😃🌞♎️👫☕️🍵🎾🎧

I am currently a Ph.D. student major in Control Science and Engineering at Hunan University (HNU), working under the supervision of Prof. Min Liu (DIRECT) and Prof. Yaonan Wang (INDIRECT). My research interest lies in robot vision, particularly in multimodal learning for industrial robots. Before entering Hunan University, I received my M.Eng. (supervised by Prof. Kai Hu and Prof. Xieping Gao) and B.S. degrees from Xiangtan University (XTU) in 2023 and 2020, and underwent over three-year research on medical image analysis. (Contact me: svyj@hnu.edu.cn)

🔍 Research Interests:

• Multimodal Industrial Anomaly Detection: MIAD
• Vision-Language-Action Models: VLA
• Medical Image Analysis

🔥 Recent News

• [Mar. 2025] 🎉 Our article on “Few-Shot Defect Segmentation” was accepted by IEEE T-ASE. [PDF]

• [Mar. 2025] 📃 Our article on “Neural Architecture Search for Surface Defect Detection” was submitted to IEEE T-ASE.

• [Mar. 2025] 📃 Our article on “Few-Shot Defect Segmentation” was submitted to IEEE/ASME T-Mech.

• [Mar. 2025] 📃 Our two papers was submitted to ICCV 2025.

• [Jan. 2025] 📃 Our article on “Multi-view Industrial Anomaly Detection” was submitted to IEEE/ASME T-Mech.

• [Dec. 2024] 🎉 Our article on “Multimodal Retinal Image Analysis” was accepted by IEEE T-IM. [PDF]

• [Nov. 2024] 🎉 Our article on “Weakly Supervised Surface Defect Localization” was accepted by IEEE T-IM. [PDF] [Project]

• [Apr. 2023] 🎓 Svy.J graduated from XTU and was conferred M.Eng. degree.

• [Apr. 2023] 🌟 Svy.J was awarded the 28th “Principal Scholarship” of XTU.

• [Mar. 2023] 🌟 Svy.J was awarded the title of “Excellent Graduates” of Hunan, China.

• [Mar. 2023] 🌟 Svy.J was awarded the title of “Excellent Graduates” of XTU.

• [Jan. 2023] 🎉 Our article on “Retinal Layer Segmentation in OCT” was accepted by the Journal of Software (软件学报). [PDF]

• [Oct. 2022] 🌟 Svy.J was awarded the “Special Scholarship” again with the rank of 1/70.

• [Sep. 2022] 🌟 Svy.J was awarded the “China National Scholarship”.

• [Jul. 2022] 🎉 Our article on “Biomarkers Segmentation in OCTA” was accepted by IEEE T-IM. [PDF] [Project]

• [Oct. 2021] 🌟 Svy.J was awarded the “Xinhualian Group Education Scholarship”.

• [Oct. 2021] 🌟 Svy.J was awarded the “Special Scholarship” with the rank of 1/70.

• [Dec. 2020] 🏆 Svy.J won the 3rd prize in the 4th ISICDM in “Challenge 3: Segmentation of Pulmonary Tissues” with his teammates Tongtong Liu (Now a Ph.D. student at SCUT) and Fucai Wu (Now a engineer at LUSTER). [ISICDM 2020]

• [Oct. 2020] 🌟 Svy.J was awarded the “First Class Scholarship” with the rank of 1/70.

📝 Publications

• Prompt-driven Transferable Adversarial Attack on Person Re-Identification with Attribute-aware Textual Inversion
  Yuan Bian, Min Liu* (Supervisor), Yunqi Yi, Xueping Wang, Shuai Jiang, Yaonan Wang
  arXiv Preprint, 2025
  PDF

• Multi-Context Aggregation Network with Foreground Correction for Automated Few-Shot Defect Segmentation
  Yunfeng Ma, Min Liu* (Supervisor), Shuai Jiang, Xueping Wang, Yuan Bian, and Yaonan Wang
  IEEE Transactions on Automation Science and Engineering (T-ASE), 2025
  PDF

• Joint Segmentation of FAZ and RVs in OCTA Images with Auxiliary 3D Image Projection Learning
  Shuai Jiang, Kai Hu* (Supervisor), Yuan Zhang, and Xieping Gao
  IEEE Transactions on Instrumentation and Measurement (T-IM), 2024
  PDF

• Category-agnostic Cluster-guided Selective Suppression for Weakly Supervised Surface Defect Localization
  Shuai Jiang, Min Liu* (Supervisor), Yuxi Liu, Yunfeng Ma, and Yaonan Wang
  IEEE Transactions on Instrumentation and Measurement (T-IM), 2024
  PDF | Project

• Segmentation of Retinal Layer Boundary in OCT Images Based on End-to-end Deep Neural Network and Graph Search
  Kai Hu (Supervisor), Shuai Jiang, Dong Liu, and Xieping Gao*
  Journal of Software (软件学报), 2023
  PDF

• Joint-Seg: Treat Foveal Avascular Zone and Retinal Vessel Segmentation in OCTA Images as a Joint Task
  Kai Hu (Supervisor), Shuai Jiang, Yuan Zhang, Xuanya Li, and Xieping Gao*
  IEEE Transactions on Instrumentation and Measurement (T-IM), 2022
  PDF | Project

🎖 Honors and Awards

• Excellent Graduates, Hunan Provincial Department of Education, 2023.
• Excellent Graduates, Xiangtan University, 2023.
• Principal Scholarship, Xiangtan University, 2023.
• China National Scholarship, Ministry of Education of the People’s Republic of China, 2022.
• Special Scholarship, Xiangtan University, 2022 / 2021.

📚 Services

• Journal Reviewer: T-MI, T-IM, J-BHI
• Conference Reviewer: ICCV, ICASSP

📖 Educations

• Sep. 2023 - Now, Hunan University, Ph.D. Candidate.
• Oct. 2020 - Jun. 2023, Xiangtan University, M.E.
• Sep. 2016 - Jun. 2020, Xiangtan University, B.S.