About Me
My name is Chengxin Liu. I am a Ph.D. student supervised by Prof. Zhiguo Cao at Huazhong University of Science and Technology (HUST). I also work closely with Prof. Hao Lu. Before that, I received my bachelorโs degree from HUST.
My research interests include computer vision and machine learning, with a particular emphasis on
- Learning with noisy labels,
- Dense prediction (e.g., object detection, object counting, and segmentation),
- Generative models.
๐ฅ News
- 2024.05: ๐ One paper accepted by TITS.
- 2024.03: ๐ One paper accepted by TCSVT.
- 2023.07: ๐ One paper accepted by ACM MM 2023.
- 2023.07: ๐ One paper accepted by ICCV 2023.
- 2023.04: ๐ One paper accepted by IJCV.
- 2022.11: ๐ One paper accepted by Pattern Recognition.
- 2022.07: ๐ One paper accepted by ECCV 2022.
- 2022.03: ๐ One paper accepted by CVPR 2022.
๐ Selected Publications
Object Detection
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ECCV 2022
Robust Object Detection With Inaccurate Bounding BoxesChengxin Liu, Kewei Wang, Hao Lu, Zhiguo Cao, Ziming Zhang
European Conference on Computer Vision 2022 (ECCV 2022)
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Plant Phenomics
Dynamic Color Transform Networks for Wheat Head DetectionChengxin Liu, Kewei Wang, Hao Lu, Zhiguo Cao
Plant Phenomics, 2022
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ICCVW 2021
Dynamic Color Transform for Wheat Head DetectionChengxin Liu, Kewei Wang, Hao Lu, Zhiguo Cao
IEEE/CVF International Conference on Computer Vision Workshops 2021 (ICCVW 2021)
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TGRS
Interior Attention-Aware Network for Infrared Small Target DetectionKewei Wang, Shuaiyuan Du, Chengxin Liu, Zhiguo Cao
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2022
Object Counting
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ICCV 2023
Point-Query Quadtree for Crowd Counting, Localization, and MoreChengxin Liu, Hao Lu, Zhiguo Cao, Tongliang Liu
IEEE/CVF International Conference on Computer Vision 2023 (ICCV 2023)
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IJCV
From Open Set to Closed Set: Supervised Spatial Divide-and-Conquer for Object CountingHaipeng Xiong, Hao Lu, Chengxin Liu, Liang Liu, Chunhua Shen, Zhiguo Cao
International Journal of Computer Vision (IJCV), 2023
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ICCV 2019
From Open Set to Closed Set: Counting Objects by Spatial Divide-and-ConquerHaipeng Xiong, Hao Lu, Chengxin Liu, Liang Liu, Chunhua Shen, Zhiguo Cao
IEEE/CVF International Conference on Computer Vision 2019 (ICCV 2019)
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CVPR 2022
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic CountingMin Shi, Hao Lu, Chen Feng, Chengxin Liu, Zhiguo Cao
IEEE/CVF Conference on Computer Vision and Pattern Recognition 2022 (CVPR 2022)
Segmentation and Tracking
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Chengxin Liu, Shuaiyuan Du, Hao Lu, Dehui Li, Zhiguo Cao
IEEE Geoscience and Remote Sensing Letters (GRSL), 2020
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ICPR 2020
Exploiting Distilled Learning for Deep Siamese TrackingChengxin Liu, Zhiguo Cao, Wei Li, Yang Xiao, Shuaiyuan Du, Angfan Zhu
International Conference on Pattern Recognition 2020 (ICPR 2020)
Anime Talking Head
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TCSVT
Hierarchical Feature Warping and Blending for Talking Head Animation.Jiale Zhang, Chengxin Liu, Ke Xian, Zhiguo Cao
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024
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PR
Large Motion Anime Head Animation Using a Cascade Pose Transform NetworkJiale Zhang, Chengxin Liu, Ke Xian, Zhiguo Cao
Pattern Recognition (PR), 2023
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ACCV 2020
CPTNet: Cascade Pose Transform Network for Single Image Talking Head AnimationJiale Zhang, Ke Xian, Chengxin Liu, Yinpeng Chen, Zhiguo Cao, Weicai Zhong
Asian Conference on Computer Vision 2020 (ACCV 2020)
Experience
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Visiting Student @ Institute for Infocomm Research (I2R), A*STAR
Time: 2023.11 - 2024.08, Mentor: Dr. Xun Xu
Academic Service
- Conference Reviewer: ICCV, ECCV, NeurIPS, ICLR, ACM MM, ACCV, PRCV
- Journal Reviewer: IJCV, TIP, Plant Phenomics
Competition
- 2022.12 Second Prize in China Graduate AI Innovation Competition 2022 (10000 RMB bonus)
- 2021.07 2nd Place in Global Wheat Challenge 2021 hosted at ICCV2021 (1000 USD bonus)