Suhyeon Ha

I am a PhD student in the School of Computing at KAIST, advised by Prof. Sung-Eui Yoon, working in the Scalable Graphics, Vision, & Robotics Lab.

I earned my BS and ME in Computer Science and Engineering from Chung-Ang University, researching under Prof. Junseok Kwon in the Computer Vision Machine Learning Lab. I have also interned at LG AI Research.

My research focuses on AI safety, generative AI, and computer vision. Recently, I have been interested in safety for embodied AI.

Email  /  Google Scholar  /  Github  /  CV

APT: Anchor-aligned Perturbations for Tamper Localization in Fully Regenerated Images
Suhyeon Ha, Woo Jae Kim, Joonsung Jeon, Sooel Son, Sung-eui Yoon
European Conference on Computer Vision (ECCV), 2026
project page

RoME: Robust Mixture of Low-Rank Experts against Multiple Adversarial Perturbations
Woo Jae Kim, Kyle Min, Suhyeon Ha, Joonsung Jeon, Sung-eui Yoon
European Conference on Computer Vision (ECCV), 2026

SplatShield: Adversarial Protection for 3D Gaussian Splatting Against Instruction-Guided 3D Editing
Sejin Oh, Suhyeon Ha, Joonsung Jeon, Sung-eui Yoon
International Conference on Image Processing (ICIP), 2026

No Caption, No Problem: Caption-Free Membership Inference via Model-Fitted Embeddings
Joonsung Jeon, Woo Jae Kim, Suhyeon Ha, Sooel Son, Sung-eui Yoon
International Conference on Learning Representations (ICLR), 2026
project page / paper / code

AdvPaint: Protecting Images from Inpainting Manipulation via Adversarial Attention Disruption
Joonsung Jeon, Woo Jae Kim, Suhyeon Ha, Sooel Son, Sung-eui Yoon
International Conference on Learning Representations (ICLR), 2025
project page / paper / code

UFORecon: Generalizable Sparse-View Surface Reconstruction from Arbitrary and UnFavOrable Sets
Youngju Na, Woo Jae Kim, Kyu Beom Han, Suhyeon Ha, Sung-Eui Yoon
Conference on Computer Vision and Pattern Recognition (CVPR), 2024
project page / paper / code

Attentive Style Transfer with Target Feature Palette
Suhyeon Ha, Guisik Kim, Junseok Kwon
Women in Computer Vision Workshop, European Conference on Computer (ECCVW), 2020
Oral Presentation (in the Top 3 of submissions)
paper / code

Bidirectional Deep Residual learning for Haze Removal
Guisik Kim, Jinhee Park, Suhyeon Ha, Junseok Kwon
Vision for all Seasons Workshop, Conference on Computer Vision and Pattern Recognition (CVPRW), 2019
paper

Adaptive patch based convolutional neural network for robust dehazing
Guisik Kim, Suhyeon Ha, Junseok Kwon
The 25th IEEE International Conference on Image Processing (ICIP), 2018
paper

Style Transfer with Target Feature Palette and Attention Coloring
Suhyeon Ha, Guisik Kim, Junseok Kwon
Multimedia Tools and Application, 81(27), 39675-39694, 2022
paper

Visual Tracking Enhancement by Trajectory Simulation based on Hidden Semi-Markov Model
Suhyeon Ha and Junseok Kwon
Electronics Letters , vol. 56, no. 2, Jan, page 85-87, 2020
paper

Modified from Zhendong Wang