Gensheng Pei, Xiruo Jiang, Yazhou Yao, Xiangbo Shu, Fumin Shen, and Byeungwoo Jeon.
Taming SAM3 in the Wild: A Concept Bank for Open-Vocabulary Segmentation.
Preprint, 2026.
[ arXiv ]

Gensheng Pei, Yazhou Yao, Jianbo Jiao, Wenguan Wang, Liqiang Nie, and Jinhui Tang.
Dynamic in Static: Hybrid Visual Correspondence for Self-Supervised Video Object Segmentation.
Preprint, 2024.
[ arXiv ]

Gensheng Pei, Xiruo Jiang, Xinhao Cai, Tao Chen, Yazhou Yao, and Byeungwoo Jeon.
PEARL: Geometry Aligns Semantics for Training-Free Open-Vocabulary Semantic Segmentation.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, Denver CO, USA, Jun 3--7, 2026.
[ paper ]

Gensheng Pei, Tao Chen, Yujia Wang, Xinhao Cai, Xiangbo Shu, Tianfei Zhou, and Yazhou Yao.
Seeing What Matters: Empowering CLIP with Patch Generation-to-Selection.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, pp. 24862--24872, Nashville TN, USA, Jun 11--15, 2025.
[ paper ]

Gensheng Pei, Tao Chen, Xiruo Jiang, Huafeng Liu, Zeren Sun, and Yazhou Yao.
VideoMAC: Video Masked Autoencoders Meet ConvNets.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, pp. 22733--22743, Seattle WA, USA, Jun 17--21, 2024.
[ paper ]

Gensheng Pei, Fumin Shen, Yazhou Yao, Guo-Sen Xie, Zhenmin Tang, and Jinhui Tang.
Hierarchical Feature Alignment Network for Unsupervised Video Object Segmentation.
In Proceedings of European Conference on Computer Vision (ECCV), Springer Nature, pp. 596--613, Tel Aviv, Israel, October 23--27, 2022.
[ paper ]

Zhenyu Yang, Gensheng Pei, Tao Chen, Yichao Zhou, Tianfei Zhou, Yazhou Yao, and Fumin Shen.
Efficiency Follows Global-Local Decoupling.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, Denver CO, USA, Jun 3--7, 2026.
[ paper ]

Haowen Gu, Gensheng Pei, Zeren Sun, Mingwu Ren, Xiangbo Shu, Yazhou Yao, and Fumin Shen.
MedFG-VQA: Low-Frequency Memory and Graph Attention for Lightweight Medical VQA.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, Denver CO, USA, Jun 3--7, 2026.
[ paper ]

Jianqiang Xu, Gensheng Pei, Huafeng Liu, and Yazhou Yao.
GSV2X: Geometry-Aware Uncertainty Modeling and Orthogonal Fusion for Robust Roadside Perception.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, Denver CO, USA, Jun 3--7, 2026.
[ paper ]

Xinhao Cai, Gensheng Pei, Zeren Sun, Yazhou Yao, Fumin Shen, and Wenguan Wang.
Iris: Bringing Real-World Priors into Diffusion Model for Monocular Depth Estimation.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, Denver CO, USA, Jun 3--7, 2026.
[ paper ]

Jianjian Yin, Tao Chen, Yi Chen, Gensheng Pei, Xiangbo Shu, Yazhou Yao, and Fumin Shen.
PCA-Seg: Revisiting Cost Aggregation for Open-Vocabulary Semantic and Part Segmentation.
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE/CVF, Denver CO, USA, Jun 3--7, 2026.
[ paper ]

Xinhao Cai, Liulei Li, Gensheng Pei, Tao Chen, Jinshan Pan, Yazhou Yao, and Wenguan Wang.
Unbiased Object Detection Beyond Frequency with Visually Prompted Image Synthesis.
In Proceedings of the International Conference on Learning Representations (ICLR), OpenReview, Rio de Janeiro, Brazil, April 23--27, 2026.
[ paper ]

Zhenyu Yang, Gensheng Pei, Tao Chen, Xia Yuan, Haofeng Zhang, Xiangbo Shu, Yazhou Yao.
Beyond Quadratic: Linear-Time Change Detection with RWKV.
In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), AAAI, Singapore, January 20--27, 2026.
[ paper ]

Xinhao Cai, Qiuxia Lai, Gensheng Pei, Xiangbo Shu, Yazhou Yao, and Wenguan Wang.
Cycle-Consistent Learning for Joint Layout-to-Image Generation and Object Detection.
In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), IEEE/CVF, pp. 6797--6807, Honolulu HI, USA, October 19--23, 2025.
[ paper ]

Mengmeng Sheng, Zeren Sun, Gensheng Pei, Tao Chen, Haonan Luo, and Yazhou Yao.
Enhancing Robustness in Learning with Noisy Labels: An Asymmetric Co-Training Approach.
In Proceedings of ACM International Conference on Multimedia (ACMMM), ACM, pp. 4406--4415, Melbourne VIC, Australia, October 28--November 1, 2024.
[ paper ]

Tao Chen, XiRuo Jiang, Gensheng Pei, Zeren Sun, Yucheng Wang, and Yazhou Yao.
Knowledge Transfer with Simulated Inter-Image Erasing for Weakly Supervised Semantic Segmentation.
In Proceedings of European Conference on Computer Vision (ECCV), Springer Nature, pp. 441--458, Milan, Italy, September 29--October 4, 2024.
[ paper ]

Jianjian Yin, Xiruo Jiang, Tao Chen, Gensheng Pei, Yazhou Yao, Fumin Shen, and Heng-Tao Shen.
DepMatch: Boosting Semi-supervised Semantic Segmentation by Exploring Depth Difference Knowledge.
IEEE Transactions on Image Processing, 2026.
[ link ]

Zhenyu Yang, Gensheng Pei, Yazhou Yao, Tianfei Zhou, Lizhong Ding, and Fumin Shen.
ChangeTitans: Towards Remote Sensing Change Detection with Neural Memory.
IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 4709714, 2025.
[ link ]

Yin Tang, Rui Chen, Gensheng Pei, and Qiong Wang.
PASS-SAM: Integration of Segment Anything Model for Large-Scale Unsupervised Semantic Segmentation.
Computational Visual Media, vol. 11, pp. 669--674, 2025.
[ link ]

Jianjian Yin, Tao Chen, Gensheng Pei, Yazhou Yao, Liqiang Nie, and Xiansheng Hua.
Semi-Supervised Semantic Segmentation With Multi-Constraint Consistency Learning.
IEEE Transactions on Multimedia, vol. 27, pp. 6449--6461, 2025.
[ link ]

Gensheng Pei, Fumin Shen, Yazhou Yao, Tao Chen, Xian-Sheng Hua, and Heng-Tao Shen.
Hierarchical Graph Pattern Understanding for Zero-Shot Video Object Segmentation.
IEEE Transactions on Image Processing, vol. 32, pp. 5909--5920, 2023.
[ link ]

Yazhou Yao, Tao Chen, Hanbo Bi, Xinhao Cai, Gensheng Pei, Guoye Yang, Zhiyuan Yan, Xian Sun, Xing Xu, and Hai Zhang.
Automated Object Recognition in High-resolution Optical Remote Sensing Imagery.
National Science Review, vol. 10, nwad122, 2023.
[ link ]

Gensheng Pei, Yazhou Yao, Fumin Shen, Dan Huang, Xingguo Huang, and Heng-Tao Shen.
Hierarchical Co-attention Propagation Network for Zero-Shot Video Object Segmentation.
IEEE Transactions on Image Processing, vol. 32, pp. 2348--2359, 2023.
[ link ]