Research
My previous work mainly focused on anomaly detection, few-shot
learning, and industrial visual inspection. (*: Equal Contribution, †:
Corresponding Author)
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A Unified Model for Multi-class Anomaly Detection
Zhiyuan You*,
Lei Cui*, Yujun Shen, Kai Yang, Xin Lu, Yu Zheng, Xinyi Le†
NeurIPS, 2022   (Spotlight)
paper
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code
We present UniAD that accomplishes anomaly detection for multiple classes with a unified
framework.
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Few-shot Object Counting with Similarity-Aware Feature Enhancement
Zhiyuan You,
Kai Yang, Wenhan Luo, Xin Lu, Lei Cui, Xinyi Le†
WACV, 2023   (Oral)
paper
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code
We propose a novel SAFECount block, equipped with a similarity comparison module and a
feature enhancement module for few-shot object counting.
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UTRAD: Anomaly detection and localization with u-transformer
Liyang Chen,
Zhiyuan You,
Nian Zhang,
Juntong Xi,
Xinyi Le†
Neural Networks, 2022
paper /
code
We introduce UTRAD, a U-TRansformer based Anomaly Detection framework.
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ADTR: Anomaly Detection Transformer with Feature Reconstruction
Zhiyuan You,
Kai Yang, Wenhan Luo, Lei Cui, Yu Zheng, Xinyi Le†
ICONIP, 2022   (Oral)
paper
We propose ADTR to apply a transformer to reconstruct pre-trained
features for anomaly detection, and propose novel losses to extend ADTR to
anomaly-available case (both image-level & pixel-level labeled).
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Ph.D. Student in Information Engineering @ The Chinese University of Hong Kong
Aug. 2023 - Current
Advisor: Prof. Tianfan Xue and Prof. Chao Dong
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M.Eng in Mechanical Engineering @ Shanghai Jiao Tong University
Sep. 2020 - Mar. 2023
Advisor: Prof. Xinyi Le
and Prof. Yu Zheng
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B.Eng in Mechanical Engineering @ Shanghai Jiao Tong University
Sep. 2016 - Jun. 2020
GPA: 3.78 / 4.0, Ranking: 5 / 148
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Horizon Robotics
Research Intern
Shanghai, China
Dec. 2022 - Mar. 2023
Mentor: Dr. Yuelong
Yu
Perception Algorithm for Autonomous Driving
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SenseTime
Research Intern
Shanghai, China
Dec. 2020 - Nov. 2022
Mentor: Mr. Kai Yang
Anomaly Detection & Few-Shot Learning
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