Hi! I am a Integrated Ph.D student in Robotics and Computer Vision Lab at University of Seoul, under the guidance of Prof. Jiyoung Jung.

My research interest focuses on practical adaptation of 3D foundation models, aiming for their robust and efficient deployment in diverse real-world applications.

[CV]

Education

• Integrated Ph.D in Artificial Intelligence, University of Seoul
  Mar. 2022 - present

• B.S. in Physics, University of Seoul
  Mar. 2016 - Feb. 2022

Publications

• Robust Adaptation of Foundation Models with Black-Box Visual Prompting
  [paper] [code]
  Changdae Oh, Gyeongdeok Seo, Geunyoung Jung, Zhi-Qi Cheng, Hosik Choi, Jiyoung Jung, Kyungwoo Song
  Under Review

• APC: Transferable and Efficient Adversarial Point Counterattack for Robust 3D Point Cloud Recognition
  [paper] [code]
  Geunyoung Jung, Soohong Kim, Inseok Kong, Jiyoung Jung
  CVPR 2026 Findings

• ReCoD: Enhancing Image Description for Cross-Modal Understanding via Retrieval and Comparison Feedback Mechanism
  [paper] [code]
  Geunyoung Jung, Jun Park, Hankyeol Lee, Kyungwoo Song, Jiyoung Jung
  Neurocomputing 2026 (SCIE, JCR 2024 IF=6.5)

• P³T: Prototypical Point-level Prompt Tuning with Enhanced Generalization for 3D Vision-Language Models
  [paper] [code]
  Geunyoung Jung, Soohong Kim, Kyungwoo Song, Jiyoung Jung
  ICRA 2026

• Enhancing Visual Classification using Comparative Descriptors
  [paper] [code]
  Hankyeol Lee, Gawon Seo, Wonseok Choi, Geunyoung Jung, Kyungwoo Song, Jiyoung Jung
  WACV 2025

• BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning
  [paper] [code]
  Changdae Oh, Hyeji Hwang, Hee-young Lee, YongTaek Lim, Geunyoung Jung, Jiyoung Jung, Hosik Choi, Kyungwoo Song
  CVPR 2023

Academic Services

• Conference Reviewer:
  • ICRA 2026
  • BMVC 2025
  • CVPR 2025, 2026