REMOTE: Reinforced Motion Transformation Network for Semi-supervised 2D Pose Estimation in Videos. - Xianzheng Ma; Hossein Rahmani 001; Zhipeng Fan 001; Bin Yang 026; Jun Chen 001; Jun Liu 036 (AAAI, 2022)

Both Style and Fog Matter: Cumulative Domain Adaptation for Semantic Foggy Scene Understanding. - Xianzheng Ma; Zhixiang Wang 001; Yacheng Zhan; Yinqiang Zheng; Zheng Wang 007; Dengxin Dai; Chia-Wen Lin (CVPR, 2022)

Rainy WCity: A Real Rainfall Dataset with Diverse Conditions for Semantic Driving Scene Understanding. - Xian Zhong; Shidong Tu; Xianzheng Ma; Kui Jiang; Wenxin Huang; Zheng Wang 007 (IJCAI, 2022)

Decorate the Newcomers: Visual Domain Prompt for Continual Test Time Adaptation. - Yulu Gan; Yan Bai; Yihang Lou; Xianzheng Ma; Renrui Zhang; Nian Shi; Lin Luo (AAAI, 2023)

CALIP: Zero-Shot Enhancement of CLIP with Parameter-Free Attention. - Ziyu Guo; Renrui Zhang; Longtian Qiu; Xianzheng Ma; Xupeng Miao; Xuming He 001; Bin Cui 001 (AAAI, 2023)

Matching Is Not Enough: A Two-Stage Framework for Category-Agnostic Pose Estimation. - Min Shi 004; Zihao Huang 001; Xianzheng Ma; Xiaowei Hu 001; Zhiguo Cao 001 (CVPR, 2023)

Train One, Generalize to All: Generalizable Semantic Segmentation from Single-Scene to All Adverse Scenes. - Ziyang Gong; Fuhao Li; Yupeng Deng 002; Wenjun Shen; Xianzheng Ma; Zhenming Ji; Nan Xia (ACM Multimedia, 2023)

When Masked Image Modeling Meets Source-free Unsupervised Domain Adaptation: Dual-Level Masked Network for Semantic Segmentation. - Gang Li; Xianzheng Ma; Zhao Wang; Hao Li 112; Qifei Zhang 001; Chao Wu 001 (ACM Multimedia, 2023)

Informative Classes Matter: Towards Unsupervised Domain Adaptive Nighttime Semantic Segmentation. - Shiqin Wang; Xin Xu 007; Xianzheng Ma; Kui Jiang; Zheng Wang 007 (ACM Multimedia, 2023)

Networks are Slacking Off: Understanding Generalization Problem in Image Deraining. - Jinjin Gu; Xianzheng Ma; Xiangtao Kong; Yu Qiao 001; Chao Dong 005 (NeurIPS, 2023)

Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following. - Ziyu Guo; Renrui Zhang; Xiangyang Zhu; Yiwen Tang; Xianzheng Ma; Jiaming Han; Kexin Chen 003; Peng Gao 007; Xianzhi Li; Hongsheng Li 001; Pheng-Ann Heng (CoRR, 2023)

Translation, Association and Augmentation: Learning Cross-Modality Re-Identification From Single-Modality Annotation. - Bin Yang 026; Jun Chen 001; Xianzheng Ma; Mang Ye (IEEE Trans. Image Process., 2023)

Aleth-NeRF: Illumination Adaptive NeRF with Concealing Field Assumption. - Ziteng Cui; Lin Gu 003; Xiao Sun 001; Xianzheng Ma; Yu Qiao 001; Tatsuya Harada (AAAI, 2024)

FMRNet: Image Deraining via Frequency Mutual Revision. - Kui Jiang; Junjun Jiang; Xianming Liu; Xin Xu 007; Xianzheng Ma (AAAI, 2024)

Parsing All Adverse Scenes: Severity-Aware Semantic Segmentation with Mask-Enhanced Cross-Domain Consistency. - Fuhao Li; Ziyang Gong; Yupeng Deng 002; Xianzheng Ma; Renrui Zhang; Zhenming Ji; Xiangwei Zhu; Hong Zhang (AAAI, 2024)

Point-PEFT: Parameter-Efficient Fine-Tuning for 3D Pre-trained Models. - Yiwen Tang; Ray Zhang 002; Zoey Guo; Xianzheng Ma; Bin Zhao 001; Zhigang Wang 002; Dong Wang 028; Xuelong Li 001 (AAAI, 2024)

CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning. - Ziyang Gong; Fuhao Li; Yupeng Deng 002; Deblina Bhattacharjee; Xianzheng Ma; Xiangwei Zhu; Zhenming Ji (ECCV (77), 2024)

Unifying Image Processing as Visual Prompting Question Answering. - Yihao Liu 001; Xiangyu Chen 006; Xianzheng Ma; Xintao Wang 002; Jiantao Zhou 001; Yu Qiao 001; Chao Dong 005 (ICML, 2024)

When LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models. - Xianzheng Ma; Yash Bhalgat; Brandon Smart; Shuai Chen; Xinghui Li; Jian Ding 001; Jindong Gu; Dave Zhenyu Chen; Songyou Peng; Jia-Wang Bian; Philip H. S. Torr; Marc Pollefeys; et al. (CoRR, 2024)

CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic Segmentation. - Ziyang Gong; Zhixiang Wei; Di Wang 023; Xianzheng Ma; Hongruixuan Chen; Yuru Jia; Yupeng Deng 002; Zhenming Ji; Xiangwei Zhu; Naoto Yokoya; Jing Zhang 001; Bo Du 001; et al. (CoRR, 2024)

Robotic Visual Instruction. - Yanbang Li; Ziyang Gong; Haoyang Li; Xiaoqi Huang; Haolan Kang; Guangping Bai; Xianzheng Ma (CVPR, 2025)