Xianglong Liu
Professor
State Key Laboratory of Software Development Environment
School of Computer Science and Engineering, Beihang University, China
Office: Room G606, New Main Building
Address: 37 Xueyuan Road, Haidian, Beijing 100191, China
Tel.: +86-10-8233-8092
Email: xlliu@nlsde.buaa.edu.cn / xlliu@buaa.edu.cn
I am a Full Professor in School of Computer Science and Engineering at Beihang University. I received BS and Ph.D degrees under supervision of Prof. Wei Li, and visited DVMM Lab, Columbia University as a joint Ph.D student supervised by Prof. Shih-Fu Chang. My research interests include fast visual computing (e.g., large-scale search/understanding) and robust deep learning (e.g., network quantization, adversarial attack/defense, few shot learning). I received NSFC Excellent Young Scientists Fund, and was selected into 2019 Beijing Nova Program, MSRA StarTrack Program, and 2015 CCF Young Talents Development Program.
Our Group | AI Safety | Network Quantization | Open-World Detection
Selected Publications| All Publications | Hashing | Google Scholar | DBLP
BiBench: Benchmarking and Analyzing Network Binarization
Haotong Qin, Mingyuan Zhang, Yifu Ding, Aoyu Li, Zhongang Cai, Ziwei Liu, Fisher Yu, Xianglong Liu*
ICML, 2023
@inproceedings{Qin:ICML23,
author = {Haotong Qin and Mingyuan Zhang and Yifu Ding and Aoyu Li and Zhongang Cai and Ziwei Liu and Fisher Yu and Xianglong Liu},
title = {BiBench: Benchmarking and Analyzing Network Binarization},
booktitle = {ICML},
year = {2023},
}
Outlier Suppression: Pushing the Limit of Low-bit Transformer Language Models
Xiuying Wei, Yunchen Zhang, Xiangguo Zhang, Ruihao Gong, Shanghang Zhang, Qi Zhang, Fengwei Yu, Xianglong Liu*
NeurIPS, 2022
@inproceedings{Wei:NeurIPS22,
author = {Xiuying Wei and Yunchen Zhang and Xiangguo Zhang and Ruihao Gong and Shanghang Zhang and Qi Zhang and Fengwei Yu and Xianglong Liu},
title = {Outlier Suppression: Pushing the Limit of Low-bit Transformer Language Models},
booktitle = {NeurIPS},
year = {2022},
}
BiFSMN: Binary Neural Network for Keyword Spotting
Haotong Qin, Xudong Ma, Yifu Ding, Xiaoyang Li, Yang Zhang, Yao Tian, Zejun Ma, Jie Luo, Xianglong Liu*
IJCAI, 2022
@inproceedings{Qin:IJCAI22,
author = {Haotong Qin and Xudong Ma and Yifu Ding and Xiaoyang Li and Yang Zhang and Yao Tian and Zejun Ma and Jie Luo and Xianglong Liu},
title = {BiFSMN: Binary Neural Network for Keyword Spotting},
booktitle = {IJCAI},
year = {2022},
}
Defensive Patches for Robust Recognition in the Physical World
Jiakai Wang, Zixin Yin, Pengfei Hu, Renshuai Tao, Haotong Qin, Xianglong Liu*, Dacheng Tao, Aishan Liu
IEEE CVPR, 2022
@inproceedings{Wang:CVPR22,
author = {Jiakai Wang and Zixin Yin and Pengfei Hu and Renshuai Tao and Haotong Qin and Xianglong Liu and Dacheng Tao and Aishan Liu},
title = {Defensive Patches for Robust Recognition in the Physical World},
booktitle = {IEEE CVPR},
year = {2022},
}
Exploring Endogenous Shift for Cross-domain Detection: A Large-scale Benchmark and Perturbation Suppression Network
Renshuai Tao, Hainan Li, Tianbo Wang, Yanlu Wei, Yifu Ding, Bowei Jin, Hongping Zhi, Xianglong Liu*, Aishan Liu
IEEE CVPR, 2022
@inproceedings{Tao:CVPR22,
author = {Renshuai Tao and Hainan Li and Tianbo Wang and Yanlu Wei and Yifu Ding and Bowei Jin and, Hongping Zhi and Xianglong Liu and Aishan Liu},
title = {Exploring Endogenous Shift for Cross-domain Detection: A Large-scale Benchmark and Perturbation Suppression Network},
booktitle = {IEEE CVPR},
year = {2022},
}
QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization
Xiuying Wei, Ruihao Gong, Yuhang Li, Xianglong Liu*, Fengwei Yu
ICLR, 2022
@inproceedings{Wei:ICLR22,
author = {Xiuying Wei and Ruihao Gong and Yuhang Li and Xianglong Liu and Fengwei Yu},
title = {QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization},
booktitle = {ICLR},
year = {2022},
}
BiBERT: Accurate Fully Binarized BERT
Haotong Qin, Yifu Ding, Mingyuan Zhang, Qinghua Yan, Aishan Liu, Qingqing Dang, Ziwei Liu, Xianglong Liu*
ICLR, 2022
@inproceedings{Qin:ICLR22,
author = {Haotong Qin and Yifu Ding and Mingyuan Zhang and Qinghua Yan and Aishan Liu and Qingqing Dang and Ziwei Liu and Xianglong Liu*},
title = {BiBERT: Accurate Fully Binarized BERT},
booktitle = {ICLR},
year = {2022},
}
Towards Real-world X-ray Security Inspection: A High-quality Benchmark and Lateral Inhibition Module for Prohibited Items Detection
Renshuai Tao, Yanlu Wei, Xiangjian Jiang, Hainan Li, Haotong Qin, Jiakai Wang, Yuqing Ma, Libo Zhang, Xianglong Liu*
IEEE ICCV, 2021
@inproceedings{Tao:ICCV21,
author = {Renshuai Tao and Yanlu Wei and Xiangjian Jiang and Hainan Li and Haotong Qin and Jiakai Wang and Yuqing Ma and Libo Zhang and Xianglong Liu*},
title = {Towards Real-world X-ray Security Inspection: A High-quality Benchmark and Lateral Inhibition Module for Prohibited Items Detection},
booktitle = {IEEE ICCV},
year = {2021},
}
Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World
Jiakai Wang, Aishan Liu, Zixin Yin, Shunchang Liu, Shiyu Tang, Xianglong Liu*
IEEE CVPR (oral), 2021
@inproceedings{Wang:cvpr21,
author = {Jiakai Wang and Aishan Liu and Zixin Yin and Shunchang Liu and Shiyu Tang and Xianglong Liu},
title = {Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World},
booktitle = {IEEE CVPR},
year = {2021},
}
Diversifying Sample Generation for Accurate Data-Free Quantization
Xiangguo Zhang, Haotong Qin, Yifu Ding, Ruihao Gong, Qinghua Yan, Renshuai Tao, Yuhang Li, Fengwei Yu, Xianglong Liu*
IEEE CVPR (oral), 2021
@inproceedings{Zhang:cvpr21,
author = {Xiangguo Zhang and Haotong Qin and Yifu Ding and Ruihao Gong and Qinghua Yan and Renshuai Tao and Yuhang Li and Fengwei Yu and Xianglong Liu},
title = {Diversifying Sample Generation for Accurate Data-Free Quantization},
booktitle = {IEEE CVPR},
year = {2021},
}
BiPointNet: Binary Neural Network for Point Clouds
Haotong Qin, Zhongang Cai, Mingyuan Zhang, Yifu Ding, Haiyu Zhao, Shuai Yi, Xianglong Liu*, Hao Su
ICLR, 2021
@inproceedings{Qin:iclr21,
author = {Haotong Qin and Zhongang Cai and Mingyuan Zhang and Yifu Ding and Haiyu Zhao and Shuai Yi and Xianglong Liu* and Hao Su},
title = {BiPointNet: Binary Neural Network for Point Clouds},
booktitle = {ICLR},
year = {2021},
}
Bias-based Universal Adversarial Patch Attack for Automatic Check-out
Aishan Liu, Jiakai Wang, Xianglong Liu*, Bowen Cao, Chongzhi Zhang, Hang Yu.
ECCV, 2020
@inproceedings{Liu:eccv20_bias,
author = {Aishan Liu and Jiakai Wang and Xianglong Liu and Bowen Cao and Chongzhi Zhang and Hang Yu},
title = {Bias-based Universal Adversarial Patch Attack for Automatic Check-out},
booktitle = {ECCV},
year = {2020},
}
Spatiotemporal Attacks for Embodied Agents
Aishan Liu, Tairan Huang, Xianglong Liu, Yitao Xu, Yuqing Ma, Xinyun Chen, Stephen Maybank, Dacheng Tao
ECCV, 2020
@inproceedings{Liu:eccv20_spatiotemporal,
author = {Aishan Liu and Tairan Huang and Xianglong Liu and Yitao Xu and Yuqing Ma and Xinyun Chen and Stephen Maybank and Dacheng Tao},
title = {Spatiotemporal Attacks for Embodied Agents},
booktitle = {ECCV},
year = {2020},
}
Towards Unified INT8 Training for Convolutional Neural Network
Feng Zhu, Ruihao Gong, Fengwei Yu, Xianglong Liu*, Yanfei Wang, Zhelong Li, Xiuqi Yang, Junjie Yan
IEEE CVPR, 2020
@inproceedings{Zhu:cvpr20,
author = {Feng Zhu and Ruihao Gong and Fengwei Yu and Xianglong Liu and Yanfei Wang and Zhelong Li and Xiuqi Yang and Junjie Yan},
title = {Towards Unified INT8 Training for Convolutional Neural Network},
booktitle = {IEEE CVPR},
year = {2020},
}
Forward and Backward Information Retention for Accurate Binary Neural Networks
Haotong Qin, Ruihao Gong, Xianglong Liu*, Mingzhu Shen, Ziran Wei, Fengwei Yu, Jingkuan Song
IEEE CVPR, 2020
@inproceedings{Qin:cvpr20,
author = {Haotong Qin and Ruihao Gong and Xianglong Liu and Mingzhu Shen and Ziran Wei and Fengwei Yu and Jingkuan Song},
title = {Forward and Backward Information Retention for Accurate Binary Neural Networks},
booktitle = {IEEE CVPR},
year = {2020},
}
Few-shot Visual Learning with Contextual Memory and Fine-grained Calibration
Yuqing Ma, Wei Liu, Shihao Bai, Qingyu Zhang, Aishan Liu, Weimin Chen, Xianglong Liu*
IJCAI, 2020
@inproceedings{Ma:ijcai20-ipn,
author = {Yuqing Ma and Wei Liu and Shihao Bai and Qingyu Zhang and Aishan Liu and Weimin Chen and Xianglong Liu},
title = {Few-shot Visual Learning with Contextual Memory and Fine-grained Calibration},
booktitle = {IJCAI},
year = {2020},
}
Transductive Relation-Propagation Network for Few-shot Learning
Yuqing Ma, Shihao Bai, Shan An, Wei Liu, Aishan Liu, Xiantong Zhen, Xianglong Liu*
IJCAI, 2020
@inproceedings{Ma:ijcai20-trpn,
author = {Yuqing Ma and Shihao Bai and Shan An and Wei Liu and Aishan Liu and Xiantong Zhen and Xianglong Liu},
title = {Transductive Relation-Propagation Network for Few-shot Learning},
booktitle = {IJCAI},
year = {2020},
}
Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks
Ruihao Gong, Xianglong Liu*, Shenghu Jiang, Tianxiang Li, Peng Hu, Jiazhen Lin, Fengwei Yu, Junjie Yan
IEEE ICCV, 2019
@inproceedings{Gong:iccv19,
author = {Ruihao Gong and Xianglong Liu and Shenghu Jiang and Tianxiang Li and Peng Hu and Jiazhen Lin and Fengwei Yu and Junjie Yan},
title = {Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks},
booktitle = {IEEE ICCV},
year = {2019},
}
Perceptual-Sensitive GAN for Generating Adversarial Patches
Aishan Liu, Xianglong Liu*, Jiaxin Fan, Yuqing Ma, Anlan Zhang, Huiyuan Xie, Dacheng Tao
AAAI, 2019
@inproceedings{Liu:aaai19,
author = {Aishan Liu and Xianglong Liu and Jiaxin Fan and Yuqing Ma and Anlan Zhang and Huiyuan Xie and Dacheng Tao},
title = {Perceptual-Sensitive GAN for Generating Adversarial Patches},
booktitle = {AAAI},
year = {2019},
}
Progressive Generative Hashing for Image Retrieval
Yuqing Ma, Yue He, Fan Ding, Sheng Hu, Jun Li, Xianglong Liu*
IJCAI, 2018
@inproceedings{Ma:ijcai18,
author = {Yuqing Ma and Yue He and Fan Ding and Sheng Hu and Jun Li and Xianglong Liu},
title = {Progressive Generative Hashing for Image Retrieval},
booktitle = {IJCAI},
year = {2018},
}
Complementary Binary Quantization for Joint Multiple Indexing
Qiang Fu, Xu Han, Xianglong Liu*, Jingkuan Song, Cheng Deng
IJCAI, 2018
@inproceedings{Fu:ijcai18,
author = {Qiang Fu and Xu Han and Xianglong Liu and Jingkuan Song and Cheng Deng},
title = {Complementary Binary Quantization for Joint Multiple Indexing},
booktitle = {IJCAI},
year = {2018},
}
Centered Weight Normalization in Accelerating Training of Deep Neural Networks
Lei Huang, Xianglong Liu*, Yang Liu, Bo Lang, Dacheng Tao
IEEE ICCV, 2017
@inproceedings{Huang:iccv17,
author = {Lei Huang and Xianglong Liu and Yang Liu and Bo Lang and Dacheng Tao},
title = {Centered Weight Normalization in Accelerating Training of Deep Neural Networks},
booktitle = {IEEE International Conference on Computer Vision},
year = {2017},
}
Boosting Complementary Hash Tables for Fast Nearest Neighbor Search
Xianglong Liu, Cheng Deng, Yadong Mu, Zhujin Li
AAAI, 2017
@inproceedings{Liu:aaai17,
author = {Xianglong Liu and Cheng Deng and Yadong Mu and Zhujin Li},
title = {Boosting Complementary Hash Tables for Fast Nearest Neighbor Search},
booktitle = {Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence},
pages = {4183--4189},
year = {2017},
}
Multilinear Hyperplane Hashing
Xianglong Liu, Xinjie Fan, Cheng Deng, Zhujin Li, Hao Su, Dacheng Tao
IEEE CVPR (Young Researcher Support), 2016
@InProceedings{Liu:cvpr16,
author = {Liu, Xianglong and Fan, Xinjie and Deng, Cheng and Li, Zhujin and Su, Hao and Tao, Dacheng},
title = {Multilinear Hyperplane Hashing},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition},
year = {2016},
pages = {5119--5127},
}
Multi-View Complementary Hash Tables for Nearest Neighbor Search
Xianglong Liu, Lei Huang, Cheng Deng, Jiwen Lu, Bo Lang
IEEE ICCV, 2015
@inproceedings{Liu:iccv15,
author = {Xianglong Liu and Lei Huang and Cheng Deng and Jiwen Lu and Bo Lang},
title = {Multi-View Complementary Hash Tables for Nearest Neighbor Search},
booktitle = {IEEE International Conference on Computer Vision},
pages = {1107--1115},
year = {2015},
}
Collaborative Hashing
Xianglong Liu, Junfeng He, Cheng Deng, Bo Lang
IEEE CVPR (Young Researcher Support), 2014
@inproceedings{Liu:2014:cvpr,
author = {Xianglong Liu and Junfeng He and Cheng Deng and Bo Lang},
title = {Collaborative Hashing},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition},
pages = {2147--2154},
year = {2014},
}
Hash Bit Selection: a Unified Solution for Selection Problems in Hashing
Xianglong Liu, Junfeng He, Bo Lang, Shih-Fu Chang
IEEE CVPR, 2013.
@inproceedings{Liu:cvpr13,
author = {Xianglong Liu and Junfeng He and Bo Lang and Shih{-}Fu Chang},
title = {Hash Bit Selection: A Unified Solution for Selection Problems in Hashing},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition},
pages = {1570--1577},
year = {2013},
}
Journal: Hash Bit Selection for Nearest Neighbor Search. IEEE TIP, 2017.
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