MINT Lab

Publications

2026

MUST: Smartwatch-based Multimodal Framework for Predicting Driver State and Takeover Performance. In Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems

Sheem, S., Cho, Y., Lee, I. K., Cho, H., Kim, T., Kim, B. H., & Kim, D.

ACM CHI · 2026

WearableMultimodal SensingActivity Recognition

2025

Estimating braking and propulsion forces during overground running in and out of the lab.

Baker, L.M., Weigend, F., Swaminathan, K., Kim, D., Chin, A., Lieberman, D.E., Walsh, C.J.

PloS One · 2025

BiomechanicsHealthcare

Multi-modal sensing for propulsion estimation in people post-stroke across speeds.

Swaminathan, K.*, Choe, D.K.*, Kim, D.*, Barde, F., Baker, T.C., Wendel, N.C., Chin, A., Bergamo, G., Siviy, C.J., Lee, C., Awad, L.N., Ellis, T.D., Walsh, C.J.

IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2025 · *Equal contribution

WearableRehabilitationMultimodal Sensing

Learning-based 3D human kinematics estimation using behavioral constraints from activity classification.

Kim, D., Jin, Y., Cho, H., Jones, T., Zhou, Y.M. et al.

Nature Communications · 2025

KinematicsActivity RecognitionDeep Learning

Learning based lower limb joint kinematic estimation using open source IMU data.

Hur, B., Baek, S., Kang, I.#, Kim, D.#

Scientific Reports · 2025 · #Correspondence

IMUKinematicsMachine Learning

2024

Soft and Integrable Multimodal Artificial Mechanoreceptors Toward Human Sensor of Skin.

Seo, S., et al.

Advanced Functional Materials · 2024

TactileSoft Sensor

Wearable Robots for the real world need vision.

Gionfrida, L.*, Kim, D.*, Scaramuzza, D., Farina, D., Howe, R.D.

Science Robotics · 2024 · *Equal contribution

Wearable RobotsComputer Vision

Multiple Hand Posture Rehabilitation System using Vision-Based Intention Detection and Soft Robotic Glove.

Rho, E., Lee, H., Lee, Y., Lee, K.-D., Mun, J., Kim, M., Kim, D., Park, H.-S., Jo, S.

IEEE Transactions on Industrial Informatics · 2024

RehabilitationSoft RoboticsIntention Detection

Muscle architecture parameters inferred from simulated single element ultrasound traces.

Gionfrida, L.*, Kim, D.*, Jin, Y.*, Walsh, C.J., Howe, R.D.

IEEE-RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob) · 2024 · Oral Presentation

UltrasoundMuscle Estimation

2023

Design and evaluation of an independent 4-week, exosuit-assisted, post-stroke community walking program.

Nuckols, R.W.*, Chang, C.K.*, Kim, D.* et al.

Annals of the New York Academy of Sciences · 2023 · *Equal contribution

Drilling of Cross-Ply UHMWPE Laminates: A Study on the Effects of the Tool Geometry and Cutting Parameters on the Integrity of Components.

Díaz-Álvarez, A., Rodríguez-Millán, M., Rubio, I., Kim, D., Díaz-Álvarez, J.

Polymers · 2023

Manufacturing

Individualized Learning-based Ground Reaction Force Estimation in People Post-Stroke Using Pressure Insoles.

Bergamo, G.*, Swaminathan, K.*, Kim, D.*, et al.

IEEE-RAS-EMBS International Conference on Rehabilitation Robotics (ICORR) · 2023

Stroke RehabilitationForce Estimation

2022

Prior depth-based multi-view stereo network for online 3D model reconstruction.

Song, S., Giang, K.T., Kim, D., Jo, S.

Pattern Recognition · 2022

3D VisionReconstruction

Maximization and Restoration: Action Segmentation through Dilation Passing and Temporal Reconstruction.

Park, J.*, Kim, D.*, Huh, S., Jo, S.

Pattern Recognition · 2022 · *Equal contribution

Action SegmentationComputer Vision

2021

Learning Fingertip Forces to Grasp Deformable Objects for Soft Wearable Robotic Glove with TSM.

Rho, E.*, Kim, D.*, Lee, H., Jo, S.

IEEE Robotics and Automation Letters · 2021 · *Equal contribution

Soft RoboticsGraspingForce Estimation

View path planning via online multi-view stereo for 3-d modeling of large-scale structures.

Song, S., Kim, D., Jo, S.

IEEE Transactions on Robotics · 2021

3D ModelingPath Planning

Review of Machine Learning Methods in Soft Robotics.

Kim, D., Kim, S.-H., Kim, T., Kang, B., Lee, M., Park, W., Ku, S., Kim, D.W., Kwon, J., Lee, H., Bae, J., Park, Y.-L., Cho, K.-J., Jo, S.

PLOS ONE · 2021

Soft RoboticsMachine LearningSurvey

Single EMG Sensor-Driven Robotic Glove Control for Reliable Augmentation of Power Grasping.

Cheon, S., Kim, D., Kim, S., Kang, B.B., Lee, J., Gong, H.S., Kim, K.B., Jo, S., Cho, K-J., Ahn, J.

IEEE Transactions on Medical Robotics and Bionics · 2021

EMGRobotic GloveGrasping

Sequential Depth Completion with Confidence Estimation of 3D Model Reconstruction.

Giang, K.T., Song, S., Kim, D., Choi, S.

IEEE Robotics and Automation Letters · 2021

Depth Completion3D Reconstruction

2020

Online coverage and inspection planning for 3D modeling.

Song, S., Kim, D., Jo, S.

Autonomous Robots · 2020

Coverage Planning3D Modeling

Interactive virtual object attract attention and induce exploratory behaviors in rats.

Kim, D.*, Jeong, Y.-C.*, Park, C., Shin, A., Min, K.W., Jo, S., and Kim, D.

Behavioural Brain Research · 2020 · *Equal contribution

NeuroscienceHRI

Learning-based Fingertip Force Estimation for Soft Wearable Hand Robot with Tendon-Sheath Mechanism.

Kang, B.B.*, Kim, D.*, Choi, H., Jeoung, U., Kim, K.B., Jo, S., and Cho, K-J.

IEEE Robotics and Automation Letters · 2020 · *Equal contribution

Soft RoboticsForce EstimationWearable

Active 3D modeling via online multi-view stereo.

Song, S., Kim, D., Jo, S.

IEEE International Conference on Robotics and Automation (ICRA) · 2020

3D ModelingActive Perception

2019

Eyes are faster than hands: a soft wearable robot learns user intention from the egocentric view.

Kim, D.*, Kang, B.B.*, Kim, K.B., Choi, H., Ha, J., Cho, K-J., and Jo, S.

Science Robotics · 2019 · *Equal contribution

Wearable RobotIntention DetectionEgocentric Vision