprint arXiv:2506.16119, 2025.

arXiv
📝 TimeSearch: Hierarchical video search with spotlight and reflection for human-like long video understanding
J Pan, R Zhang, X Wan, Y Zhang, M Lu, Qi She

arXiv preprint arXiv:2504.01407, 2025.

arXiv
📝 ASGDiffusion: Parallel High-Resolution Generation with Asynchronous Structure Guidance
Y Li, P Jia, D Hong, Y Jia, Qi She, R Zhao, M Lu, S Zhang

arXiv preprint arXiv:2412.06163, 2024.

arXiv
📝 MC-LLaVA: Multi-concept personalized vision-language model
R An, S Yang, M Lu, R Zhang, K Zeng, Y Luo, J Cao, H Liang, Y Chen, ...

arXiv preprint arXiv:2411.11706, 2024.

arXiv
📝 Mammothmoda: Multi-modal large language model
Qi She, J Pan, X Wan, R Zhang, D Lu, K Huang

arXiv preprint arXiv:2406.18193, 2024.

arXiv

Patent

📋 Object identification based on adaptive learning
SG Manepalli, SW Chin, P Guo, Qi She, Y Shen, L ZHANG, Y Zhang

US Patent 12,511,887, 2025.
📋 Trajectory prediction using directed graph and destination features
L ZHANG, Qi She, P Guo

US Patent 12,198,460, 2025.

Qi She (佘琪)

Selected Top-tier Publication

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Conference

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Patent