2024

• Ruiming Guo*, Mouxing Yang*, Yijie Lin, Xi Peng, Peng Hu#, Robust Contrastive Multi-view Clustering against Dual Noisy Correspondence, Neural Information Processing Systems (NeurIPS), 2024.
• Honglin Liu, Peng Hu, Changqing Zhang, Yunfan Li#, Xi Peng#, Interactive Deep Clustering via Value Mining, Neural Information Processing Systems (NeurIPS), 2024.
• Haiyu Zhao, Lei Tian, Xinyan Xiao, Peng Hu, Yuanbiao Gou#, Xi Peng#, AverNet: All-in-one Video Restoration for Time-varying Unknown Degradations. Neural Information Processing Systems (NeurIPS), 2024.
• Zhenyu Huang, Mouxing Yang, Xinyan Xiao, Peng Hu, Xi Peng#, Noise-robust Vision-language Pre-training with Positive-negative Learning, Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
• Changhao He, Hongyuan Zhu, Peng Hu#, Xi Peng, Robust Variational Contrastive Learning for Partially View-unaligned Clustering, ACM International Conference on Multimedia (ACM MM), Melbourne, Australia. Oct. 28 – Nov. 1 2024.
• Longan Wang, Yang Qin, Yuan Sun, Dezhong Peng, Xi Peng, Peng Hu#, Robust Contrastive Cross-modal Hashing with Noisy Labels, ACM International Conference on Multimedia (ACM MM), Melbourne, Australia. Oct. 28 – Nov. 1 2024.
• Yongxiang Li, Yang Qin, Yuan Sun, Dezhong Peng, Xi Peng, Peng Hu#, RoMo: Robust Unsupervised Multimodal Learning with Noisy Pseudo Labels, IEEE Transactions on Image Processing (TIP), 2024.
• Yuan Sun, Yang Qin, Yongxiang Li, Dezhong Peng, Xi Peng, Peng Hu#, Robust Multi-View Clustering with Noisy Correspondence, IEEE Transactions on Knowledge and Data Engineering (TKDE), 2024.
• Yunfan Li, Peng Hu, Dezhong Peng, Jiancheng Lv, Jianping Fan, Xi Peng#, Image Clustering with External Guidance, International Conference on Machine Learning (ICML), 2024. (Oral, acc rate=1.5%)
• Xinran Ma*, Mouxing Yang*, Yunfan Li, Peng Hu, Jiancheng Lv, Xi Peng#, Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining, IEEE Trans Image Processing (TIP), 2024. [Code]
• Zhenyu Huang, Peng Hu, Guocheng Niu, Xinyan Xiao, Jiancheng Lv, Xi Peng#, Learning with Noisy Correspondence, International Journal of Computer Vision (IJCV), 2024.
• Yang Qin, Yingke Chen, Dezhong Peng, Xi Peng, Joey Tianyi Zhou, Peng Hu#, Noisy-Correspondence Learning for Text-to-Image Person Re-identification, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. [Code]
• Mouxing Yang, Yunfan Li, Changqing Zhang, Peng Hu, Xi Peng#, Test-time Adaption against Multi-modal Reliability Bias, 12th International Conference on Learning Representations (ICLR 2024), May 7-11, Vienna, Austria, 2024.
• Yiding Lu, Yijie Lin, Mouxing Yang, Dezhong Peng, Peng Hu#, Xi Peng#, Decoupled Contrastive Multi-view Clustering with High-order Random Walks, Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI 2024), Feb. 20-27, Vancouver, Canada, 2024. [Code]
• Yuan Sun, Jian Dai, Zhenwen Ren, Yingke Chen, Dezhong Peng，Peng Hu#, Dual Self-Paced Cross-Modal Hashing, Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI 2024), Feb. 20-27, Vancouver, Canada, 2024.
• Siyuan Hu, Zheng Wang, Peng Hu, Xi Peng, Jie Wu, Yew Soon Ong, Hongyuan Zhu, PrefAce: Face-centric Pretraining with Self-structure Aware Distillation, Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI 2024), Feb. 20-27, Vancouver, Canada, 2024.

2023

• Peng Hu, Liangli Zhen, Xi Peng, Hongyuan Zhu, Jie Lin, Xu Wang, Dezhong Peng, Deep Supervised Multi-View Learning with Graph Priors, IEEE Transactions on Image Processing (TIP), DOI: 10.1109/TIP.2023.3335825.[Code]
• Pengxin Zeng, Mouxing Yang, Yiding Lu, Changqing Zhang, Peng Hu, and Xi Peng#, Semantic Invariant Multi-View Clustering With Fully Incomplete Information, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
• Yang Qin, Yuan Sun, Dezhong Peng, Joey Tianyi Zhou, Xi Peng, Peng Hu#, Cross-modal Active Complementary Learning with Self-refining Correspondence, Neural Information Processing Systems (NeurIPS), 2023.
• Yanglin Feng, Hongyuan Zhu, Dezhong Peng, Xi Peng, Peng Hu#, ROAD: Robust Unsupervised Domain Adaptation with Noisy Labels, ACM International Conference on Multimedia (ACM MM), Ottawa, Canada. Oct. 29 – Nov. 3 2023. [Code]
• Yijie Lin, Mouxing Yang, Jun Yu, Peng Hu, Changqing Zhang#, Xi Peng#, Graph Matching with Bi-level Noisy Correspondence, International Conference on Computer Vision (ICCV), Paris, France. Oct. 4-6, 2023. [Code]
• Haobin Li, Yunfan Li, Mouxing Yang, Peng Hu, Dezhong Peng, Xi Peng#, Incomplete Multi-view Clustering via Prototype-based Imputation, International Joint Conference on Artificial Intelligence (IJCAI), Macao, China. Aug. 19-25, 2023.
• Yunfan Li, Yijie Lin, Peng Hu, Dezhong Peng, Han Luo, Xi Peng#, Single-cell RNA-seq Debiased Clustering via Batch Effect Disentanglement, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), Mar. 2023. DOI: 10.1109/TNNLS.2023.3260003.
• Yanglin Feng, Hongyuan Zhu, Dezhong Peng, Xi Peng, Peng Hu#, RONO: Robust Discriminative Learning with Noisy Labels for 2D-3D Cross-Modal Retrieval, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada. Jun. 18-22, 2023. [Code]
• Pengxin Zeng, Yunfan Li, Peng Hu, Dezhong Peng, Jiancheng Lv, Xi Peng#, Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada. Jun. 18-22, 2023.
• Yuanbiao Gou, Peng Hu, Jiancheng Lv, Hongyuan Zhu, Xi Peng#, Rethinking Image Super Resolution from Long-Tailed Distribution Learning Perspective, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada. Jun. 18-22, 2023.
• Peng Hu, Zhenyu Huang, Dezhong Peng, Xu Wang and Xi Peng#, Cross-Modal Retrieval with Partially Mismatched Pairs, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 22 Feb. 2023. DOI: 10.1109/TPAMI.2023.3247939. [PDF] [Code] [Appendix].
• Xu Wang, Dezhong Peng, Ming Yan, Peng Hu#, Correspondence-Free Domain Alignment for Unsupervised Cross-Domain Image Retrieval [Code], Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), Feb. 7-14, Washington DC, 2023.

2022

• Yang Qin, Dezhong Peng, Xi Peng, Xu Wang, Peng Hu#, Deep Evidential Learning with Noisy Correspondence for Cross-modal Retrieval, Proceedings of the 30th ACM International Conference on Multimedia, 10-14 October 2022.[Code]
• Peng Hu, Hongyuan Zhu, Jie Lin, Dezhong Peng, Yin-Ping Zhao, Xi Peng#, Unsupervised Contrastive Cross-modal Hashing, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 26 May 2022. DOI: 10.1109/TPAMI.2022.3177356.[Code]
• Mouxing Yang, Zhenyu Huang, Peng Hu, Taihao Li, Jiancheng Lv, Xi Peng#, Learning with Twin Noisy Labels for Visible-Infrared Person Re-Identification, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA. Jun. 19-25, 2022.[Code]
• Boyun Li, Xiao Liu, Peng Hu, Zhongqin Wu, Jiancheng Lv, Xi Peng#, All-In-One Image Restoration for Unknown Corruption, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA. Jun. 19-25, 2022.[Code]
• Mouxing Yang, Yunfan Li, Peng Hu, Jinfeng Bai, Jiancheng Lv, Xi Peng#, Robust Multi-view Clustering with Incomplete Information, IEEE Transactions onPattern Analysis and Machine Intelligence (TPAMI), Feb. 2022. DOI: 10.1109/TPAMI.2022.3155499.[Code]
• Peng Hu, Xi Peng, Hongyuan Zhu, Liangli Zhen, Jie Lin, Huaibai Yan, Dezhong Peng, Deep Semi-Supervised Multi-View Learning with Increasing Views[J]. IEEE Transactions on Cybernetics, vol. 52, no. 12, pp. 12954-12965, Dec. 2022, doi: 10.1109/TCYB.2021.3093626. [Code]
• Liangli Zhen*, Peng Hu*, Xi Peng, Rick Siow Mong Goh, Joey Tianyi Zhou, Deep Multimodal Transfer Learning for Cross-Modal Retrieval[J]. IEEE Transactions on Neural Networks and Learning Systems, vol. 33, no. 2, pp. 798-810, Feb. 2022, doi: 10.1109/TNNLS.2020.3029181. (* denotes equal contribution)

2021

• Peng Hu, Xi Peng, Hongyuan Zhu, Liangli Zhen, Jie Lin, Learning Cross-modal Retrieval with Noisy Labels[C], IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 5403-5413. [Code]

• Peng Hu, Xi Peng, Hongyuan Zhu, Jie Lin, Liangli Zhen, Dezhong Peng, Joint Versus Independent Multiview Hashing for Cross-View Retrieval[J]. IEEE Transactions on Cybernetics, vol. 51, no. 10, pp. 4982-4993, Oct. 2021. [Code]

• Yang Yu, Peng Hu, Jie Lin, Pavitra Krishnaswamy, Multimodal Multitask Deep Learning for X-Ray Image Retrieval[C], International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2021).

• Mouxing Yang, Yunfan Li, Zhenyu Huang, Zitao Liu, Peng Hu, Xi Peng, Partially View-aligned Representation Learning with Noise-robust Contrastive Loss, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 1134-1143. [Code]

• Tianyi Zhang, Jie Lin, Peng Hu, Bin Zhao, Mohamed M. Sabry Aly, PSRR-MaxpoolNMS: Pyramid Shifted MaxpoolNMS with Relationship Recovery, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 15840-15848.

• Peng Hu, Xi Peng, Hongyuan Zhu, Mohamed M. Sabry Aly, Jie Lin, OPQ: Compressing Deep Neural Networks with One-shot Pruning-Quantization, Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI’21), 2021: 2-9.

• Yunfan Li, Peng Hu, Zitao Liu, Dezhong Peng, Joey Tianyi Zhou, and Xi Peng, Contrastive Clustering, Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI’21), Feb. 2-9, 2021. [Code]

• Peng Hu, Xi Peng, Hongyuan Zhu, Jie Lin, Liangli Zhen, Wei Wang, Dezhong Peng, Cross-modal Discriminant Adversarial Network[J]. Pattern Recognition, 2021, 112: 107734.

• Xu Wang*, Peng Hu*, Liangli Zhen, Dezhong Peng, DRSL: Deep Relational Similarity Learning for Cross-modal Retrieval[J]. Information Sciences, 2021, 546: 298-311. (* denotes equal contribution) [Code]

2020

• Zhenyu Huang, Peng Hu, Joey Tianyi Zhou, Jiancheng Lv, and Xi Peng, Partially View-aligned Clustering, Neural Information Processing Systems (NeurIPS), 2020. (Oral) [Code]

• Xu Wang, Peng Hu, Pei Liu, Dezhong Peng, Deep Semisupervised Class- and Correlation-Collapsed Cross-View Learning[J]. IEEE Transactions on Cybernetics (TCYB), 2020. Early Access.

• Peng Hu, Hongyuan Zhu, Xi Peng, Jie Lin, Semi-supervised Multi-modal Learning with Balanced Spectral Decomposition[C]//Proceedings of the AAAI Conference on Artificial Intelligence. 2020, 34(01): 99-106. (Oral).

2019

• Peng Hu*, Xu Wang*, Liangli Zhen, Dezhong Peng, Separated Variational Hashing Networks for Cross-Modal Retrieval [C]//Proceedings of the 27th ACM International Conference on Multimedia. 2019: 1721-1729. (* denotes equal contribution, Full paper)

• Peng Hu, Dezhong Peng, Yongsheng Sang, Yong Xiang, Multi-view linear discriminant analysis network[J]. IEEE Transaction on Image Processing (TIP), 2019, 28(11): 5352-5365. [Code]

• Peng Hu*, Liangli Zhen*, Dezhong Peng, Pei Liu, Scalable deep multimodal learning for cross-modal retrieval[C]//Proceedings of the 42Nd International ACM SIGIR Conference on Research and Development in Information Retrieval. 2019: 635-644. (* denotes equal contribution, Full paper for oral presentation) [Code]

• Peng Hu, Dezhong Peng, Xu Wang, Yong Xiang, Multimodal adversarial network for cross-modal retrieval[J], Knowledge-Based Systems, 2019, 180: 38-50. [Code]

• Liangli Zhen*, Peng Hu*, Xu Wang, Dezhong Peng, Deep supervised cross-modal retrieval[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2019: 10394-10403. (* denotes equal contribution) [Code]

2016

• Peng Hu, Dezhong Peng, Yi Zhang, Yong Xiang, Robust time-spread echo watermarking using characteristics of host signals[J]. Electronics Letters, 2016, 52(1): 5-6.