Publications

2026

Proxy-Free Gaussian Splats Deformation with Splat-Based Surface Estimation
Jaeyeong Kim, Seungwoo Yoo, Minhyuk Sung
3DV 2026
arXiv  

BoxSplitGen: A Generative Model for 3D Part Bounding Boxes in Varying Granularity
Juil Koo*, Wei-Tung Lin*, Chanho Park, Chanhyeok Park, Minhyuk Sung (* equal contributions)
WACV 2026

Unconditional Priors Matter! Improving Conditional Generation of Fine-Tuned Diffusion Models
Prin Phunyaphibarn, Phillip Y. Lee, Jaihoon Kim, Minhyuk Sung
WACV 2026
Project  arXiv  PDF  

2025

Ψ-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score Models
Taehoon Yoon*, Yunhong Min*, Kyeongmin Yeo*, Minhyuk Sung (* equal contributions)
NeurIPS 2025 (Spotlight)
Project  arXiv  PDF  Code  

Inference-Time Scaling for Flow Models via Stochastic Generation and Rollover Budget Forcing
Jaihoon Kim*, Taehoon Yoon*, Jisung Hwang*, Minhyuk Sung (* equal contributions)
NeurIPS 2025
Project  arXiv  Code  

ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation
Yunhong Min*, Daehyeon Choi*, Kyeongmin Yeo, Jihyun Lee, Minhyuk Sung (* equal contributions)
NeurIPS 2025
Project  arXiv  Code  

Moment- and Power-Spectrum-Based Gaussianity Regularization for Text-to-Image Models
Jisung Hwang, Jaihoon Kim, Minhyuk Sung
NeurIPS 2025
arXiv  

Neural Green’s Functions
Seungwoo Yoo, Kyeongmin Yeo, Jisung Hwang, Minhyuk Sung
NeurIPS 2025
arXiv  

Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation
Phillip Y. Lee, Jihyeon Je, Chanho Park, Mikaela Angelina Uy, Leonidas Guibas, Minhyuk Sung
ICCV 2025
Project  arXiv  PDF  Code  

MemBench: Memorized Image Trigger Prompt Dataset for Diffusion Models
Chunsan Hong, Tae-Hyun Oh*, Minhyuk Sung* (* co-corresponding authors)
TMLR
arXiv  PDF  Code  

VideoHandles: Editing 3D Object Compositions in Videos Using Video Generative Priors
Juil Koo, Paul Guerrero, Chun-Hao Paul Huang, Duygu Ceylan, Minhyuk Sung
CVPR 2025
Project  arXiv  PDF  

REWIND: Real-Time Egocentric Whole-Body Motion Diffusion with Exemplar-Based Identity Conditioning
Jihyun Lee, Weipeng Xu, Alexander Richard, Shih-En Wei, Shunsuke Saito, Shaojie Bai, Te-Li Wang, Minhyuk Sung, Tae-Kyun Kim, Jason Saragih
CVPR 2025
Project  arXiv  

StochSync: Stochastic Diffusion Synchronization for Image Generation in Arbitrary Spaces
Kyeongmin Yeo*, Jaihoon Kim*, Minhyuk Sung (* equal contributions)
ICLR 2025
Project  arXiv  Code  

2024

SyncTweedies: A General Generative Framework Based on Synchronized Diffusions
Jaihoon Kim*, Juil Koo*, Kyeongmin Yeo*, Minhyuk Sung (* equal contributions)
NeurIPS 2024
Project  arXiv  PDF  Code  

Neural Pose Representation Learning for Generating and Transferring Non-Rigid Object Poses
Seungwoo Yoo, Juil Koo, Kyeongmin Yeo, Minhyuk Sung
NeurIPS 2024
Project  arXiv  

GrounDiT: Grounding Diffusion Transformers via Noisy Patch Transplantation
Phillip Y. Lee*, Taehoon Yoon*, Minhyuk Sung (* equal contributions)
NeurIPS 2024
Project  arXiv  Code  

MV2Cyl: Reconstructing 3D Extrusion Cylinders from Multi-View Images
Eunji Hong, Nguyen Minh Hieu, Mikaela Angelina Uy, Minhyuk Sung
NeurIPS 2024
arXiv  

Occupancy-Based Dual Contouring
Jisung Hwang, Minhyuk Sung
SIGGRAPH Asia 2024
Project  arXiv  Code  

ReGround: Improving Textual and Spatial Grounding at No Cost
Phillip Y. Lee, Minhyuk Sung
ECCV 2024
Project  arXiv  PDF  

PartSTAD: 2D-to-3D Part Segmentation Task Adaptation
Hyunjin Kim, Minhyuk Sung
ECCV 2024
Project  arXiv  Code  

Posterior Distillation Sampling
Juil Koo, Chanho Park, Minhyuk Sung
CVPR 2024
Project  arXiv  PDF  Code  

As-Plausible-As-Possible: Plausibility-Aware Mesh Deformation Using 2D Diffusion Priors
Seungwoo Yoo*, Kunho Kim*, Vladimir Kim, Minhyuk Sung (* equal contributions)
CVPR 2024
Project  arXiv  PDF  Code  

InterHandGen: Two-Hand Interaction Generation via Cascaded Reverse Diffusion
Jihyun Lee, Shunsuke Saito, Giljoo Nam, Minhyuk Sung, Tae-Kyun Kim
CVPR 2024
Project  arXiv  PDF  Code  

Split, Merge, and Refine: Fitting Tight Bounding Boxes via Learned Over-Segmentation and Iterative Search
Chanhyeok Park, Minhyuk Sung
3DV 2024
arXiv  

2023

SyncDiffusion: Coherent Montage via Synchronized Joint Diffusions
Yuseung Lee, Kunho Kim, Hyunjin Kim, Minhyuk Sung
NeurIPS 2023
Project  arXiv  PDF  Code  Hugging Face 

FourierHandFlow: Neural 4D Hand Representation Using Fourier Query Flow
Jihyun Lee, Junbong Jang, Donghwan Kim, Minhyuk Sung, Tae-Kyun Kim
NeurIPS 2023
Project  arXiv  

OptCtrlPoints: Optimizing Control Points for Biharmonic 3D Shape Deformation
Kunho Kim*, Mikaela Angelina Uy*, Despoina Paschalidou, Alec Jacobson, Leonidas Guibas, Minhyuk Sung (* equal contributions)
Pacific Graphics 2023
Project  arXiv  PDF  Slides  Video  

SALAD: Part-Level Latent Diffusion for 3D Shape Generation and Manipulation
Juil Koo*, Seungwoo Yoo*, Minh Hieu Nguyen*, Minhyuk Sung (* equal contributions)
ICCV 2023
Project  arXiv  PDF  Code  Hugging Face 

Im2Hands: Learning Attentive Implicit Representation of Interacting Two-Hand Shapes
Jihyun Lee, Minhyuk Sung, Honggyu Choi, Tae-Kyun Kim
CVPR 2023
Project  arXiv  

ShapeTalk: A Language Dataset and Framework for 3D Shape Edits and Deformations
Panos Achlioptas, Ian Huang, Minhyuk Sung, Sergey Tulyakov, Leonidas Guibas
CVPR 2023
Project  PDF  

Seg&Struct: The Interplay Between Part Segmentation and Structure Inference for 3D Shape Parsing
Junghyun Kim, Kaichun Mo, Minhyuk Sung*, Woontack Woo* (* co-corresponding authors)
WACV 2023
Project  arXiv  Poster  Video  

2022

LADIS: Language Disentanglement for 3D Shape Editing
Ian Huang, Panos Achlioptas, Tianyi Zhang, Sergei Tulyakov, Minhyuk Sung, Leonidas Guibas
Findings of EMNLP 2022
arXiv  PDF  Code  

The Shape Part Slot Machine: Contact-based Reasoning for Generating 3D Shapes from Parts
Kai Wang, Paul Guerrero, Vladimir Kim, Siddhartha Chaudhuri, Minhyuk Sung, Daniel Ritchie
ECCV 2022
arXiv  Code  

PartGlot: Learning Shape Part Segmentation from Language Reference Games
Juil Koo, Ian Huang, Panos Achlioptas, Leonidas Guibas, Minhyuk Sung
CVPR 2022 (Oral)
Project  arXiv  Video  Code  

Pop-Out Motion: 3D-Aware Image Deformation via Learning the Shape Laplacian
Jihyun Lee*, Minhyuk Sung*, Hyunjin Kim, Tae-Kyun Kim (* equal contributions)
CVPR 2022
Project  arXiv  Video  Code  

Point2Cyl: Reverse Engineering 3D Objects from Point Clouds to Extrusion Cylinders
Mikaela Angelina Uy*, Yen-yu Chang*, Minhyuk Sung, Purvi Goel, Joseph Lambourne, Tolga Birdal, Leonidas Guibas (* equal contributions)
CVPR 2022
Project  arXiv  Poster  Video  Code  

2021

Implicit LiDAR Network: LiDAR Super-Resolution via Interpolation Weight Prediction
Youngsun Kwon, Minhyuk Sung*, Sung-Eui Yoon* (* co-corresponding authors)
ICRA 2022
Project  arXiv  PDF  Code  

CPFN: Cascaded Primitive Fitting Networks for High-Resolution Point Clouds
Eric-Tuan Lê, Minhyuk Sung, Duygu Ceylan, Radomír Měch, Tamy Boubekeur, Niloy Mitra
ICCV 2021
arXiv  Code  

CTRL-C: Camera calibration TRansformer with Line-Classification
Jinwoo Lee, Hyunsung Go, Hyunjoon Lee, Sunghyun Cho, Minhyuk Sung, Junho Kim
ICCV 2021
arXiv  Code  

DeepMetaHandles: Learning Deformation Meta-Handles of 3D Meshes with Biharmonic Coordinates
Minghua Liu, Minhyuk Sung, Radomír Měch, Hao Su
CVPR 2021 (Oral)
Project  arXiv  Web Demo Supplementary  Code  

MultiBodySync: Multi-Body Segmentation and Motion Estimation via 3D Scan Synchronization
Jiahui Huang, He Wang, Tolga Birdal, Minhyuk Sung, Federica Arrigoni, Shi-Min Hu, Leonidas Guibas
CVPR 2021 (Oral)
Project  arXiv  Code  

Joint Learning of 3D Shape Retrieval and Deformation
Mikaela Angelina Uy, Vladimir G. Kim, Minhyuk Sung, Noam Aigerman, Siddhartha Chaudhuri, Leonidas Guibas
CVPR 2021
Project  arXiv  Code  

2020 and Before

DeformSyncNet: Deformation Transfer via Synchronized Shape Deformation Spaces
Minhyuk Sung, Zhenyu Jiang, Panos Achlioptas, Niloy Mitra, Leonidas Guibas (* equal contributions)
SIGGRAPH Asia 2020
Project  arXiv  Code  

Deformation-Aware 3D Shape Embedding and Retrieval
Mikaela Angelina Uy, Jingwei Huang, Minhyuk Sung, Tolga Birdal, Leonidas Guibas
ECCV 2020
Project  arXiv  Slides  Code  

Neural Geometric Parser for Single Image Camera Calibration
Jinwoo Lee, Minhyuk Sung, Hyunjoon Lee, Junho Kim
ECCV 2020
arXiv  

Pix2Surf: Learning Parametric 3D Surface Models of Objects from Images
Jiahui Lei, Srinath Sridhar, Paul Guerrero, Minhyuk Sung, Niloy Mitra, Leonidas Guibas
ECCV 2020
Project  arXiv  PDF  Supplementary  Code  

Learning 3D Part Assembly from a Single Image
Yichen Li*, Kaichun Mo*, Lin Shao, Minhyuk Sung, Leonidas Guibas (* equal contributions)
ECCV 2020
Project  arXiv  Slides  Code  

Learning and Exploring the Compositional Structure of 3D Data
Minhyuk Sung
Ph.D. Dissertation. Stanford University. 2019.
Link  

Supervised Fitting of Geometric Primitives to 3D Point Clouds
Lingxiao Li*, Minhyuk Sung*, Anastasia Dubrovina, Li Yi, Leonidas Guibas (* equal contributions)
CVPR 2019 (Oral)
arXiv  Video  Code  

GSPN: Generative Shape Proposal Network for 3D Instance Segmentation in Point Cloud
Li Yi, Wang Zhao, He Wang, Minhyuk Sung, Leonidas Guibas
CVPR 2019
arXiv  Code  

Deep Functional Dictionaries: Learning Consistent Semantic Structures on 3D Models from Functions
Minhyuk Sung, Hao Su, Ronald Yu, Leonidas Guibas
NeurIPS 2018
arXiv  PDF  Poster  Code  

Learning Fuzzy Set Representations of Partial Shapes on Dual Embedding Spaces
Minhyuk Sung, Anastasia Dubrovina, Vladimir G. Kim, Leonidas Guibas
SGP 2018
Project  arXiv  PDF  Slides  Code  

ComplementMe: Weakly-Supervised Component Suggestions for 3D Modeling
Minhyuk Sung, Hao Su, Vladimir G. Kim, Siddhartha Chaudhuri, Leonidas Guibas
SIGGRAPH Asia 2017 (Featured in an ACM press release)
Project  arXiv  PDF  Slides  Code  Media 1  Media 2  

Data-Driven Structural Priors for Shape Completion
Minhyuk Sung, Vladimir G. Kim, Roland Angst, Leonidas Guibas
SIGGRAPH Asia 2015
Project  PDF  Slides  Supplementary  Code  

Image Unprojection for 3D Surface Reconstruction: A Triangulation-based Approach
Min-Hyuk Sung, Hwasup Lim, Hyoung-Gon Kim, Sang Chul Ahn
ICIP 2013
Link  

Finding the M-best consistent correspondences between 3D symmetric objects
Min-Hyuk Sung, Junho Kim
Computers & Graphics 2013
Link  

A Triangulation-Invariant Method for Anisotropic Geodesic Map Computation on Surface Meshes
Sang Wook Yoo, Joon-Kyung Seong, Min-Hyuk Sung, Sung Yong Shin, Elaine Cohen
TVCG 2012
Link  

A Spectral Approach to Shape Matching Using a Heat Kernel Function
Min-Hyuk Sung
M.S. Thesis. KAIST. 2010.
Link