发表论文：
2024
1. Jun Nie, Yonggang Zhang, Zhen Fang, Tongliang Liu, Bo Han, Xinmei Tian. Out-of-distribution Detection With Negative Prompts. ICLR, 2024.
2. Shi Fu, Sen Zhang, Yingjie Wang, Xinmei Tian, Dacheng Tao. Towards Theoretical Understandings of Self-Consuming Generative Models. ICLR, 2024. (Spotlight)
3. Yonggang Zhang, Zhiqin Yang, Xinmei Tian, Nannan Wang, Tongliang Liu, Bo Han. Robust Training of Federated Models with Extremely Label Deficiency. ICLR, 2024.
4. Zhenheng Tang, Yonggang Zhang, Shaohuai Shi, Xinmei Tian, Tongliang Liu, Bo Han, Xiaowen Chu. FedImpro: Measuring and Improving Client Update in Federated Learning. ICLR, 2024.
5. Zhiyuan Yu, Li Shen, Liang Ding, Xinmei Tian, Yixin Chen, and Dacheng Tao. Sheared Backpropagation for Fine-tuning Foundation Models. CVPR, 2024.
6. Wei Zhang, Chaoqun Wan, Tongliang Liu, Xinmei Tian, Xu Shen, Jieping Ye. Enhanced Motion-Text Alignment for Image-to-Video Transfer Learning. CVPR, 2024.
7. Shi Fu, Sen Zhang, Yingjie Wang, Xinmei Tian, Dacheng Tao. Towards Theoretical Understandings of Self-Consuming Generative Models. ICML, 2024.
8. Wei Zhang, Chaoqun Wan, Yonggang Zhang, Yiu-ming Cheung, Xinmei Tian, Xu Shen, Jieping Ye. Interpreting and Improving Large Language Models in Arithmetic Calculation, ICML, 2024. (Oral)
2023
1. Fuchen Long, Ting Yao, Zhaofan Qiu, Xinmei Tian, Jiebo Luo, Tao Mei. Bi-calibration Networks for Weakly-Supervised Video Representation Learning. Int. J. Comput. Vis. 131(7): 1704-1721, 2023.
2. Yajing Liu, Zhiwei Xiong, Ya Li, Xinmei Tian, Zheng-Jun Zha. Domain Generalization Via Encoding and Resampling in a Unified Latent Space. IEEE Trans. Multim. 25: 126-139, 2023.
3. Kaiwen Yang, Xinmei Tian. Domain-Class Correlation Decomposition for Generalizable Person Re-Identification. IEEE Trans. Multim. 25: 3386-3396, 2023.
4. Yajing Liu, Zhiwei Xiong, Ya Li, Yuning Lu, Xinmei Tian, Zheng-Jun Zha. Category-Stitch Learning for Union Domain Generalization. ACM Trans. Multim. Comput. Commun. Appl. 19(1): 25:1-25:19, 2023.
5. Shi Fu, Yunwen Lei, Qiong Cao, Xinmei Tian, Dacheng Tao. Sharper Bounds for Uniformly Stable Algorithms with Stationary Mixing Process. ICLR, 2023.
6. Rui Dai, Yonggang Zhang, Zhen Fang, Bo Han, Xinmei Tian. Moderately Distributional Exploration for Domain Generalization. ICML, 6786-6817, 2023.
7. Shuangtong Li, Tianyi Zhou, Xinmei Tian, Dacheng Tao. Structured Cooperative Learning with Graphical Model Priors. ICML, 20599-20622, 2023.
8. Yang Chen, Jingwen Chen, Yingwei Pan, Xinmei Tian, Tao Mei. 3D Creation at Your Fingertips: From Text or Image to 3D Assets. ACM Multimedia, 9408-9410, 2023.
9. Zhiqin Yang, Yonggang Zhang, Yu Zheng, Xinmei Tian, Hao Peng, Tongliang Liu, Bo Han. FedFed: Feature Distillation against Data Heterogeneity in Federated Learning. NeurIPS, 2023.
2022
1. Rong Dai, Li Shen, Fengxiang He, Xinmei Tian, Dacheng Tao: DisPFL Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training. ICML, 2022.
2. Kaiwen Yang, Tianyi Zhou, Xinmei Tian, Dacheng Tao: Identity-Disentangled Adversarial Augmentation for Self-supervised Learning. ICML, 2022.
3. Kaiwen Yang, Xinmei Tian: Domain-Class Correlation Decomposition for Generalizable Person Re-Identification. TMM 2022.
4. Chaoqun Wan, Xu Shen, Yonggang Zhang, Zhiheng Yin, Feng Gao, Jianqiang Huang, Xian-Sheng Hua: Meta Convolutional Neural Networks for Single Domain Generalization. CVPR, 2022.
5. Yuning Lu, Jianzhuang Liu, Yonggang Zhang, Yajing Liu, Xinmei Tian: Prompt Distribution Learning. CVPR, 2022.
6. Shuangtong Li, Tianyi Zhou, Xinmei Tian, Dacheng Tao: Learning to Collaborate in Decentralized Learning of Personalized Models. CVPR, 2022.
7. Yonggang Zhang, Mingming Gong, Tongliang Liu, Gang Niu, Xinmei Tian, Bo Han, Bernhard Schölkopf, Kun Zhang: Adversarial Robustness Through the Lens of Causality. ICLR, 2022.
2021
1 . Yajing Liu, Zhiwei Xiong, Ya Li, Xinmei Tian, Zheng-Jun Zha: Domain generalization via encoding and resampling in a unified latent space. TMM 2021.
2 . Kaiwen Yang, Tianyi Zhou, Yonggang Zhang, Xinmei Tian, Dacheng Tao. Class-Disentanglement and Applications in Adversarial Detection and Defense. NeurIPS 2021.
3 . Zhen Huang, Xu Shen, Jun Xing, Tongliang Liu, Xinmei Tian, Houqiang Li, Bing Deng, Jianqiang Huang, Xian-Sheng Hua. 3d local convolutional neural networks for gait recognition. ICCV 2021.
4 . Yang Chen, Yingwei Pan, Yu Wang, Ting Yao, Xinmei Tian, Tao Mei. A Style and Semantic Memory Mechanism for Domain Generalization. ICCV 2021.
5 . Yang Chen, Yingwei Pan, Yu Wang, Ting Yao, Xinmei Tian, Tao Mei: Transferrable contrastive learning for visual domain adaptation. ACM MM 2021.
6 . Zhen Huang, Xu Shen, Jun Xing, Tongliang Liu, Xinmei Tian, Houqiang Li, Bing Deng, Jianqiang Huang, Xian-Sheng Hua: Spatio-Temporal Inception Graph Convolutional Networks for Skeleton-Based Action Recognition. CVPR 2021
2020
1 . Kaiwen Yang, Jiwei Yang, Xinmei Tian. Learning multi-granularity features from multi-granularity regions for person re-identification. Neurocomputing, 2020.
2 . Fuchen Long, Ting Yao, Zhaofan Qiu, Xinmei Tian, Jiebo Luo, Tao Mei. Learning to localize actions from moments. ECCV 2020.
3 . Zhen Huang, Xu Shen, Xinmei Tian, Houqiang Li, Jianqiang Huang, Xian-Sheng Hua. Spatio-Temporal Inception Graph Convolutional Networks for Skeleton-Based Action Recognition. ACM MM 2020.
4 . Yonggang Zhang, Ya Li, Tongliang Liu and Xinmei Tian. Dual-Path Distillation A Unified Framework to Improve Black-Box Attacks. ICML 2020.
5 . Yonggang Zhang, Xinmei Tian, Ya Li, Xinchao Wang, Dacheng Tao. Principal Component Adversarial Example. TIP 2020
2019
1 . Yang Chen, Yingwei Pan, Ting Yao, Xinmei Tian and Tao Mei. Mocycle-GAN Unpaired Video-to-Video Translation . ACM MM 2019.
2 . Ling Shen, Richang Hong, Haoran Zhang, Xinmei Tian, Meng Wang. Video Retrieval with Similarity-Preserving Deep Temporal Hashing .TOMM 2019.
3 . Chaoqun Wan, Yue Wu, Xinmei Tian, Jianqiang Huang, Xian-Sheng Hua. Concentrated Local Part Discovery With Fine-Grained Part Representation for Person Re-Identification. TMM 2019.
4 . Jun Gu, Anfeng He, Xinmei Tian: RC-CNN Representation-Consistent Convolutional Neural Networks for Achieving Transformation Invariance. SMC 2019.
5 . Xikun Zhang, Chang Xu, Xinmei Tian, Dacheng Tao. Graph edge convolutional neural networks for skeleton-based action recognition. TNNLS 2019.
6 . Fuchen Long, Ting Yao, Zhaofan Qiu, Xinmei Tian, Tao Mei, Jiebo Luo. Coarse-to-Fine Localization of Temporal Action Proposals. TMM 2019.
7 . Zhangcheng Wang, Ya Li, Richang Hong, Xinmei Tian. Eigenvector-based distance metric learning for image classification and retrieval. TOMM 2019.
8 . Dongfei Yu, Jianlong Fu, Xinmei Tian, Tao Mei. Multi-source Multi-level Attention Networks for Visual Question Answering. TOMM 2019.
9 . Chang Chen, Zhiwei Xiong, Xinmei Tian, Zheng-Jun Zha, Feng Wu. Real-world image denoising with deep boosting. PAML 2019.
10 . Linghua Zeng , Zhangcheng Wang and Xinmei Tian. KCNN Kernel-wise Quantization to Remarkably Decrease Multiplications in Convolutional Neural Network . IJCAI 2019.
11 . Qi Cai, Yingwei Pan, Chong-Wah Ngo, Xinmei Tian, Lingyu Duan, Ting Yao. Exploring Object Relation in Mean Teacher for Cross-Domain Detection. CVPR 2019.
12 . Chang Chen, Zhiwei Xiong, Xinmei Tian, Zheng-Jun Zha, Feng Wu. Camera Lens Super-Resolution. CVPR 2019
13 . Zhaofan Qiu, Ting Yao, Chong-Wah Ngo, Xinmei Tian, Tao Mei. Learning Spatio-Temporal Representation with Local and Global Diffusion. CVPR 2019
14 . Jiwei Yang, Xu Shen, Jun Xing, Xinmei Tian, et al. Quantization Networks. CVPR 2019
15 . Yajing Liu, Xinmei Tian, Ya Li, et al. Compact Feature Learning for Multi-domain Image Classification. CVPR 2019
16 . Fuchen Long, Ting Yao, Zhaofan Qiu, Xinmei Tian, Jiebo Luo, Tao Mei. Gaussian Temporal Awareness Networks for Action Localization. CVPR 2019
17 . Xinmei Tian, Ya Li, et al. Eigenfunction-Based Multitask Learning in a Reproducing Kernel Hilbert Space. TNNLS 2019
2018
1 . Yanping Cui, Zhangcheng Wang, Guanzhen Yu, Xinmei Tian. Partially Annotated Gastric Pathological Image Classification. PCM 2018
2 . Anfeng He, Chong Luo, Xinmei Tian, et al. Towards a Better Match in Siamese Network Based Visual Object Tracker. ECCV 2018 Workshops
3 . Kaisheng Xu, Xu Shen, Ting Yao, Xinmei Tian, Tao Mei. Greedy Layer-wise Training of Long Short Term Memory Networks. ICME 2018 Workshops
4 . Ya Li, Xinmei Tian, et al. Deep Domain Generalization via Conditional Invariant Adversarial Networks. ECCV 2018
5 . Chang Chen, Zhiwei Xiong, Xinmei Tian, and Feng Wu. Deep Boosting for Image Denoising. ECCV 2018
6 . Anfeng He, Xinmei Tian, et al. A Twofold Siamese Network for Real-Time Object Tracking. CVPR 2018
7 . Xinmei Tian, Jiayi Fan. Joints kinetic and relational features for action recognition. Signal Processing 142: 412-422 (2018)
8 . Tao Mei, Lusong Li, Xinmei Tian, Dacheng Tao, Chong-Wah Ngo. PageSense: Toward Stylewise Contextual Advertising via Visual Analysis of Web Pages. IEEE Trans. Circuits Syst. Video Techn. 28(1): 254-266 (2018)
9 . Cong Guo, Xinmei Tian, Tao Mei. Multigranular Event Recognition of Personal Photo Albums. IEEE Trans. Multimedia 20(7): 1837-1847 (2018)
10 . Ya Li, Xinmei Tian, Tongliang Liu, Dacheng Tao. On Better Exploring and Exploiting Task Relationships in Multitask Learning: Joint Model and Feature Learning. IEEE Trans. Neural Netw. Learning Syst. 29(5): 1975-1985 (2018)
11 . Xu Shen, Xinmei Tian, Tongliang Liu, Fang Xu, and Dacheng Tao. Continuous Dropout. IEEE Trans. Neural Netw. Learning Syst 2018
12 . Ya Li, Mingming Gong, Xinmei Tian, Tongliang Liu, Dacheng Tao. Domain Generalization via Conditional Invariant Representations. AAAI 2018
13 . Xu Shen, Xinmei Tian, Jun Xing, Yong Rui, Dacheng Tao. Sequence-to-Sequence Learning via Shared Latent Representation. AAAI 2018
14 . Fuchen Long, Ting Yao, Qi Dai, Xinmei Tian, Jiebo Luo, Tao Mei. Deep Domain Adaptation Hashing with Adversarial Learning. SIGIR 2018: 725-734
2017
1 . Xu Shen, Xinmei Tian, Shaoyan Sun, Dacheng Tao:Patch Reordering. A Novel Way to Achieve Rotation and Translation Invariance in Convolutional Neural Networks. AAAI 2017: 2534-2540
2 . Chang Chen, Xinmei Tian, Feng Wu, Zhiwei Xiong. UDNet: Up-Down Network for Compact and Efficient Feature Representation in Image Super-Resolution. ICCV Workshops 2017: 1069-1076
3 . Ai Wei, Xinmei Tian. Image search re-ranking with an improved VisualRank algorithm and multi-layer DCNN features. ICME Workshops 2017: 483-488
4 . Zhangcheng Wang, Ya Li, Xinmei Tian. Semi-supervised Coefficient-Based Distance Metric Learning. ICONIP (1) 2017: 586-596
5 . Linghua Zeng, Xinmei Tian. Layer-Wise Training to Create Efficient Convolutional Neural Networks. ICONIP (2) 2017: 631-641
6 . Chaoqun Wan, Xinmei Tian. A Small Scale Multi-Column Network for Aesthetic Classification Based on Multiple Attributes. ICONIP (1) 2017: 922-932
7 . Ya Li, Xinmei Tian, Xu Shen, Dacheng Tao. Classification and Representation Joint Learning via Deep Networks. IJCAI 2017: 2215-2221
2016
1 . Cong Guo, Bei Li, Xinmei Tian. Flickr group recommendation using rich social media information. Neurocomputing 204: 8-16 (2016): 2215-2221
2 . Xu Shen, Xinmei Tian. Multi-modal and multi-scale photo collection summarization. Multimedia Tools Appl. 75(5): 2527-2541 (2016)
3 . Yue Wu, Xu Shen, Tao Mei, Xinmei Tian, Nenghai Yu, Yong Rui. Monet: A System for Reliving Your Memories by Theme-Based Photo Storytelling.IEEE Trans. Multimedia 18(11): 2206-2216 (2016)
4 . Ya Li, Xinmei Tian, Dacheng Tao. Regularized Large Margin Distance Metric Learning. ICDM 2016: 1015-1022
5 . Jiayi Fan, Zheng-Jun Zha, Xinmei Tian. Action recognition with novel high-level pose features. ICME Workshops 2016: 1-6
6 . Xu Shen, Xinmei Tian, Anfeng He, Shaoyan Sun, Dacheng Tao. Transform-Invariant Convolutional Neural Networks for Image Classification and Search. ACM Multimedia 2016: 1345-1354
7 . Bin Lin, Ai Wei, Xinmei Tian. Visual Re-ranking Through Greedy Selection and Rank Fusion. MMM (1) 2016: 289-300f
8 . Hao Lv, Xinmei Tian. Learning Relative Aesthetic Quality with a Pairwise Approach. MMM (1) 2016: 493-504
9 . Anfeng He, Xinmei Tian. Multi-organ plant identification with multi-column deep convolutional neural networks. SMC 2016: 2020-2025
2015
1 . Zhe Dong, Xinmei Tian. Multi-level photo quality assessment with multi-view features. Neurocomputing 168: 308-319 (2015)
2 . Ya Li, Xinmei Tian, Mingli Song, Dacheng Tao. Multi-task proximal support vector machine. Pattern Recognition 48(10): 3249-3257 (2015)
3 . Qianghuai Jia, Xinmei Tian. Query difficulty estimation via relevance prediction for image retrieval. Signal Processing 110: 232-243 (2015)
4 . Xinmei Tian, Yijuan Lu, Nate Stender, Linjun Yang, Dacheng Tao. Exploration of Image Search Results Quality Assessment. IEEE Trans. Big Data 1(3): 95-108 (2015)
5 . Xinmei Tian, Qianghuai Jia, Tao Mei. Query Difficulty Estimation for Image Search With Query Reconstruction Error. IEEE Trans. Multimedia 17(1): 79-91 (2015)
6 . Xinmei Tian, Zhe Dong, Kuiyuan Yang, Tao Mei. Quey-Dependent Aesthetic Model With Deep Learning for Photo Quality Assessment. IEEE Trans. Multimedia 17(11): 2035-2048 (2015)
7 . Xinmei Tian, Linjun Yang, Yijuan Lu, Qi Tian, Dacheng Tao. Image Search Reranking With Hierarchical Topic Awareness. IEEE Trans. Cybernetics 45(10): 2177-2189 (2015)
8 . Dongfei Yu, Xinmei Tian, Tao Mei, Yong Rui. On the selection of trending image from the web. ICME 2015: 1-6
9 . Ya Li, Xinmei Tian, Tongliang Liu, Dacheng Tao. Multi-Task Model and Feature Joint Learning. IJCAI 2015: 3643-3649
10 . Zhe Dong, Xu Shen, Houqiang Li, Xinmei Tian. Photo Quality Assessment with DCNN that Understands Image Well. MMM (2) 2015: 524-535
11 . Cong Guo, Xinmei Tian. Event recognition in personal photo collections using hierarchical model and multiple features. MMSP 2015: 1-6
12 . Bin Lin, Xinmei Tian. Query-Adaptive Image Search Re-ranking Using Deep Convolutional Neural Network Feature. SMC 2015: 2186-2191
2014
1 . Cong Guo, Xinmei Tian, Tao Mei. User specific friend recommendation in social media community. ICME 2014: 1-6
2 . Qianghuai Jia, Xinmei Tian, Tao Mei. Query difficulty estimation via pseudo relevance feedback for image search. ICME 2014: 1-6
3 . Yingwei Pan, Ting Yao, Xinmei Tian, Houqiang Li, Chong-Wah Ngo. Click-through-based Subspace Learning for Image Search. ACM Multimedia 2014: 233-236
4 . Zhe Dong, Xinmei Tian. Effective and efficient photo quality assessment. SMC 2014: 2859-2864
5 . Cong Guo, Xinmei Tian. Flickr group recommendation using content interest and social information. SPAC 2014: 405-410
2013
1 . Xinmei Tian, Yijuan Lu. Discriminative codebook learning for Web image search. Signal Processing 93(8): 2284-2292 (2013)
2 . Shaomin Fang, Yijuan Lu, Xinmei Tian. Learning image saliency from human touch behaviors. ICME Workshops 2013: 1-4
3 . Yupeng Yan, Xinmei Tian, Linjun Yang, Yijuan Lu, Houqiang Li. Semantic-Spatial Matching for image classification. ICME 2013: 1-62012
2012
1 . Xinmei Tian, Yijuan Lu, Linjun Yang. Query Difficulty Prediction for Web Image Search. IEEE Trans. Multimedia 14(4): 951-962 (2012)
2 . Xinmei Tian, Dacheng Tao, Yong Rui. Sparse transfer learning for interactive video search reranking. TOMCCAP 8(3): 26:1-26:19 (2012)
2011
1 . Xinmei Tian, Dacheng Tao:Visual Reranking. From Objectives to Strategies. IEEE MultiMedia 18(3): 12-21 (2011)
2 . Bo Liu, Zhu Li, Linjun Yang, Meng Wang, Xinmei Tian. Real-Time Video Copy-Location Detection in Large-Scale Repositories. IEEE MultiMedia 18(3): 22-31 (2011)
3 . Xinmei Tian, Linjun Yang, Jingdong Wang, Xiuqing Wu, Xian-Sheng Hua. Bayesian Visual Reranking. IEEE Trans. Multimedia 13(4): 639-652 (2011)
4 . Xinmei Tian, Yijuan Lu, Linjun Yang, Qi Tian. Learning to judge image search results. ACM Multimedia 2011: 363-372 pdf
承担科研项目：
1．国家自然科学基金优秀青年基金，图像识别，2023.01至2025.12；（项目负责人）
2．国家自然科学基金面上项目，高效鲁棒的行人重识别研究，2019.01至2022.12；（项目负责人）
3．中央高校基本科研业务费专项资金，面向应用的行人重识别关键技术研究，2021.01至2023.12；（项目负责人）
4 ． 国家自然科学基金面上项目，海量数据小训练样本集环境下的高效图像理解，2016.01 至2019.12 ；（项目负责人）
5．国家自然科学基金青年基金，基于网络知识和人工知识的图像语义建模方法研究，2013.01至2015.12；（项目负责人）
6．国家自然科学基金委主任基金，遥感图像解译竞赛设计与实施，2014.01至2014.12；（项目负责人）
7. 高技术项目，智能视频处理，2016.11至2018.06；（项目负责人）
8. 国家重点研发计划子课题，多模态协同语义理解推理，2017.07至2021.06元；（项目负责人）
9. 青年创新促进会会员专项经费，面向海量数据的大规模图像理解，2014.01至2017.12元；（项目负责人）
10. 霍英东教育基金会青年教师基金，结合浅层学习与深度学习的图像理解，2016.04至2019.03；（项目负责人）
11．中央高校基本科研业务费专项资金，面向智慧城市的多媒体关键技术研究，2014.01至2016.12；（项目负责人）