most citedMulti-Sensor Fusion for Quadruped Robot State Estimation using Invariant Filtering and Smoothing

10 citations · 20 across the 8 of their papers we have counts for

collaborators

8 papers

cs.RO2026

GAIT: Legged Robot Proprioceptive State Estimation with Attention over Inertial-Leg Tokens

Young-Rang Seo, Hajun Kim, Sangmin Kim +2

In this paper, we propose a method that applies Inertial-Leg (IL) tokenization to an attention-based network for proprioceptive state estimation in legged robots. Unlike existing l…

cs.RO2025

Dynamic Policy Learning for Legged Robot with Simplified Model Pretraining and Model-Homotopy-Inspired Transfer

Dongyun Kang, Min-Gyu Kim, Tae-Gyu Song +3

Generating dynamic motions for legged robots remains a challenging problem. While reinforcement learning has achieved notable success in various legged locomotion tasks, producing…

cs.RO2025

Dynamically-Consistent Trajectory Optimization for Legged Robots via Contact Point Decomposition

Sangmin Kim, Hajun Kim, Gijeong Kim +2

To generate reliable motion for legged robots through trajectory optimization, it is crucial to simultaneously compute the robot's path and contact sequence, as well as accurately…

cs.RO2025★ 4 cited

A Modular Residual Learning Framework to Enhance Model-Based Approach for Robust Locomotion

Min-Gyu Kim, Dongyun Kang, Hajun Kim +1

This paper presents a novel approach that combines the advantages of both model-based and learning-based frameworks to achieve robust locomotion. The residual modules are integrate…

cs.RO2025

Design of a 3-DOF Hopping Robot with an Optimized Gearbox: An Intermediate Platform Toward Bipedal Robots

JongHun Choe, Gijeong Kim, Hajun Kim +3

This paper presents a 3-DOF hopping robot with a human-like lower-limb joint configuration and a flat foot, capable of performing dynamic and repetitive jumping motions. To achieve…

cs.RO2025

Learning Impact-Rich Rotational Maneuvers via Centroidal Velocity Rewards and Sim-to-Real Techniques: A One-Leg Hopper Flip Case Study

Dongyun Kang, Gijeong Kim, JongHun Choe +2

Dynamic rotational maneuvers, such as front flips, inherently involve large angular momentum generation and intense impact forces, presenting major challenges for reinforcement lea…

cs.RO2025★ 10 cited

Multi-Sensor Fusion for Quadruped Robot State Estimation using Invariant Filtering and Smoothing

Ylenia Nisticò, Hajun Kim, João Carlos Virgolino Soares +3

This letter introduces two multi-sensor state estimation frameworks for quadruped robots, built on the Invariant Extended Kalman Filter (InEKF) and Invariant Smoother (IS). The pro…

cs.RO2025★ 6 cited

Online Friction Coefficient Identification for Legged Robots on Slippery Terrain Using Smoothed Contact Gradients

Hajun Kim, Dongyun Kang, Min-Gyu Kim +2

This paper proposes an online friction coefficient identification framework for legged robots on slippery terrain. The approach formulates the optimization problem to minimize the…