Shaofei Huang (黄少飞)

Shaofei Huang (黄少飞)

Institute of Information Engineering, Chinese Academy of Sciences

I am currently a PhD candidate at Institute of Information Engineering, Chinese Academy of Sciences. I received my Bachelor’s degree from Peking University in 2018 and my Master’s degree from Institute of Information Engineering, Chinese Academy of Sciences in 2021, supervised by Prof. Jizhong Han. I was also co-supervised by Prof. Si Liu leading the ColaLab at Beihang University from 2018 to now. I have published more than 15 papers in cutting-edge international conferences and journals, including TPAMI, TIP, CVPR, ECCV, ACM MM, etc. I have been awarded the Excellent Prize of President Scholarship for Postgraduate Students of Chinese Academy of Sciences and the China National Scholarship in 2020. I have worked as a research intern at SenseTime and Meituan, and have been a reviewer for top conferences and journals. My research interest includes autonomous driving and multimedia analysis, focusing on multimodal visual segmentation and detection.

🔥 News

  • 2024.12:  🎉🎉 One paper is accepted by AAAI 2025.
  • 2024.11:  🎉🎉 One paper is accepted by TPAMI 2025.
  • 2024.07:  🎉🎉 One paper is accepted by CVIU 2024.
  • 2024.06:  🎉🎉 One paper is accepted by MICCAI 2024.
  • 2024.02:  🎉🎉 One paper is accepted by CVPR 2024.

📝 Selected Publications (* Equal Contribution, # Corresponding Author)

Unleashing the Temporal-Spatial Reasoning Capacity of GPT for Training-Free Audio and Language Referenced Video Object Segmentation. Shaofei Huang*, Rui Ling*, Hongyu Li*, Tianrui Hui, Zongheng Tang, Xiaoming Wei, Jizhong Han, Si Liu. AAAI 2025.

Anchor3DLane++: 3D Lane Detection Via Sample-Adaptive Sparse 3D Anchor Regression. Shaofei Huang, Zhenwei Shen, Zehao Huang, Yue Liao, Jizhong Han, Naiyan Wang, Si Liu. TPAMI 2025.

Modality adaptation via feature difference learning for depth human parsing. Shaofei Huang, Tianrui Hui, Yue Gong, Fengguang Peng, Yuqiang Fang, Jingwei Wang, Bin Ma, Xiaoming Wei, Jizhong Han. CVIU 2024.

Mask-Enhanced Segment Anything Model for Tumor Lesion Semantic Segmentation. Hairong Shi, Songhao Han, Shaofei Huang#, Yue Liao, Guanbin Li#, Xiangxing Kong, Hua Zhu, Xiaomu Wang, Si Liu. MICCAI 2024.

Customize your NeRF: Adaptive Source Driven 3D Scene Editing via Local-Global Iterative Training. Runze He*, Shaofei Huang*, Xuecheng Nie, Tianrui Hui, Luoqi Liu, Jiao Dai, Jizhong Han, Guanbin Li, Si Liu. CVPR 2024.

Transferring CLIP’s Knowledge into Zero-Shot Point Cloud Semantic Segmentation. Yuanbin Wang, Shaofei Huang#, Yulu Gao, Zhen Wang, Rui Wang, Kehua Sheng, Bo Zhang, Si Liu. ACM MM 2023.

Discovering Sounding Objects by Audio Queries for Audio Visual Segmentation. Shaofei Huang*, Han Li*, Yuqing Wang, Hongji Zhu, Jiao Dai, Jizhong Han, Wenge Rong, Si Liu. IJCAI 2023.

Anchor3DLane: Learning to Regress 3D Anchors for Monocular 3D Lane Detection. Shaofei Huang, Zhenwei Shen, Zehao Huang, Zi-han Ding, Jiao Dai, Jizhong Han, Naiyan Wang, Si Liu. CVPR 2023.

Language-Aware Spatial-Temporal Collaboration for Referring Video Segmentation. Tianrui Hui, Si Liu, Zihan Ding, Shaofei Huang, Guanbin Li, Wenguan Wang, Luoqi Liu, Jizhong Han. TPAMI 2023.

Cross-Modal Progressive Comprehension for Referring Segmentation. Si Liu, Tianrui Hui, Shaofei Huang, Yunchao Wei, Bo Li, Guanbin Li. TPAMI 2022.

Cross-Modality Domain Adaptation for Freespace Detection: A Simple yet Effective Baseline. Yuanbin Wang, Leyan Zhu, Shaofei Huang#, Tianrui Hui, Xiaojie Li, Fei Wang, Si Liu. ACM MM 2022.

A Keypoint-based Global Association Network for Lane Detection. Jinsheng Wang*, Yinchao Ma*, Shaofei Huang*, Tianrui Hui, Fei Wang, Chen Qian, Tianzhu Zhang. CVPR 2022.

Collaborative Spatial-Temporal Modeling for Language-Queried Video Actor Segmentation. Tianrui Hui*, Shaofei Huang*, Si Liu, Zihan Ding, Guanbin Li, Wenguan Wang, Jizhong Han, Fei Wang. CVPR 2021.

ORDNet: Capturing Omni-Range Dependencies for Scene Parsing. Shaofei Huang, Si Liu, Tianrui Hui, Jizhong Han, Bo Li, Jiashi Feng, Shuicheng Yan. TIP 2020.

Referring Image Segmentation via Cross-Modal Progressive Comprehension. Shaofei Huang*, Tianrui Hui*, Si Liu, Guanbin Li, Yunchao Wei, Jizhong Han, Luoqi Liu, Bo Li. CVPR 2020.

🎖 Honors and Awards

  • 2024.06 Outstanding Student of University of Chinese Academy of Sciences.
  • 2020.12 China National Scholarship.
  • 2020.07 Excellent Prize of President Scholarship for Postgraduate Students of Chinese Academy of Sciences.

📖 Educations and Working

  • 2022.09 - 2025.06 (Expected), PhD, Institute of Information Engineering, Chinese Academy of Sciences, Beijing.
  • 2021.06 - 2022.07, Algorithm Researcher (AI Pioneers), SenseTime Technology Co. Ltd, Beijing.
  • 2018.09 - 2021.06, MEng, Institute of Information Engineering, Chinese Academy of Sciences, Beijing.
  • 2014.09 - 2018.07, BS, School of Electronics Engineering and Computer Science, Peking University, Beijing.