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Dabin Kim

8 accepted papers

2026

Geometry-Correct Diffusion Posterior Sampling with Denoiser-Pullback Curvature Guidance and Manifold-Aligned Damping

ICML 2026poster

Diffusion posterior sampling conditions diffusion priors on measurements, but data-consistency updates are typically scaled by hand-tuned guidance weights and can destabilize sampling under stiff, operator-dependent curvature. We replace scalar guidance with a per-noise-level damped Gauss--Newton co…

Cited by 0SourceScholar
2026

Personalized Autonomous Driving Via Optimal Control with Clearance Constraints from Questionnaires

ICRA 2026poster

Driving without considering the preferred separation distance from surrounding vehicles may cause discomfort for users. To address this limitation, we propose a planning framework that explicitly incorporates user preferences regarding the desired level of safe clearance from surrounding vehicles. W…

2025

Adaptive 3D Reconstruction via Diffusion Priors and Forward Curvature-Matching Likelihood Updates

NeurIPS 2025spotlight

Reconstructing high-quality point clouds from images remains challenging in computer vision. Existing generative models, particularly diffusion models, based approaches that directly learn the posterior may suffer from inflexibility—they require conditioning signals during training, support only a f…

Cited by 0SourcecodeScholar
2025

Enhancing Feature Tracking Reliability for Visual Navigation Using Real-Time Safety Filter

ICRA 2025

Vision sensors are extensively used for localizing a robot's pose, particularly in environments where global localization tools such as GPS or motion capture systems are unavailable. In many visual navigation systems, localization is achieved by detecting and tracking visual features or landmarks, w

Cited by 1SourceScholar
2022

Online Distributed Trajectory Planning for Quadrotor Swarm With Feasibility Guarantee Using Linear Safe Corridor

RA-L 2022

This letter presents a new online multi-agent trajectory planning algorithm that guarantees to generate safe, dynamically feasible trajectories in a cluttered environment. The proposed algorithm utilizes a linear safe corridor (LSC) to formulate the distributed trajectory optimization problem with o

Cited by 65SourcecodeScholar
2021

Topology-Guided Path Planning for Reliable Visual Navigation of MAVs

IROS 2021poster

Visual navigation has been widely used for state estimation of micro aerial vehicles (MAVs). For stable visual navigation, MAVs should generate perception-aware paths which guarantee enough visible landmarks. Many previous works on perception-aware path planning focused on sampling-based planners. H…

Cited by 9SourceScholar
2020

Aerial Manipulation using Model Predictive Control for Opening a Hinged Door

ICRA 2020poster

Existing studies for environment interaction with an aerial robot have been focused on interaction with static surroundings. However, to fully explore the concept of an aerial manipulation, interaction with moving structures should also be considered. In this paper, a multirotor-based aerial manipul…

Cited by 61SourceScholar
2020

Multi-Robot Active Sensing and Environmental Model Learning With Distributed Gaussian Process

RA-L 2020

This letter deals with the problem of multiple robots working together to explore and gather at the global maximum of the unknown field. Given noisy sensor measurements obtained at the location of robots with no prior knowledge about the environmental map, Gaussian process regression can be an effic

Cited by 75SourceScholar